From 7862cb1d9dfcfae5a4e4429e106eaf67844362e2 Mon Sep 17 00:00:00 2001
From: Kamal Tufekcic <kamal@lo.sh>
Date: Thu, 23 Apr 2026 14:58:32 +0300
Subject: [PATCH] initial commit

Signed-off-by: Kamal Tufekcic <kamal@lo.sh>
---
 .forgejo/workflows/ci.yml                     |   71 +
 .gitattributes                                |    2 +
 .gitignore                                    |    2 +
 Cargo.lock                                    |   16 +
 Cargo.toml                                    |   38 +
 LICENSE.md                                    |  661 +++++++++
 README.md                                     |  609 ++++++++
 Specification.md                              |  784 +++++++++++
 benches/codec.rs                              |  205 +++
 benches/compare-flac.sh                       |   69 +
 corpus/ES2002a.Array1-01.wav                  |    3 +
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 fuzz/Cargo.lock                               |  110 ++
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 fuzz/dict/decode_arbitrary.dict               |   65 +
 fuzz/dict/roundtrip_arbitrary.dict            |   42 +
 fuzz/fuzz_targets/decode_arbitrary.rs         |   26 +
 fuzz/fuzz_targets/roundtrip_arbitrary.rs      |   56 +
 src/bit_io.rs                                 |  360 +++++
 src/frame.rs                                  | 1220 +++++++++++++++++
 src/lib.rs                                    |  126 ++
 src/lpc.rs                                    |  834 +++++++++++
 src/rice.rs                                   |  743 ++++++++++
 src/test_signals.rs                           |  185 +++
 tests/conformance.rs                          |  369 +++++
 tests/corpus.rs                               |  351 +++++
 tests/determinism.rs                          |  103 ++
 tests/latency.rs                              |  376 +++++
 tests/mcu_mix.rs                              |  488 +++++++
 tests/synthetic.rs                            |  290 ++++
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 create mode 100644 fuzz/corpus/roundtrip_arbitrary/f6bca14458eaa9b54891550cc31196b24c66d040
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/f6c8b5143dc10891b7960f8c34e601034f83ce3d
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/f6dcbb078a30b433ace00dc6b878f8e818910a0f
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/f6dd969732bc9f5917197833a96dd274765e8486
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/f6f4b275b69d5357f0bf931a3cb9c77f748f4c88
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/f7396271babb511efb7805822f064968ff517e0d
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/f74f9f3f81831ce1ac33996e89e03419565c7ab7
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/f75310054baaa2451ce2436e6387e55d4cdc0c0a
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/f773bc32d0ecc38cf9f2970e0452616c94a2c834
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/f7cffd0d0918daf202c697259ab68d9012b35d06
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 create mode 100644 fuzz/corpus/roundtrip_arbitrary/f7f8db95079539e28f2d2e48fe81e1e75a1d23fb
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/f801cdec4a6abe898cc9c6fdc7f6fdee8d1d40c5
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/f82ffe53c58a3de60dd9664e74768bb7c4cde62e
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 create mode 100644 fuzz/corpus/roundtrip_arbitrary/f8ee82816fd0635657e92893072331b980c42f93
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/f8f33221fcc3466be2d48576e906ab59f8bac79a
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/f9475749f0a0e34f357d4e79241fc7fa0fac3b68
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/f95767f95f2a7e74739c419d3fa53e689af319e3
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/f9612f2ee69a3ef6efec2332b08f4dff568e7523
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/f96932bf7a6a2708bdcdab7e48c42710e01b1c66
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/f98c9b4a821d67990cc63fdd2b143acc0974c033
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/f9d23a9b28a03d88ba7932774585035df93ec12a
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fa0383c7e6345393e0938f70d5c9a73f7c81bfb6
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fa205d2a65684c6245a2272facf45fb12ace4014
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fa6733b8a7259b5392cd4839920310d4b0955551
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/faba3377170a12c260165e5594a29ec6f4dabc4d
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fac82cd3c36224d3bdb63ec9a52211418cf6207d
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fac99c9224f799108deded7b95ef2ae23fcc9fe8
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fad691f2b9c8761caefa5edede34a46cac1df2dc
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fad9054a231c2eed54cfe0db6bbb0146880df2e6
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fb34d18a63d1a602d4420d2d1e96cf318ad93811
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fb4eee5afdcd10d80b557e4d5b775a0473ddbc15
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fb83d20c7c41cc88d3497e385db423a1922e4105
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fb87309c8047bde9111084d7dab6f10785ea712c
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fba5f05eb867f31c76ff6b5536ad45bbac37cfa5
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fbd6d7d2ab130f02cedf1d1d5ef220edb6f3c525
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fc10f0d681ea63449fc6a50968fdb5aa4fc72f31
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fc61ea0252c6ef73e5cda7f0e5018bdc64b0c1f1
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fc76f3b1a260352ebb131fae55f75d15fd796060
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fc8297c81c955b523502b7639a86f796136bfcef
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fcb73999ee0b2b0f54349cfda8b8ac1383b5ff82
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fccdc538ac416e675206c5d9ceb6c856a44a6da9
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fd3d8cc571eb440b7189e0dd6a027797b504e502
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fd3e6bdd24e24848377ac716129d38b2841f0581
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fd4b8984e6d8d4ea3dc69f933c23817d8a8699b2
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fd58ca16050d196b48d81b10ff33e6e54bc1a849
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fd5bba77f0489ff12735af80b0d45955ffa50f6b
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fde759f42d2e83fab359e20901dae015f866120e
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fdfb398d03c310f9ade104c61e8431db48b0240b
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fe13fa51d5015333d084918d63c6306994bc7b42
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fe3ace3af3a1dce1d8a3b3afe950c5a8bcd6086e
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fe6177fc8e11fcb606d5a577a626ad6a68d122d9
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fe8f49f794e7adadb28386327aacb06b54a03909
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fe90a5dcb78878e4a1f998c7999a049057e85494
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fea3246766b71b6d00e415de9d2dd63370f8b90b
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fefcda62da2428f5831df96752c4715e78956b38
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/ff38722520a356a7e13a08371a65c8eec896f91b
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/ffc001ee95d24b473e57f08fc8c48819a0fc17e2
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/ffc119108b50371ad3abf348bb04a1879abee472
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/ffc6261e487efa8c7442069f71acfc4aa826993d
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/ffdd612d20c9ff3bae92237af4eab655cce88ba1
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/ffe92bedbcfef2a7c1e8dc953984955e40d3d5f0
 create mode 100644 fuzz/corpus/roundtrip_arbitrary/fff85149f90257a6c0007d31953435756345b0b0
 create mode 100644 fuzz/dict/decode_arbitrary.dict
 create mode 100644 fuzz/dict/roundtrip_arbitrary.dict
 create mode 100644 fuzz/fuzz_targets/decode_arbitrary.rs
 create mode 100644 fuzz/fuzz_targets/roundtrip_arbitrary.rs
 create mode 100644 src/bit_io.rs
 create mode 100644 src/frame.rs
 create mode 100644 src/lib.rs
 create mode 100644 src/lpc.rs
 create mode 100644 src/rice.rs
 create mode 100644 src/test_signals.rs
 create mode 100644 tests/conformance.rs
 create mode 100644 tests/corpus.rs
 create mode 100644 tests/determinism.rs
 create mode 100644 tests/latency.rs
 create mode 100644 tests/mcu_mix.rs
 create mode 100644 tests/synthetic.rs

diff --git a/.forgejo/workflows/ci.yml b/.forgejo/workflows/ci.yml
new file mode 100644
index 0000000..523bc91
--- /dev/null
+++ b/.forgejo/workflows/ci.yml
@@ -0,0 +1,71 @@
+name: CI
+
+on:
+  push:
+    branches: [main]
+    tags: ['v*']
+  pull_request:
+
+env:
+  CARGO_TERM_COLOR: always
+  RUSTFLAGS: "-D warnings"
+
+jobs:
+  lint:
+    runs-on: lo-runner
+    steps:
+      - uses: actions/checkout@v6.0.2
+
+      - name: cargo fmt
+        run: cargo +nightly fmt --all --check
+
+      - name: cargo clippy
+        run: cargo +nightly clippy --all-targets --all-features --message-format=short
+
+      - name: cargo doc (no deps)
+        run: cargo +nightly doc --no-deps --document-private-items
+        env:
+          RUSTDOCFLAGS: "-D warnings"
+
+  test:
+    runs-on: lo-runner
+    steps:
+      - uses: actions/checkout@v6.0.2
+        with:
+          lfs: true
+
+      - name: cargo test
+        run: cargo test
+
+  fuzz-regression:
+    runs-on: lo-runner
+    steps:
+      - uses: actions/checkout@v6.0.2
+
+      - name: Fuzz regression (decode_arbitrary)
+        working-directory: fuzz
+        run: cargo +nightly fuzz run decode_arbitrary -- -runs=0
+
+      - name: Fuzz regression (roundtrip_arbitrary)
+        working-directory: fuzz
+        run: cargo +nightly fuzz run roundtrip_arbitrary -- -runs=0
+
+  build:
+    runs-on: lo-runner
+    steps:
+      - uses: actions/checkout@v6.0.2
+
+      - name: cargo build --release
+        run: cargo build --release
+
+  publish:
+    needs: [lint, test, fuzz-regression, build]
+    runs-on: lo-runner
+    if: startsWith(github.ref, 'refs/tags/v')
+    steps:
+      - uses: actions/checkout@v6.0.2
+
+      - name: Publish lac
+        run: cargo publish
+        env:
+          CARGO_REGISTRY_TOKEN: ${{ secrets.CRATES_IO_TOKEN }}
diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 0000000..46ee617
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1,2 @@
+*.wav filter=lfs diff=lfs merge=lfs -text
+fuzz/corpus/** filter=lfs diff=lfs merge=lfs -text
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..48aa3df
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,2 @@
+target/
+*.log
\ No newline at end of file
diff --git a/Cargo.lock b/Cargo.lock
new file mode 100644
index 0000000..5f5faea
--- /dev/null
+++ b/Cargo.lock
@@ -0,0 +1,16 @@
+# This file is automatically @generated by Cargo.
+# It is not intended for manual editing.
+version = 4
+
+[[package]]
+name = "hound"
+version = "3.5.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "62adaabb884c94955b19907d60019f4e145d091c75345379e70d1ee696f7854f"
+
+[[package]]
+name = "lac"
+version = "0.1.0"
+dependencies = [
+ "hound",
+]
diff --git a/Cargo.toml b/Cargo.toml
new file mode 100644
index 0000000..9f6e89b
--- /dev/null
+++ b/Cargo.toml
@@ -0,0 +1,38 @@
+[package]
+name = "lac"
+version = "0.1.0"
+edition = "2024"
+rust-version = "1.87"
+license = "AGPL-3.0-only"
+description = "Lo Audio Codec — lossless audio codec with LPC + partitioned Rice coding."
+repository = "https://git.lo.sh/lo/lac"
+homepage = "https://git.lo.sh/lo/lac/wiki"
+authors = ["LO Contributors"]
+readme = "README.md"
+categories = ["compression", "multimedia::audio", "multimedia::encoding", "no-std"]
+keywords = ["audio", "codec", "lossless", "lpc", "rice"]
+exclude = [
+    "corpus/*",
+    "fuzz/*",
+]
+
+[lib]
+name = "lac"
+
+[features]
+# Internal-only feature for exposing crate-private kernels to the
+# benchmark harness in `benches/codec.rs`. The `__` prefix signals
+# instability — no semver guarantees; contents may change or disappear
+# between versions. Every `[[bench]]` block that needs a kernel entry
+# point lists this under `required-features`, so `cargo bench`
+# automatically enables it without touching normal builds.
+__internal-for-bench = []
+
+[dependencies]
+
+[dev-dependencies]
+hound = "3"
+
+[[bench]]
+name = "codec"
+required-features = ["__internal-for-bench"]
diff --git a/LICENSE.md b/LICENSE.md
new file mode 100644
index 0000000..be3f7b2
--- /dev/null
+++ b/LICENSE.md
@@ -0,0 +1,661 @@
+                    GNU AFFERO GENERAL PUBLIC LICENSE
+                       Version 3, 19 November 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc. <https://fsf.org/>
+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
+                            Preamble
+
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+software and other kinds of works, specifically designed to ensure
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+
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+to take away your freedom to share and change the works.  By contrast,
+our General Public Licenses are intended to guarantee your freedom to
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+
+  When we speak of free software, we are referring to freedom, not
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+
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diff --git a/README.md b/README.md
new file mode 100644
index 0000000..8793f99
--- /dev/null
+++ b/README.md
@@ -0,0 +1,609 @@
+# LAC — Lo Audio Codec
+
+Lossless audio codec for internal use. Target compression is FLAC-class
+(~50% of raw). Integer-only, bit-exact, streaming-oriented.
+
+## Scope
+
+- **Input**: signed integer PCM passed as `i32` with `|sample| ≤ 2²³ − 1`.
+  8-bit, 16-bit, 20-bit, and 24-bit sources are all valid without
+  conversion — they compress at the bit cost of their actual values, not
+  a 24-bit ceiling.
+- **Sample rate**: caller-specified; not encoded in the stream. The container
+  or transport carries it.
+- **Channels**: mono per encoded stream. Stereo is two independent mono
+  streams — for example, two QUIC streams over a shared connection, one per
+  channel. No cross-channel joint coding.
+- **Frames**: independently decodable. No cross-frame state; a lost or corrupt
+  frame never affects subsequent decodes.
+
+## Pipeline
+
+```text
+samples  →  LPC analysis  →  residuals  →  partitioned Rice  →  frame bytes
+                                                ↓
+                                       (inverse for decode)
+```
+
+Three encoder-side choices, searched per frame:
+
+- **LPC order**: the reference encoder tries a sparse grid
+  `{0, 2, 4, 6, 8, 10, 12, 16, 20, 24, 28, 32}` with a 2-order early-out
+  once cost stops improving. Order 0 is verbatim (residuals equal the raw
+  samples). The wire format permits any order in `[0, 32]`.
+- **Coefficient shift** `∈ [0, 5]`: widens the Q-format of the stored
+  predictor coefficients from Q15 (range `[−1, 1)`) out to Q10 (range
+  `[−32, 32)`) so low-frequency / narrow-resonance content doesn't clamp
+  `|a[1]|` near 2. Chosen deterministically per order as the smallest
+  shift that avoids clamping.
+- **Rice partition order** `∈ [0, 7]`: splits the residual stream into
+  `2^partition_order` equal partitions, each with its own Rice parameter
+  `k ∈ [0, 23]` chosen by convex descent.
+
+Levinson-Durbin runs once up to order 32 into a flat stack-allocated
+buffer (`LpcLevels`) and the per-order coefficients are consulted by
+slice reference; the order search itself does no heap allocation.
+
+## Intended use
+
+- **QUIC streaming** — one reliable stream per audio channel. Frames fit
+  the per-stream framing (length-prefixed or datagram-mapped) without
+  modification.
+- **Offline file playback** — a container pairs the channel streams by
+  timestamp; each stream decodes independently.
+
+## Frame size guidance
+
+Frame size is a latency-vs-compression knob chosen at the application
+layer. The codec accepts any `frame_sample_count` in `[1, 65535]`, but
+the LPC/Rice search amortises better on larger frames (shared header,
+more samples per fitted coefficient vector). Concrete defaults:
+
+| Use case | Frame size | Latency at 48 kHz | Notes |
+|---|---|---|---|
+| Real-time voice, tight latency | 160 @ 16 kHz (10 ms) | — | matches WebRTC/Opus 10 ms mode |
+| Real-time voice, balanced | **320 @ 16 kHz (20 ms)** | — | default for MCU workload in `tests/mcu_mix.rs` |
+| Game/conf streaming | **960 @ 48 kHz (20 ms)** | 20 ms | one QUIC datagram per frame fits typical MTUs |
+| Music streaming | **2048 @ 48 kHz (43 ms)** | 43 ms | compression benefit flattens past this |
+| Offline archival | **4096 @ 48 kHz (85 ms)** | — | tightest LPC fit; default in `tests/corpus.rs`, matches FLAC's default blocksize for apples-to-apples compression comparison |
+
+Partition orders that evenly divide the frame size dominate the search
+cost. Power-of-two frame sizes (256, 512, 1024, 2048, 4096) unlock every
+`partition_order ∈ [0, 7]`; 960 and 2880 (common WebRTC rates) allow
+orders up to 6 and 5 respectively; prime sizes like 137 collapse to
+`partition_order = 0`. Prefer power-of-two frame sizes unless a
+container format constrains the choice.
+
+## Structure
+
+```text
+lac/
+├── Cargo.toml
+├── README.md                ← you are here
+├── Specification.md                  ← wire format specification
+├── corpus/                  ← test WAVs (speech + music), LFS-tracked via .gitattributes
+├── src/
+│   ├── lib.rs               ← public API and project-wide constants
+│   ├── bit_io.rs            ← MSB-first bit reader/writer
+│   ├── lpc.rs               ← Levinson-Durbin, LpcLevels flat buffer, residuals/synthesis
+│   ├── rice.rs              ← zigzag + partitioned Rice coding, convex-descent k
+│   ├── frame.rs             ← frame header, encode_frame, decode_frame
+│   └── test_signals.rs      ← integer-only sine LUT for float-free test inputs
+├── tests/
+│   ├── corpus.rs            ← compression ratio + FLAC comparison on real audio
+│   ├── synthetic.rs         ← bit-depth + pathological-content round-trips, no corpus needed
+│   ├── latency.rs           ← P50/P95/P99/max encode+decode latency, peak heap, alloc count
+│   └── mcu_mix.rs           ← end-to-end MCU workload (decode → mix → re-encode)
+├── benches/
+│   ├── codec.rs             ← nightly #[bench] harness (encode, decode, compute_residuals)
+│   └── compare-flac.sh      ← diagnostic shell script: wall-clock flac encode across corpus
+└── fuzz/
+    ├── fuzz_targets/
+    │   ├── decode_arbitrary.rs     ← decoder robustness under arbitrary bytes
+    │   └── roundtrip_arbitrary.rs  ← encoder/decoder self-consistency
+    └── dict/
+        ├── decode_arbitrary.dict   ← libFuzzer dict: sync word + field boundary constants
+        └── roundtrip_arbitrary.dict ← libFuzzer dict: sample-value boundaries
+```
+
+See `Specification.md` for the normative wire format.
+
+## Public API
+
+Every sample is an `i32` with magnitude bounded by `2²³ − 1`. Narrower
+integer sources go through unchanged:
+
+```rust
+use lac::{encode_frame, decode_frame};
+
+// 16-bit microphone PCM → just widen with `i32::from`. Do NOT shift
+// left by 8 to "align" to 24-bit: that multiplies residual magnitudes
+// by 256 and costs 8 extra bits per residual in the Rice payload. The
+// codec compresses at the bit cost of the actual sample magnitudes,
+// not a 24-bit ceiling.
+let pcm_16: Vec<i16> = /* from microphone */ Vec::new();
+let samples: Vec<i32> = pcm_16.iter().map(|&s| i32::from(s)).collect();
+
+let bytes = encode_frame(&samples);
+let recovered: Vec<i32> = decode_frame(&bytes)?;
+assert_eq!(recovered, samples);
+# Ok::<(), lac::DecodeError>(())
+```
+
+For 24-bit PCM, samples are already in range — pass through directly.
+For 8-bit PCM, `i32::from(s as i8)` (signed) or the equivalent from your
+unsigned-offset-128 source.
+
+Round-trip is bit-exact: `decode_frame(encode_frame(s)) == s` for every
+valid `s`.
+
+### Buffer-reusing API for hot loops
+
+For the MCU re-encode fanout and QUIC senders that own a per-channel
+scratch buffer, use [`encode_frame_into`] / [`decode_frame_into`] to
+target a caller-owned `Vec<u8>` / `Vec<i32>` instead of allocating
+fresh on each call:
+
+```rust
+use lac::{encode_frame_into, decode_frame_into};
+
+let mut encoded = Vec::new();  // one buffer per channel, reused across frames
+let mut decoded = Vec::new();
+
+for frame_samples in frames_iter() {
+    encode_frame_into(&frame_samples, &mut encoded);
+    // … send `encoded` …
+}
+
+for incoming_bytes in incoming_iter() {
+    decode_frame_into(&incoming_bytes, &mut decoded)?;
+    // … consume `decoded` …
+}
+# fn frames_iter() -> impl Iterator<Item = Vec<i32>> { std::iter::empty() }
+# fn incoming_iter() -> impl Iterator<Item = Vec<u8>> { std::iter::empty() }
+# Ok::<(), lac::DecodeError>(())
+```
+
+Both `_into` variants clear the destination at entry and retain its
+capacity, so steady-state usage makes zero allocations past the first
+frame.
+
+### Output size expectations
+
+For realistic audio (speech, music, ambient), compressed frames land
+around **15-55 %** of raw sample bytes (speech near the low end, music
+near the high end). Callers reusing a scratch buffer can safely
+preallocate to 1× raw and take the extension cost only on the rare
+adversarial frame.
+
+For untrusted input — payloads where residuals might be crafted to
+maximise Rice output — the worst-case expansion bound is ~17× raw: at
+the Rice `k = 23` ceiling, each codeword is up to 535 bits (511 unary
+zeros + terminator + 23 remainder), or ~67 bytes per residual. A
+pipeline that must pre-size a bounded output buffer for arbitrary
+input can use `samples.len() * 68` bytes as a loose upper bound. The
+encoder never exceeds this.
+
+### Error recovery
+
+On decode failure the caller substitutes `frame_sample_count` zeros
+(silence) for the frame period. The count is recoverable from the
+frame itself as long as the *header* parsed, even if the bitstream
+body then failed — call [`parse_header`] on the same buffer:
+
+```rust
+use lac::{decode_frame, parse_header};
+
+const SESSION_DEFAULT_FRAME: usize = 320;  // negotiated at session start
+
+let bytes = Vec::<u8>::new();
+let samples = match decode_frame(&bytes) {
+    Ok(s) => s,
+    Err(_) => {
+        let count = parse_header(&bytes)
+            .map(|(h, _)| h.frame_sample_count as usize)
+            .unwrap_or(SESSION_DEFAULT_FRAME);
+        vec![0i32; count]
+    }
+};
+```
+
+When the header itself fails (`BadSyncWord`, `InvalidPredictionOrder`,
+`InvalidPartitionOrder`, `InvalidCoefficientShift`, or `Truncated`
+below 7 bytes), the frame length is unknowable and the caller must
+fall back to a session-level default.
+
+[`encode_frame_into`]: https://docs.rs/lac/latest/lac/fn.encode_frame_into.html
+[`decode_frame_into`]: https://docs.rs/lac/latest/lac/fn.decode_frame_into.html
+[`parse_header`]: https://docs.rs/lac/latest/lac/fn.parse_header.html
+
+## Concurrency
+
+LAC's encode and decode APIs are pure functions with no shared state —
+no globals, no internal `Mutex`, no `unsafe`. All public types are
+`Send + Sync`. Calls on different threads never contend with each
+other, and each call's scratch buffers are owned (stack or the
+caller-supplied `Vec`).
+
+The intended deployment shape for multi-channel and multi-stream
+workloads is **one thread or task per channel**. The codec itself does
+no threading: scheduling is left to the application so it can pick
+whichever executor fits (tokio for async servers, rayon for data-
+parallel workloads, `std::thread` for straight-ahead concurrency).
+
+MCU re-encode fanout with stdlib primitives only:
+
+```rust
+use std::thread;
+use lac::encode_frame;
+
+let mixes: Vec<Vec<i32>> = Vec::new();
+let outgoing: Vec<Vec<u8>> = thread::scope(|s| {
+    let handles: Vec<_> = mixes
+        .iter()
+        .map(|mix| s.spawn(move || encode_frame(mix)))
+        .collect();
+    handles.into_iter().map(|h| h.join().unwrap()).collect()
+});
+```
+
+Or with rayon, if the project already pulls it in:
+
+```rust
+// use rayon::prelude::*;
+// let outgoing: Vec<Vec<u8>> = mixes.par_iter().map(|m| encode_frame(m)).collect();
+```
+
+The allocator you link against sets the ceiling on multi-core
+scaling: glibc `malloc` has measurable lock contention at tens of
+cores, whereas mimalloc / jemalloc keep per-thread caches and scale
+further. The codec itself doesn't care which one you pick — it allocs
+through the global allocator like any other Rust library.
+
+### Input-size caps on untrusted channels
+
+Applications accepting LAC frames from untrusted peers should cap the
+per-frame input size at the application layer. The decoder's
+per-codeword unary-run bound (spec §4.2) prevents any single codeword
+from consuming unbounded CPU, but total decode cost scales with
+buffer length; an attacker handed an unbounded payload can force
+proportional scan work. Typical real frames are sub-kilobyte; **a cap
+of 64 KB per frame is comfortably above any legitimate LAC payload
+and cheap to enforce at the framing layer** (QUIC stream length
+field, length-prefixed framing, etc.). The `Truncated` error fires
+naturally when a payload is cut, so a hard cap doesn't break legal
+traffic — it just bounds pathological work.
+
+### Silence-substitution amplification
+
+Spec §6.1 mandates that callers substitute `frame_sample_count` zeros
+on decode failure. An attacker can craft a tiny frame (~10-byte
+header with `frame_sample_count = 65535`) whose Rice payload is
+malformed; the decoder rejects, the caller dutifully emits 65 535
+output samples of silence. At 48 kHz mono `i32`, that's **~256 KB of
+zeros per ~10-byte input frame — a ~25 000× amplification**.
+
+The output is silence, not attacker-chosen data, so this is a
+downstream-resource-exhaustion vector (memory, bandwidth,
+re-encode work at an MCU) rather than a data-injection vector.
+Mitigation is at the application layer: **cap `frame_sample_count`
+to the session's negotiated frame size** before invoking the silence
+substitution. QUIC / WebRTC sessions already negotiate a frame size
+at setup; using that as a hard upper bound on the silence-fill
+length collapses the amplification ratio to 1×. An MCU that reads
+`parse_header(&data).frame_sample_count` without validating it
+against the session cap inherits the amplification unchanged.
+
+## Packet loss & concealment
+
+Frames are independently decodable: losing one frame never corrupts
+another, regardless of which concealment strategy the application
+picks. This is a genuine deployment asset on lossy transports (QUIC
+datagrams, UDP), and the section below walks the plausible strategies
+in increasing quality order.
+
+### Strategy 1: silence substitution (the default)
+
+The baseline `decode_frame` returns `Err` on structural failure; the
+application substitutes `frame_sample_count` zeros for the lost frame
+period (see `parse_header` recovery pattern under *Public API →
+Error recovery*). Fast, deterministic, audible as a brief cut —
+acceptable for voice up to ~20 ms of loss, jarring beyond that.
+
+### Strategy 2: sample-and-hold
+
+Repeat the last successfully decoded sample for the frame period.
+Zero-cost on the decoder side, preserves DC level so the click at
+the drop boundary is softer than silence. Quality at 20 ms of loss
+is better than silence for voice, slightly worse for music (DC hold
+on a non-stationary signal adds a small transient when the next
+frame arrives).
+
+```rust
+// After a successful decode, store the last sample for reuse on loss.
+// On loss: fill the gap with that value.
+# fn last_decoded_sample() -> i32 { 0 }
+# const N: usize = 320;
+let conceal = vec![last_decoded_sample(); N];
+```
+
+### Strategy 3: linear fade
+
+Interpolate from the last valid sample down to zero over the lost
+frame period. Removes the DC-hold transient and the "cut to silence"
+click both. Costs N integer adds per lost frame. Recommended baseline
+for any application that can afford 2-5 lines of PLC code.
+
+### Strategy 4: LPC-coefficient extrapolation
+
+The last successfully decoded frame's [`AudioFrameHeader`] carries
+the LPC coefficients the encoder chose — available from
+[`parse_header`] at no extra cost — and the LPC filter is locally
+stationary over a 20-40 ms horizon. Run the synthesis formula (§3.6
+of `Specification.md`) forward from the last decoded samples to *predict*
+the missing frame. Quality is best on pitched content (voiced
+speech, sustained notes); on transients it degrades gracefully
+because the predictor's autoregressive behaviour damps toward zero
+over the frame.
+
+Not built into the library — the math is straightforward and the
+"right" tuning varies by deployment (how much damping, whether to
+blend with sample-and-hold on transients, etc.). See `src/lpc.rs`'s
+`lpc_synthesize_into` for the integer synthesis routine that a
+PLC implementation would call.
+
+### Multi-frame loss guidance
+
+The strategies above are only useful up to a handful of consecutive
+lost frames. Rough thresholds at 20 ms frame periods:
+
+| Consecutive lost frames | Effective loss | Verdict |
+|---|---|---|
+| 1 | 20 ms | Inaudible with fade or LPC extrapolation; brief click with silence or sample-and-hold |
+| 2-3 | 40-60 ms | Noticeable glitch; LPC extrapolation minimises but cannot hide it |
+| 4-10 | 80-200 ms | Audible dropout. PLC keeps the audio from sounding "broken" but doesn't restore content |
+| > 10 | > 200 ms | Treat the stream as broken; reset the receiver's concealment state to avoid droning artifacts, and if possible ask the transport to signal "resync" upstream |
+
+Mid-stream resync on a datagram transport uses the sync word
+(`0x1ACC`) as an alignment anchor: on a string of bad frames,
+search the next `N` bytes of the buffer for the big-endian sequence
+`\x1a\xcc` and retry `parse_header` from each candidate offset
+until one succeeds. The search is O(N); on a 20 ms frame at 48 kHz
+there are at most ~180 bytes per frame to scan, so amortised cost
+is negligible.
+
+[`AudioFrameHeader`]: https://docs.rs/lac/latest/lac/struct.AudioFrameHeader.html
+
+## Testing
+
+```
+cargo test                                                           # unit tests
+cargo test --test corpus    --release -- --nocapture                 # compression vs FLAC, lac_enc_ms
+cargo test --test synthetic --release -- --nocapture                 # bit-depth + pathological content
+cargo test --test latency   --release -- --nocapture --test-threads=1  # p50/p95/p99 + alloc count
+cargo test --test mcu_mix   --release -- --nocapture --test-threads=1  # MCU throughput
+cargo test --test conformance --release -- --nocapture               # byte-level spec conformance
+cargo test --test determinism --release                              # encode byte-equality on repeat
+cargo fuzz run decode_arbitrary    -- -dict=dict/decode_arbitrary.dict
+cargo fuzz run roundtrip_arbitrary -- -dict=dict/roundtrip_arbitrary.dict
+cargo bench                                                          # nightly bench
+benches/compare-flac.sh                                              # flac side of the speed table
+```
+
+**Published-crate caveat.** `Cargo.toml` excludes `corpus/*` and
+`fuzz/*` from the published tarball — they'd blow up crate size and
+the audio isn't redistributable under crates.io's constraints anyway.
+A user running `cargo test` against a `cargo add lac`'d dependency
+sees every corpus test *pass* because the `require_corpus!` macro
+skips missing files silently; the compression-ratio assertions,
+FLAC comparisons, latency P99 checks, and MCU throughput checks all
+go unrun. The full regression suite requires the git repository
+(with LFS pulled). The synthetic, conformance, determinism, and
+unit tests run unchanged from either source.
+
+Coverage at a glance:
+
+- **Unit** — round-trips for every LPC order 0-32 and every partition order
+  0-7, prime frame lengths that force `partition_order = 0`, all-zero
+  frames, full-scale sample magnitudes, malformed-header rejection for
+  every field (`sync_word`, `prediction_order`, `partition_order`,
+  `coefficient_shift`), truncated bitstreams, and a convex-descent vs
+  exhaustive-search `select_k` differential.
+- **Corpus** — round-trip + compression-ratio + FLAC subprocess comparison
+  on a mixed speech and music corpus; asserts ratio ceilings so a codec
+  regression fails CI; prints LAC encode wall-clock for correlation
+  against `benches/compare-flac.sh`.
+- **Synthetic** — deterministic LFSR-driven round-trips at 8/16/20/24-bit
+  source widths and pathological content (all-zero, DC offset, Nyquist
+  square, silence + click, full-scale constant, prime-length frame). No
+  corpus dependency so the tests run on every CI checkout.
+- **Latency** — per-frame encode/decode timing on real speech with a
+  custom tracking allocator for peak-heap *and* per-frame allocation-count
+  numbers; reports P50/P95/P99/max and asserts P99 < frame period so a
+  real-time regression fails CI.
+- **MCU** — decode → PCM mix → re-encode simulation on real speech for
+  2/3/5/8/16 participants (continuous speech) plus an 8-participant
+  rotating dominant-speaker variant; asserts MCU egress ≤ SFU-fanout egress.
+- **Fuzz** — libFuzzer targets for decoder robustness and
+  encoder/decoder self-consistency on arbitrary bytes, seeded with
+  dictionaries of the wire-format constants (sync word, field boundaries)
+  and sample-magnitude boundaries (8/16/20/24-bit ceilings).
+
+## Measurements
+
+### Reference hardware
+
+| Short name | CPU | ISA highlights |
+|---|---|---|
+| **7840HS** | AMD Ryzen 7 7840HS (laptop, 8c/16t, up to 5.1 GHz) | AVX-512 (F/BW/CD/DQ/VL/VNNI/VBMI), BMI2, FMA |
+| **RPi5** | Raspberry Pi 5 (Cortex-A76 quad, 2.4 GHz) | NEON |
+| **VF2** | StarFive VisionFive 2 (SiFive U74 quad, 1.5 GHz) | RVV 0.7 (some LLVM autovec, less mature than x86 or NEON) |
+
+Numbers below are measured at default `cargo build --release` (no
+`target-cpu=native`, no project-level `RUSTFLAGS`). Empty cells are
+awaiting measurement on the listed hardware. FLAC comparison uses both
+`-5` (the CLI default, what production pipelines typically use) and
+`-8` (`--best`, the compression upper bound).
+
+### Corpus attribution
+
+The measurements are taken on two publicly-licensed audio corpora
+checked into `corpus/`:
+
+- **Speech**: the [AMI Meeting Corpus](https://groups.inf.ed.ac.uk/ami/corpus/)
+  (files named `ES2002a.*`), recorded by the AMI Consortium (University
+  of Edinburgh, IDIAP, TNO, Brno University of Technology, University
+  of Sheffield, and partners). Distributed under
+  [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/).
+- **Music**: Kimiko Ishizaka's recording of J.S. Bach's *Goldberg
+  Variations, BWV 988* (files named `Kimiko Ishizaka - …`), from the
+  [Open Goldberg Variations project](https://opengoldbergvariations.org/)
+  (Robert Douglass, producer). Released under
+  [CC0 1.0](https://creativecommons.org/publicdomain/zero/1.0/) —
+  public domain dedication, no attribution legally required, credited
+  here as a courtesy.
+
+Both corpora are used unmodified apart from the file selection
+described in the tables below.
+
+### Compression (hardware-independent, bit-exact across targets)
+
+LAC ratio = LAC encoded / raw PCM. Both codecs use the same 4096-sample
+block size on this corpus — LAC's `tests/corpus.rs` sets
+`FRAME_SIZE = 4096`, which matches FLAC's default blocksize at `-5`
+and `-8` for ≤ 48 kHz content, so header and coefficient overhead is
+amortised identically on both sides.
+
+| Corpus file | Class | LAC | FLAC -5 | FLAC -8 | LAC / -5 | LAC / -8 |
+|---|---|---:|---:|---:|---:|---:|
+| `ES2002a.Headset-0.wav` | headset speech, 16 kHz / 16-bit | 0.178 | 0.187 | 0.186 | 0.954 | 0.958 |
+| `ES2002a.Mix-Headset.wav` | mixed meeting, 16 kHz / 16-bit | 0.292 | 0.300 | 0.297 | 0.975 | 0.984 |
+| `ES2002a.Array1-01.wav` | array speech, 16 kHz / 16-bit | 0.375 | 0.378 | 0.377 | 0.989 | 0.994 |
+| Goldberg Aria (01) | solo piano, 96 kHz / 24-bit | 0.483 | 0.458 | 0.457 | 1.053 | 1.056 |
+| Goldberg Variatio 4 (05, fughetta) | solo piano, 96 kHz / 24-bit | 0.514 | 0.483 | 0.481 | 1.065 | 1.067 |
+| Goldberg Variatio 16 (17, Ouverture) | solo piano, 96 kHz / 24-bit | 0.512 | 0.479 | 0.478 | 1.068 | 1.070 |
+
+Speech reliably beats FLAC at both levels by a small margin; music
+trails by 5-7 % (the Q-format gap at low frequencies, mitigated but
+not eliminated by `coefficient_shift`). FLAC's jump from `-5` to `-8`
+buys essentially nothing on this corpus (≤ 0.2 pp of ratio), so the
+realistic LAC-vs-FLAC comparison in practice is against `-5`. Numbers
+are byte-identical regardless of hardware because LAC's output is
+specified bit-exactly.
+
+### Encode wall-clock (ms, full file)
+
+One table per hardware target; each has LAC alongside both FLAC levels
+so the speed cost of each quality point is visible. The `-5` column is
+the most representative real-world comparison.
+
+**7840HS** (AMD Ryzen 7 7840HS):
+
+| Corpus file | Duration | LAC | FLAC -5 | FLAC -8 |
+|---|---|---:|---:|---:|
+| `ES2002a.Headset-0.wav` | ~42 min, 16 kHz / 16-bit | 1158 | 221 | 436 |
+| `ES2002a.Array1-01.wav` | ~42 min, 16 kHz / 16-bit | 1292 | 226 | 447 |
+| `ES2002a.Mix-Headset.wav` | ~42 min, 16 kHz / 16-bit | 1367 | 223 | 469 |
+| Goldberg Variatio 4 (05) | ~68 s, 96 kHz / 24-bit stereo | 809 | 272 | 647 |
+| Goldberg Variatio 16 (17) | ~188 s, 96 kHz / 24-bit stereo | 2126 | 754 | 1741 |
+| Goldberg Aria (01) | ~300 s, 96 kHz / 24-bit stereo | 3521 | 1166 | 2703 |
+
+**RPi5** (Raspberry Pi 5, Cortex-A76 @ 2.4 GHz):
+
+| Corpus file | Duration | LAC | FLAC -5 | FLAC -8 |
+|---|---|---:|---:|---:|
+| `ES2002a.Headset-0.wav` | ~42 min, 16 kHz / 16-bit | 2856 | 477 | 959 |
+| `ES2002a.Array1-01.wav` | ~42 min, 16 kHz / 16-bit | 3249 | 495 | 1096 |
+| `ES2002a.Mix-Headset.wav` | ~42 min, 16 kHz / 16-bit | 3363 | 505 | 1132 |
+| Goldberg Variatio 4 (05) | ~68 s, 96 kHz / 24-bit stereo | 1904 | 606 | 1570 |
+| Goldberg Variatio 16 (17) | ~188 s, 96 kHz / 24-bit stereo | 5201 | 1627 | 4324 |
+| Goldberg Aria (01) | ~300 s, 96 kHz / 24-bit stereo | 9015 | 2572 | 6832 |
+
+**VF2** (StarFive VisionFive 2, SiFive U74 quad @ 1.5 GHz):
+
+| Corpus file | Duration | LAC | FLAC -5 | FLAC -8 |
+|---|---|---:|---:|---:|
+| `ES2002a.Headset-0.wav` | ~42 min, 16 kHz / 16-bit | 29385 | 2355 | 5614 |
+| `ES2002a.Array1-01.wav` | ~42 min, 16 kHz / 16-bit | 33231 | 2502 | 6688 |
+| `ES2002a.Mix-Headset.wav` | ~42 min, 16 kHz / 16-bit | 34899 | 2548 | 6878 |
+| Goldberg Variatio 4 (05) | ~68 s, 96 kHz / 24-bit stereo | 18185 | 3184 | 9278 |
+| Goldberg Variatio 16 (17) | ~188 s, 96 kHz / 24-bit stereo | 49811 | 8535 | 25454 |
+| Goldberg Aria (01) | ~300 s, 96 kHz / 24-bit stereo | 88208 | 13544 | 40650 |
+
+LAC is ~5-6× slower than FLAC `-5` and ~2-3× slower than FLAC `--best`
+on x86 because libFLAC ships hand-tuned SSE intrinsics for its
+autocorrelation kernel and LAC relies on LLVM autovectorization.
+End-to-end perf barely changes with `target-cpu=native`: the kernel does
+pick up AVX-512 zmm dot-products, but the frame encode is bottlenecked
+elsewhere (Rice k-search and bitstream assembly dominate the remaining
+time).
+
+On RPi5 (ARM Cortex-A76, NEON) LAC runs ~2.5× slower than on 7840HS in
+absolute terms, but the *ratio* against FLAC shifts noticeably: LAC is
+~6-7× slower than FLAC `-5` on speech (wider gap, libFLAC's NEON path
+is well-tuned for the 16 kHz / 16-bit content) but only ~3× slower on
+96 kHz / 24-bit music (narrower gap — 24-bit content gives libFLAC's
+specialization less leverage). Against FLAC `--best` the music gap
+narrows further to ~1.2-1.3×. The 7840HS-vs-RPi5 delta in the LAC
+column shows scalar autovec quality is broadly comparable across x86
+and ARM backends; the delta in the FLAC columns shows where hand-tuned
+intrinsics disappear on a different ISA.
+
+On VF2 (RISC-V SiFive U74, RVV 0.7 — not supported by mainline libFLAC
+or LLVM autovec yet) LAC runs ~10× slower than on RPi5. Both codecs
+fall back to pure scalar execution; the gap between them *widens* to
+~12-13× on speech and ~6× on music vs FLAC `-5`, or ~5× / ~2× vs
+FLAC `--best`. Two factors compound: the U74 is a single-issue
+in-order core vs the Cortex-A76's dual-issue out-of-order (base IPC is
+~2× lower at the ISA-agnostic level), and LLVM's scalar Rust codegen
+for RISC-V is less mature than its x86/ARM output — tighter inner
+loops in libFLAC's hand-written C survive this better than LAC's
+Rust does. The absolute numbers are still useful: even at 88 s to
+encode 5 minutes of 96/24 stereo audio, LAC comfortably meets
+realtime for streaming use (see the P99 latency table below).
+
+### Per-frame encode latency P99 (µs)
+
+All rows use real AMI speech samples. Frame sample count sets the
+real-time deadline; P99 must stay below that period for the frame to
+ship inside its own playback slot.
+
+| Test | Frame | Period | 7840HS P99 | RPi5 P99 | VF2 P99 |
+|---|---|---:|---:|---:|---:|
+| `latency_headset_speech_160` | 160 @ 16 kHz | 10 ms | 20 | 38 | 235 |
+| `latency_headset_speech_320` | 320 @ 16 kHz | 20 ms | 36 | 76 | 499 |
+| `latency_headset_speech_480` | 480 @ 16 kHz | 30 ms | 37 | 81 | 635 |
+| `latency_headset_speech_prime` | 503 @ 16 kHz | 31 ms | 23 | 52 | 387 |
+| `latency_array_speech_320` | 320 @ 16 kHz | 20 ms | 42 | 77 | 506 |
+| `latency_mixed_meeting_320` | 320 @ 16 kHz | 20 ms | 43 | 84 | 551 |
+
+P99 headroom is ~400-1300× on 7840HS, ~130-600× on RPi5, and
+~36-81× on VF2. Every row on every platform stays comfortably inside
+the realtime deadline — even VF2's worst case (`mixed_meeting_320` at
+551 µs on a 20 ms frame) has 36× margin. LAC meets its streaming
+contract on every target tested.
+
+### MCU throughput (× realtime on one core)
+
+Realtime multiplier = audio-ms processed per wall-clock-ms, per core.
+"`20×` realtime" means one core sustains twenty simultaneous meetings
+of the listed configuration.
+
+| Test | Activity | 7840HS | RPi5 | VF2 |
+|---|---|---:|---:|---:|
+| `mcu_mix_1on1_voice` (P=2) | continuous | 279× | 145× | 22× |
+| `mcu_mix_3people_voice` (P=3) | continuous | 193× | 95× | 14× |
+| `mcu_mix_5people_voice` (P=5) | continuous | 120× | 57× | 9× |
+| `mcu_mix_8people_voice` (P=8) | continuous | 77× | 35× | 5× |
+| `mcu_mix_8people_dominant_speaker` (P=8) | rotating speaker | 106× | 43× | 6× |
+| `mcu_mix_16people_voice` (P=16) | continuous | 39× | 17× | 2.5× |
+
+MCU egress byte count as a fraction of SFU fanout egress on 7840HS:
+1.00 (P=2, trivially equal), 0.60 (P=3), 0.36 (P=5), 0.22 (P=8
+continuous), 0.35 (P=8 dominant-speaker), 0.10 (P=16). The continuous
+case is the lower bound — SFU fanout scales quadratically in
+participant count while MCU mix egress scales linearly, so the
+relative savings grow as the meeting does. The dominant-speaker case
+inverts that trend slightly: SFU fanout of N-1 near-silent streams is
+almost free, so the SFU baseline falls faster than the MCU mix cost
+does. These numbers are byte-accounting, not wall-clock.
diff --git a/Specification.md b/Specification.md
new file mode 100644
index 0000000..9916a83
--- /dev/null
+++ b/Specification.md
@@ -0,0 +1,784 @@
+# LAC Wire Format
+
+Normative specification of the LAC bitstream. This document is the authority
+on byte layout, field semantics, and encoder/decoder constraints.
+
+## 1. Conventions
+
+- All multi-byte integer fields are **big-endian**.
+- Bit streams are **MSB-first**: the first bit written occupies bit 7 of its
+  byte, subsequent bits fill lower positions, and a new byte begins once
+  eight bits have been emitted.
+- Samples are **signed integers** passed as `i32` with magnitude bounded
+  by `|sample| ≤ 2²³ − 1`. The upper 9 bits of each `i32` must be a
+  consistent sign extension of the 24-bit-magnitude value. Narrower source
+  formats (8-bit, 16-bit, 20-bit integer PCM) are passed through directly
+  — they trivially satisfy the magnitude bound — and compress at the bit
+  cost of their actual values, not a 24-bit ceiling. The codec does not
+  carry bit-depth metadata; the container or application layer is
+  responsible for remembering the source format.
+- Sample rate is **not** part of the bitstream. The container or transport
+  carries it.
+- A frame encodes **one channel**. Stereo is two independent streams of
+  frames, one per channel.
+
+## 2. Frame Layout
+
+A frame is a contiguous byte sequence:
+
+```text
++--------+--------------------+
+| header | rice_bitstream     |
++--------+--------------------+
+```
+
+The `header` is fixed-structure (variable length because the coefficient
+array depends on `prediction_order`). The `rice_bitstream` is a bit-packed
+payload; its byte length is `ceil(total_rice_bits / 8)` with zero padding in
+the low bits of the last byte.
+
+Decoder input is the complete frame. There is no intra-frame continuation or
+fragmentation — the transport layer handles that.
+
+## 3. Frame Header
+
+```text
+ Offset  Size  Field                 Type     Constraint
+ ------  ----  --------------------  -------  ----------------------------
+   0-1   2     sync_word             u16 BE   == 0x1ACC
+   2     1     prediction_order      u8       ∈ [0, 32]
+   3     1     partition_order       u8       ∈ [0, 7]
+   4     1     coefficient_shift     u8       ∈ [0, 5]
+   5-6   2     frame_sample_count    u16 BE   ≥ 1, % (1 << partition_order) == 0
+   7+    2·p   lpc_coefficients      i16 BE[] length = prediction_order = p
+```
+
+Total header length: `7 + 2 · prediction_order` bytes.
+
+### 3.1 `sync_word`
+
+Fixed value `0x1ACC`. Present to identify a LAC frame on lightly framed
+transports and to reject foreign payloads at the first check. Decoders
+**must** reject any frame whose first two bytes are not `0x1ACC`.
+
+### 3.2 `prediction_order`
+
+Integer order of the LPC analysis filter used to produce residuals.
+
+- Value `0` is **verbatim mode**: no prediction, residuals equal the samples,
+  and the `lpc_coefficients` array is empty (zero bytes).
+- Values `1` through `32` are standard LPC orders; `lpc_coefficients` carries
+  exactly that many predictor coefficients, interpreted in the Q-format
+  determined by `coefficient_shift` (§3.4).
+
+Decoders **must** reject values above 32.
+
+### 3.3 `partition_order`
+
+Controls how the residual stream is split for Rice coding.
+
+- `partition_count = 1 << partition_order`.
+- The residual stream is divided into `partition_count` equal partitions of
+  `frame_sample_count / partition_count` samples each.
+
+Decoders **must** reject values above 7 and **must** reject frames where
+`frame_sample_count` is not a multiple of `partition_count`.
+
+### 3.4 `coefficient_shift`
+
+Controls the fixed-point scale of the stored Q-format LPC predictor
+coefficients. Coefficients are stored as 16-bit integers interpreted as
+`Q(15 − coefficient_shift)`:
+
+| shift | Q-format | Real-value range  | Use case                                       |
+|-------|----------|-------------------|------------------------------------------------|
+| 0     | Q15      | `[−1, 1)`         | Coefficients with magnitude < 1 (most orders > 1) |
+| 1     | Q14      | `[−2, 2)`         | Low-frequency content, `a[1]` near −2         |
+| 2     | Q13      | `[−4, 4)`         | Extreme bass / narrow resonances               |
+| 3     | Q12      | `[−8, 8)`         | Pathological transients                        |
+| 4     | Q11      | `[−16, 16)`       | Reserved for synthetic signals                 |
+| 5     | Q10      | `[−32, 32)`       | Upper bound; decoder rejects larger values     |
+
+The encoder **must** select the smallest `coefficient_shift` at which no
+coefficient's real value exceeds the representable range for that shift —
+i.e., the smallest scale that does not clamp. Smaller shifts give finer
+precision and thus smaller residuals when no clamping is required.
+
+If no `coefficient_shift ∈ [0, 5]` suffices (the real coefficient
+magnitude exceeds the Q10 range at `shift = 5`), the encoder
+saturates each offending coefficient independently to the i16 range
+`[−32768, 32767]`. Bit-exact round-trip is preserved because the
+decoder applies the synthesis formula to whatever 16-bit values the
+wire carries; the cost of saturation is compression — the predictor
+no longer matches the encoder's ideal coefficients, so residuals
+grow. Real audio at the input-magnitude contract (§1) rarely reaches
+this case; synthetic or adversarial inputs can force it.
+
+Decoders **must** reject values above 5. The shift applies uniformly to
+every coefficient in `lpc_coefficients`; there is no per-coefficient
+scale.
+
+When `prediction_order == 0` (verbatim frame), `coefficient_shift`
+**must** be `0`. The shift only modifies how stored coefficients are
+interpreted, and a verbatim frame stores none. Decoders **must**
+reject frames with `prediction_order == 0` and `coefficient_shift != 0`
+as malformed; this rule closes the space of legal but meaningless
+headers so two implementations agree bit-for-bit on which inputs
+round-trip.
+
+### 3.5 `frame_sample_count`
+
+Number of audio samples produced by this frame (also the number of residuals
+in the Rice bitstream). The value **must** be in `[1, 65535]`.
+
+Decoders **must** reject `frame_sample_count == 0`: a zero-sample frame
+trivially satisfies the partition-divisibility check below
+(`0 mod n == 0` for any `n`) but carries no audio and has no legal
+Rice payload.
+
+For compliance with `partition_order`, the value **must** satisfy
+`frame_sample_count mod (1 << partition_order) == 0`. Decoders **must**
+reject frames where this does not hold.
+
+### 3.6 `lpc_coefficients`
+
+Array of `prediction_order` predictor coefficients, each a 16-bit big-endian
+signed integer interpreted in `Q(15 − coefficient_shift)` format — see §3.4
+for the shift semantics.
+
+The wire format does not distinguish coefficients by derivation. The
+synthesis formula below applies identically whether the encoder
+obtained the values from Levinson-Durbin analysis, from a fixed
+coefficient template (e.g. FLAC-style integer predictors), from a
+trained model, or from any other strategy. What goes on the wire is
+just `prediction_order` 16-bit integers; how the encoder chose them
+is encoder-internal and not observable to the decoder.
+
+Synthesis formula (applied in the decoder):
+
+```text
+s           = 15 − coefficient_shift
+bias        = 1 << (s − 1)
+predict[i] = (Σ_{j=0..terms-1} coeff[j] · sample[i − j − 1] + bias) >> s
+sample[i]  = residual[i] + predict[i]
+```
+
+where `terms = min(i, prediction_order)`. The `+ bias` term implements
+round-to-nearest for the right shift and is **required** for bit-exact
+decoding. For the default `coefficient_shift = 0`: `s = 15`, `bias = 16384`.
+
+The `>> s` operator **must** be an **arithmetic right shift** on
+signed integers — equivalent to floor division by `2^s`. Combined with
+the `+ bias` pre-add, this implements **round-half toward +∞**: on a
+value whose scaled form is exactly `k + 0.5`, the result is `k + 1`
+for both positive and negative `k`. Implementations using truncating
+integer division (C's `/` on signed integers, which rounds toward
+zero) **will diverge** from this on any `sum + bias` that is negative
+and not evenly divisible by `2^s`: arithmetic shift rounds further
+from zero, truncating division rounds toward zero. Concrete example:
+at `s = 15`, `sum = -32769`, `bias = 16384`, arithmetic shift gives
+`(-16385) >> 15 = -1`, truncating division gives `-16385 / 32768 = 0`.
+Decoders in languages whose native integer division does not floor
+**must** emulate arithmetic right shift explicitly on the signed
+accumulator.
+
+#### Accumulator width
+
+The inner sum `Σ coeff[j] · sample[i − j − 1]` **must** be computed in
+a signed integer accumulator of at least **49 bits** (equivalently: an
+`i64` or wider). Worst-case bounds at `prediction_order = 32`,
+`coefficient_shift = 5` (Q10), and full-scale samples give a product
+of magnitude `(2¹⁵) · (2²³ − 1) ≈ 2³⁸` per term, summed over 32 terms
+for a maximum of `~2⁴³`. Adding the bias keeps the result below `2⁴⁴`.
+A 32-bit accumulator overflows at orders ≥ 16 with full-scale inputs —
+implementations that reach for `int32_t` because samples are 32-bit
+will silently corrupt high-order frames.
+
+JavaScript / TypeScript implementers should note that `Number` is an
+IEEE 754 double, not a signed integer: its 53-bit safe-integer range
+covers in-contract accumulator values, but adversarial bitstreams (see
+§6.2) can produce out-of-contract samples whose synthesis arithmetic
+lands in the 2⁴⁹–2⁵¹ range and beyond, where `Number` silently loses
+low bits to float rounding. For bit-exact spec compliance in JS/TS,
+**use `BigInt` for the accumulator** — it has the integer semantics
+the spec requires; `Number` does not.
+
+#### Warm-up (`terms == 0`)
+
+When `i == 0`, `terms = min(0, prediction_order) = 0`. The sum is
+empty and `predict[0] = 0` — the `(0 + bias) >> s` formula is **not**
+applied. Stating this explicitly avoids an implementation that
+mechanically applies the formula in the warm-up case and produces
+`predict[0] = bias >> s`, which is zero only in specific
+`(bias, s)` parametrisations and surprising in any other.
+
+For `0 < i < prediction_order`, the sum truncates to the available
+`i` predecessors (`terms = i`). The formula applies as stated.
+
+#### Sign convention for stored coefficients
+
+The synthesis formula uses `+Σ`. Classical Levinson-Durbin
+implementations that derive LPC from the error-prediction AR model
+
+```text
+x[n] = −Σ a[j] · x[n-j] + e[n]      (error convention)
+```
+
+produce coefficients `a[j]` whose sign is the **opposite** of what
+the synthesis formula expects; those encoders **must** negate before
+quantisation so the wire value is `coeff[j-1] = −a[j]`.
+Implementations using the predictor convention
+
+```text
+x̂[n] = +Σ c[j] · x[n-j]             (predictor convention)
+```
+
+store `c[j]` directly.
+
+Both conventions are common in DSP literature. Encoders **must**
+verify that the coefficients emitted on the wire, when substituted
+into the synthesis formula above, reproduce the encoder's own
+prediction. The reference implementation uses the error convention
+and negates at quantisation time.
+
+#### Overflow semantics of the final add
+
+The `residual[i] + predict[i]` add is specified as a **wrapping i32
+add** (two's complement, modulo `2³²`; in languages without native
+signed-overflow semantics, compute `(residual + predict) & 0xFFFFFFFF`
+and then re-interpret as a signed 32-bit integer via sign-extension
+of bit 31). On well-formed bitstreams — those produced by a compliant
+encoder from in-contract samples (§1) — the result stays inside the
+sample-magnitude contract and the wrap is never observable.
+Adversarial bitstreams with crafted coefficients and residuals **may**
+produce any `i32` value; the decoder **must not** panic, abort, or
+reject on the basis of this add's result. The consequences of
+out-of-contract decoder output are addressed in §6.2.
+
+## 4. Rice Bitstream
+
+Immediately follows the header. Flat MSB-first bitstream structured as
+consecutive partition payloads:
+
+```text
++---------+---------+-----+-----------+
+| part. 0 | part. 1 | ... | part. P-1 |
++---------+---------+-----+-----------+
+```
+
+where `P = 1 << partition_order`. Each partition has the same structure:
+
+```text
++-------+-------------+-------------+-----+-------------+
+| k (5) | codeword 0  | codeword 1  | ... | codeword M-1|
++-------+-------------+-------------+-----+-------------+
+```
+
+where `M = frame_sample_count / P` is the per-partition residual count.
+
+Partitions are **bit-contiguous**: the 5-bit `k` field of partition
+`i + 1` begins at the bit immediately following the last codeword of
+partition `i`. There is no byte alignment between partitions. Only
+the final trailing padding described in §4.3 is byte-aligned.
+
+Within a partition, the bit cursor likewise advances continuously:
+codeword 0 begins at the bit immediately following the 5-bit `k`
+field, codeword 1 immediately after codeword 0's remainder bit, and so
+on. A conformant decoder maintains a single bit-read position across
+the entire Rice bitstream — from the `k` of partition 0 through the
+last codeword of partition P−1 — and never realigns to a byte or bit
+boundary between fields. This is implicit in the byte-stream decoder
+design (a bit reader that consumes bits sequentially needs no
+special handling at field boundaries) but stated here so second-team
+implementations do not introduce a spurious alignment.
+
+### 4.1 Per-Partition Parameter `k`
+
+Five-bit unsigned integer, MSB-first, immediately before the partition's
+codewords. `k` is the Rice parameter for this partition and must be in
+`[0, 23]`. Decoders **must** reject values above 23 as malformed.
+
+### 4.2 Codeword
+
+Each residual is encoded by:
+
+1. **Zigzag mapping** from signed to unsigned:
+
+   ```text
+   z = (r << 1) ^ (r >> 31)            interpreted as u32
+   ```
+
+   where `(r >> 31)` is an **arithmetic right shift** on the i32
+   residual, sign-extending the sign bit to all 32 bit positions — `0`
+   for non-negative `r`, `-1` (all ones) for negative `r`. The entire
+   expression is **masked to 32 bits** before being interpreted as
+   `u32`; in languages with arbitrary-precision integers (e.g. Python)
+   or where native bitwise ops return signed 32-bit (e.g. JavaScript /
+   TypeScript `Number`, where `(x ^ y) >>> 0` coerces to u32), this
+   mask is explicit (`& 0xFFFFFFFF` or `>>> 0`) and **required** —
+   without it, negative residuals produce zigzag values with extra
+   high bits set. Implementations in languages whose native right
+   shift is logical on unsigned types **must** coerce `r` to a signed
+   32-bit type first; implementations in languages where `>>` on
+   signed types is implementation-defined (e.g. pre-C++20 C/C++)
+   **must** emulate the arithmetic shift explicitly.
+
+   The `r << 1` factor is always safe on i32. Residuals on the
+   encoder side are bounded by `|r| ≤ |sample| + |predict| ≤ 2·2²³
+   ≈ 2²⁴`, so `r << 1` has magnitude `≤ 2²⁵` and fits in i32 without
+   overflow or undefined behaviour — even for `r` at the most
+   negative value the encoder can ever produce from in-contract
+   input (§1). Decoder-side code does not perform this shift; the
+   inverse uses `z >> 1` on a u32, which is always defined.
+
+   The mapping sends
+
+   ```text
+   {0, −1, 1, −2, 2, −3, 3, …}  →  {0, 1, 2, 3, 4, 5, 6, …}
+   ```
+
+   so small magnitudes of either sign map to small unsigned values.
+
+   The decoder's inverse is
+
+   ```text
+   r = ((z >> 1) as i32) ^ −((z & 1) as i32)
+   ```
+
+   where both shifts here are natural (unsigned-u32 logical for the
+   first, integer negation for the second). Stating this inverse
+   explicitly removes any ambiguity about how an implementation must
+   invert the zigzag.
+
+2. **Rice code** at parameter `k`:
+   - **Unary part**: `q = z >> k` zero-bits followed by a single
+     terminating 1-bit.
+   - **Remainder part**: `k` bits of `z & ((1 << k) − 1)`, MSB-first.
+     (The remainder part is absent when `k == 0`.)
+
+Total codeword length: `q + 1 + k` bits.
+
+#### Decoder-side unary-run bound
+
+Decoders **must** reject any codeword whose unary run length satisfies
+
+```text
+q > (2³² − 1) >> k         (equivalently, q > u32::MAX >> k)
+```
+
+A valid codeword reconstructs `z = (q << k) | remainder` as a u32.
+`q > u32::MAX >> k` implies `q << k ≥ 2³²`, which either overflows
+u32 silently (a critical decoder bug class — corrupt output with no
+error) or indicates a malformed stream. Either way the frame **must**
+be discarded with `InvalidParameter` or equivalent rejection class
+(§6). The bound varies with `k`: at `k = 23` it is `511`, at `k = 0`
+it is `u32::MAX` (no practical constraint).
+
+This rule also caps the CPU cost of unary scanning on adversarial
+input: without the cap, a decoder could be forced to scan an
+arbitrarily long run of zero bits before reaching either a `1` or
+the buffer end.
+
+### 4.3 Byte Padding
+
+After the last codeword of the last partition, any unused bits of the final
+byte are zero-padded on the LSB side. The encoder writes `0` for all padding
+bits; the decoder ignores them.
+
+### 4.4 Bitstream Length
+
+The Rice bitstream's total bit length is the sum of codeword bit
+lengths across every partition, plus 5 bits per partition for the `k`
+fields:
+
+```text
+total_bits = P · 5 + Σ_{all residuals} (q + 1 + k_partition)
+```
+
+This depends on every residual's quotient and cannot be computed
+from the frame header alone. A decoder **streams-decodes** until it
+has produced exactly `frame_sample_count` samples, then stops.
+Any bits remaining inside the last byte are padding (§4.3) and
+carry no information.
+
+A decoder **must not** require the Rice bitstream's byte length to be
+signalled out-of-band. The header plus the zero-padded byte-aligned
+tail fully determines the frame boundary; `parse_header`'s
+`bytes_consumed` return plus streaming Rice decode locates the end of
+the frame in the input buffer.
+
+## 5. Degenerate Cases
+
+### 5.1 All-Zero Frame
+
+For an all-zero sample vector, the encoder **must** use
+`prediction_order = 0` because the Levinson-Durbin recursion is
+undefined at `R[0] = 0`. Residuals equal the input (all zeros).
+
+Partition-order and per-partition `k` selection remain at the
+encoder's discretion; any legal `(partition_order, k)` combination
+produces a bit-exact-decodable frame. The minimum-cost choice —
+`partition_order = 0`, `k = 0` — produces a Rice payload of exactly
+`5 + frame_sample_count` bits. Compliant encoders are **not**
+required to pick this minimum.
+
+### 5.2 Single-Sample Frame
+
+`frame_sample_count = 1` is valid but forces `partition_order = 0` (the only
+value that divides 1 evenly). The single sample is Rice-coded directly
+because no predecessors exist for any LPC order.
+
+## 6. Error Recovery
+
+Decoders **must** detect and reject every frame that violates the
+constraints elsewhere in this document. The exhaustive list of
+rejection classes, each of which is a distinct error condition so
+callers can distinguish them in telemetry, is:
+
+1. **Sync word mismatch** — bytes `0-1` differ from `0x1ACC` (§3.1).
+2. **`prediction_order` out of range** — value > `32` (§3.2).
+3. **`partition_order` out of range** — value > `7` (§3.3).
+4. **`coefficient_shift` out of range** — value > `5` (§3.4).
+5. **Verbatim frame with non-zero shift** — `prediction_order == 0` and
+   `coefficient_shift != 0` (§3.4).
+6. **`frame_sample_count == 0`** (§3.5).
+7. **`frame_sample_count` not divisible by `partition_count`** (§3.3).
+8. **Buffer truncated** — fewer bytes than the header plus coefficient
+   array requires, or fewer bits than the Rice bitstream demands
+   during streaming decode. This class is intentionally coarse-grained:
+   a single `Truncated` variant covers header truncation, missing `k`
+   fields, mid-codeword exhaustion, and every other "buffer ends early"
+   shape the decoder can encounter. Sub-categorising these provides no
+   caller benefit — the recovery action (discard and substitute
+   silence, see §6.1) is identical regardless of where truncation
+   happened.
+9. **Per-partition `k` out of range** — value > `23` (§4.1).
+10. **Unary-run cap exceeded** — any codeword with `q > u32::MAX >> k`
+    (§4.2).
+
+On any of these, the decoder **must** discard the frame, produce no
+output samples, and signal the error to the caller. **No partial
+state may propagate** to the next frame's decode — frames are
+independent (§2), so subsequent frames decode cleanly regardless.
+
+### 6.1 Caller-side silence substitution
+
+On rejection, the caller substitutes `frame_sample_count` zeros
+(silence) for the frame period. The count is obtained as follows:
+
+- **Post-header rejections** (classes 8-10 above — `Truncated` in the
+  Rice bitstream, `InvalidParameter` during Rice decode): the frame
+  header parsed successfully before the failure, so the count is
+  recoverable. The caller re-parses just the header on the same buffer
+  (reference API: `parse_header(data)`) and reads `frame_sample_count`
+  from the resulting `AudioFrameHeader`.
+- **Pre-header rejections** (classes 1-7 above): the header itself
+  failed; the frame length is not recoverable from the bitstream. The
+  caller **must** fall back to a session-level default frame size
+  carried out-of-band by the container or transport (WebRTC and QUIC
+  audio sessions typically negotiate this at session setup).
+
+This asymmetry is inherent to the wire format: `frame_sample_count`
+lives inside the header at offset 5, so any rejection that happens
+while parsing bytes 0-4 precedes its discovery.
+
+### 6.2 Decoder output magnitude
+
+On well-formed bitstreams produced by a compliant encoder from
+in-contract samples (§1), decoder output satisfies
+`|sample| ≤ 2²³ − 1`.
+
+Adversarial bitstreams — those with hand-crafted coefficients and
+residuals that pass every rejection check in this section yet
+produce arithmetic results outside the sample-magnitude contract —
+**may** produce output samples of any `i32` value, including values
+that exceed `2²³ − 1`. The decoder **must not** panic or reject on
+this basis: the wrapping-add semantics of §3.6 are precisely what
+makes every bit sequence produce a defined output, which is the
+ground of the "no partial state propagates" contract at the top of
+this section.
+
+Callers that re-feed decoder output into LAC's encoder (for example,
+an MCU decode → PCM mix → re-encode pipeline) **should** validate or
+clamp to the input magnitude contract before re-encoding. A
+compliant encoder assumes its input satisfies `|sample| ≤ 2²³ − 1`
+and is not required to re-validate.
+
+## 7. Encoder Guidance (non-normative)
+
+The reference encoder's search has three phases:
+
+```text
+# Phase 0: all-zero short-circuit
+R[0] = Σ sample[i]²
+if R[0] == 0:
+    emit frame with prediction_order = 0, any legal partition_order (§5.1)
+    return
+
+# Phase 1: sparse LPC order grid with stop-when-stale early-out
+for prediction_order in [0, 2, 4, 6, 8, 10, 12, 16, 20, 24, 28, 32]:
+    coeffs_q31     = levinson_durbin(samples, prediction_order)  # cached
+    shift          = smallest s such that every |coeff_real| < 2^s
+    coeffs_stored  = quantize(coeffs_q31, to: Q(15 - shift))
+    residuals      = compute_residuals(samples, coeffs_stored, shift)
+    for partition_order in 0..=7:
+        if frame_sample_count % (1 << partition_order) != 0: continue
+        rice_bits = estimate_cost(residuals, partition_order)
+        total     = header_bits(prediction_order) + rice_bits
+        track minimum over (prediction_order, partition_order)
+    if no improvement for 2 consecutive grid entries: break
+
+# Phase 2: fixed-predictor post-pass
+for (fp_order, fp_coeffs, fp_shift) in FIXED_PREDICTORS:
+    residuals = compute_residuals(samples, fp_coeffs, fp_shift)
+    for partition_order in 0..=7:
+        if frame_sample_count % (1 << partition_order) != 0: continue
+        rice_bits = estimate_cost(residuals, partition_order)
+        total     = header_bits(fp_order) + rice_bits
+        track minimum over (fp_order, partition_order)
+
+emit frame with the (order, partition_order) that minimised `total`
+```
+
+The sparse grid + early-out is a speed/compression trade-off; a
+compliant encoder may still exhaustively search every integer order
+`0..=32` for marginal gains at higher cost. The produced bitstreams
+are interchangeable.
+
+The fixed-predictor post-pass tries FLAC-style integer predictors
+(orders 1-4 with a small static coefficient table) after the LPC
+grid. These evaluate quickly and occasionally beat the Levinson-
+Durbin winner on content where a low-order integer polynomial fits
+better than the statistically-optimal LPC fit — silent-plus-DC, very
+smooth tones, polynomial-ish sensor data. Running them second avoids
+tripping the stop-when-stale heuristic in the LPC phase.
+
+The reference encoder's `FIXED_PREDICTORS` table, materialising the
+FLAC-style `[1]`, `[2, −1]`, `[3, −3, 1]`, `[4, −6, 4, −1]` integer
+predictors at the smallest `coefficient_shift` that represents each
+coefficient without clamping:
+
+| `prediction_order` | `lpc_coefficients` (Q-format integers)      | `coefficient_shift` | Real-value interpretation    |
+|-------------------:|---------------------------------------------|--------------------:|------------------------------|
+| 1                  | `[16384]`                                    | 1 (Q14)             | `[1]`                        |
+| 2                  | `[16384, −8192]`                             | 2 (Q13)             | `[2, −1]`                    |
+| 3                  | `[24576, −24576, 8192]`                      | 2 (Q13)             | `[3, −3, 1]`                 |
+| 4                  | `[16384, −24576, 16384, −4096]`              | 3 (Q12)             | `[4, −6, 4, −1]`             |
+
+These are the exact wire-format bytes a second-team encoder would emit
+to match the reference's fixed-predictor outputs bit-for-bit. Compliant
+encoders MAY use a different set (or none), since §3.6 treats the
+coefficient field as opaque — decoders apply the synthesis formula
+identically regardless of source.
+
+The `R[0] == 0` short-circuit is both a correctness requirement (§5.1
+— Levinson-Durbin is undefined at zero autocorrelation) and an
+encoder-cost optimisation: on digital silence, the sparse grid and
+fixed-predictor pass produce identical zero residuals and order 0
+wins on header size alone.
+
+Levinson-Durbin runs once to order 32 with all intermediate orders saved
+into a flat buffer (one recursion pass yields all orders 1..32 at
+`O(order²)` cost), so the outer loop fetch is free and order selection
+is effectively `O(orders_tried × N)`.
+
+`shift` is determined per order by the coefficient magnitudes — there
+is no shift search, as smaller shifts are always at least as good as
+larger ones when they don't clamp (saturation, §3.4, is the
+fallback). Rice cost at a given `partition_order` is exact and
+closed-form given the per-partition `k`, so the inner search
+introduces no estimation error.
+
+#### Levinson-Durbin numerical choices (reference, non-normative)
+
+The reference encoder runs Levinson-Durbin with i64 autocorrelation
+accumulators, Q31 working coefficients, and widens to i128 for
+reflection-coefficient intermediates at orders where Q31 would lose
+precision (typically above order ~12). Rounding on the Q31→Q(15−shift)
+quantisation step is round-half-up via `(a_q31 + bias) >> shift_amt`,
+with `bias = 1 << (14 + shift)` — the direct analogue of the synthesis
+formula's rounding (§3.6), chosen so analysis and synthesis agree on
+tie-break direction.
+
+None of these choices are normative. Two encoders making different
+precision or rounding choices will produce different coefficient
+bytes on the same input, but both bitstreams decode correctly under
+§3.6 so long as the coefficients they emit faithfully represent their
+own LPC decision. §3.6's "wire format doesn't distinguish coefficients
+by derivation" clause is exactly what permits this freedom.
+
+#### Rice `k` selection (reference, non-normative)
+
+Cost is closed-form for a given `(partition, k)`: `bit_cost(k) =
+N · (1 + k) + Σ (v >> k)` where `v` ranges over the zigzag-mapped
+residuals of the partition. Exhaustive search over `k ∈ [0, 23]` is
+always acceptable and is the simplest compliant choice.
+
+The reference encoder uses convex descent: seed `k_seed =
+⌊log₂(mean(v))⌋`, then walk either direction. Ties break **toward
+smaller `k`** on descent (condition `cost ≤ best_cost`, so equal
+costs at `k−1` overwrite `k`) and **strictly larger costs only** on
+ascent (condition `cost < best_cost`, so equal costs at `k+1` don't
+override `k`). This yields a unique `k` per partition matching an
+exhaustive search's first-wins tie-break.
+
+On the reference corpus, the sparse grid's compression matches
+exhaustive-search output within ~0.2 percentage points (measured);
+the differential test caps the acceptable excess at 0.5%.
+Implementations that prefer tighter compression at higher encode
+cost can extend the grid without wire-format consequences — decoders
+do not care which orders an encoder tried.
+
+### 7.1 Frame size (non-normative)
+
+The codec accepts any `frame_sample_count` in `[1, 65535]`. Larger
+frames amortise the 7-byte fixed header and the LPC coefficient vector
+over more samples, and generally compress better. Smaller frames give
+tighter latency and finer partition-order granularity on transient
+content.
+
+Recommended defaults by use case:
+
+- **Real-time voice** (QUIC streaming, MCU mix): 160-320 samples at
+  16 kHz, or 480-960 at 48 kHz — matches 10-20 ms frame periods used
+  by Opus / WebRTC.
+- **Real-time full-band** (game audio, music conferencing): 1024-2048
+  at 48 kHz (21-43 ms).
+- **Offline / archival**: 4096-8192 at 48 kHz; compression gains
+  flatten past this.
+
+Power-of-two frame sizes expose every `partition_order ∈ [0, 7]` to
+the encoder's search. Non-power-of-two sizes restrict the search to
+partition counts that divide evenly; a prime frame size forces
+`partition_order = 0`. Encoders SHOULD prefer frame sizes with several
+small-prime factors when free to choose.
+
+## 8. Versioning
+
+This document specifies **LAC version 1**, identified on the wire by
+`sync_word = 0x1ACC`. No per-frame version byte is carried; the sync
+word uniquely identifies the wire format.
+
+Future revisions of the format **must** use a distinct `sync_word`. The
+recommended allocation is `0x1ACD` for v2, `0x1ACE` for v3, and so on
+inside the `0x1ACC..0x1ACF` cluster, with the cluster boundary making
+casual grep / hex-dump inspection robust. A revision whose wire format
+cannot be made compatible with v1 at the header level **must** pick a
+sync word outside this cluster.
+
+This approach is exhaustive by construction:
+
+- A v1 decoder that encounters a v2 frame sees an unrecognised sync
+  word on the first check (§3.1) and rejects cleanly — the same error
+  path as foreign or corrupted payloads.
+- A v2-aware decoder dispatches on the sync word before reading any
+  further field, so it can fall back to v1 parsing when appropriate
+  or decode v2 frames natively.
+
+Because every field in §3 has a strict range with no reserved
+high-bit patterns, in-place extension (flag bits inside existing
+fields) is **not** a supported evolution path. New features go into a
+new `sync_word`, not into reinterpreting existing field values.
+
+Transports that multiplex LAC frames with other formats should frame
+each LAC payload explicitly (length prefix or stream separator); the
+sync word alone is not a framing delimiter, only a format identifier.
+
+## 9. Implementation notes (non-normative)
+
+### 9.1 GPU offload is out of scope
+
+LAC is a scalar integer codec. The reference implementation, and any
+conforming implementation this document anticipates, runs on a CPU.
+GPU offload is deliberately not a goal:
+
+- **Levinson-Durbin** is serial by construction (each iteration depends
+  on the previous) and its intermediate accumulator needs more than 64
+  bits of precision at higher orders — a poor fit for WGSL or SPIR-V
+  compute shaders, which have no native 128-bit integer arithmetic.
+- **Rice decode** uses a data-dependent unary run for every residual;
+  on GPU execution models this diverges warps badly and its
+  sequential bit-cursor progression fights SIMD lane packing.
+- **LPC synthesis** has a tight per-sample feedback loop (sample `i`
+  depends on samples `i-1`, `i-2`, …, `i-order`), so each channel is
+  inherently serial.
+- **The one plausibly GPU-parallel phase** — residual computation
+  inside the encoder's order search — is also the phase where the
+  CPU's autovectorized implementation is already well-served by SIMD
+  on any modern target. At the measured encode latencies (P99 under
+  50 µs on x86 for a 20 ms frame period, >400× headroom), there is no
+  motivation to offload it.
+
+A hypothetical future revision whose hot path genuinely benefited from
+GPU execution (large-batch archival encoding across many channels at
+once, for instance) would need to change the wire format to carry
+enough shape metadata for batched kernels — i.e., a new sync word
+under the versioning rules in §8, not a retrofit.
+
+## 10. Conformance test vectors
+
+The reference repository's `tests/conformance.rs` holds the canonical
+test-vector set for this specification:
+
+- **`DECODE_FIXTURES`** — `(samples, bytes)` pairs pinned at the byte
+  level. A conformant decoder **must** produce the `samples` array
+  when fed the `bytes` array. Encoders have latitude (§3.6, §7), so a
+  second-team encoder's bytes for the same samples may differ; the
+  decoder direction is the normative one. Coverage includes the
+  smallest valid frames (single-sample verbatim, 4- and 8-sample
+  silence), single-sample polarity boundaries (±1, ±(2²³−1)), DC
+  offset, alternating-polarity Nyquist-like content, smooth polynomial
+  (fixed-predictor territory), and a 16-sample growing-amplitude
+  pattern exercising partition search.
+- **`REJECT_FIXTURES`** — hand-constructed malformed inputs mapped to
+  their expected rejection variants. Covers every class in §6 (1-10):
+  bad sync, each field-range violation, verbatim + non-zero shift,
+  `frame_sample_count == 0`, non-divisible partition count, header /
+  coefficient / Rice-bitstream truncation, per-partition `k > 23`.
+- **`reject_unary_run_above_cap`** — a programmatic test for §6 class
+  10 (`q > u32::MAX >> k`). The minimal triggering payload is ~75
+  bytes of mostly zeros; construction logic is in the test, not a
+  const fixture.
+
+Second-team implementations should port the decode fixtures
+byte-for-byte and the reject fixtures byte-and-variant-for-variant.
+`encode_matches_fixtures` in the same file is reference-specific (it
+asserts the reference encoder's exact bytes) and is **not** a
+conformance requirement — see §3.6's encoder-latitude clause.
+
+### 10.1 Reference encoder exemplars (non-normative)
+
+The same `(samples, bytes)` pairs, read in the encoder direction,
+serve as **reference-encoder validation targets** for implementations
+that want to match this project's reference byte-for-byte — a common
+goal for porting work even though the spec does not require it. The
+fixture set is deliberately chosen to pin every encoder-discretion
+axis from §7:
+
+- `single_zero`, `single_pos_one`, `single_neg_one` — single-sample
+  frames. All three fall in the §5.2 "warm-up-is-whole-frame" regime
+  where the encoder's order choice is nearly arbitrary; pinning the
+  bytes fixes this project's choice (order 0 with the minimum-cost
+  Rice encoding).
+- `silence_4`, `silence_8` — force `partition_order` tie-breaks on an
+  all-zero frame (every `partition_order ∈ [0, log₂(N)]` produces
+  identical cost; the reference picks the smallest via its convex-
+  descent tie-break).
+- `dc_100_4`, `alternating_small_4` — exercise the order-vs-verbatim
+  decision. DC content favours a low-order LPC fit with small
+  residuals; alternating content favours order 1 with `a = −1`
+  (approximated at the closest Q-format). Pinning the bytes fixes
+  the reference's decision boundary.
+- `single_full_scale_pos`, `single_full_scale_neg` — maximum-magnitude
+  single samples. Exercise the `|sample| ≤ 2²³ − 1` boundary on both
+  sides and fix the zigzag-of-extremum output.
+- `linear_ramp_8` — smooth polynomial content, fixed-predictor
+  territory. Pins the reference's fixed-predictor-vs-LPC tie-break.
+- `lfsr_noise_16` — exercises partition search on a frame large
+  enough for `partition_order > 0` to be competitive.
+
+A second-team encoder that produces the same bytes for every entry
+here is **likely** (not guaranteed) to produce matching bytes on
+wider inputs, since the tie-break axes are the ones most sensitive
+to encoder discretion. An encoder that produces different bytes is
+still compliant so long as its own bytes round-trip — see §3.6, §7.
diff --git a/benches/codec.rs b/benches/codec.rs
new file mode 100644
index 0000000..a8a602d
--- /dev/null
+++ b/benches/codec.rs
@@ -0,0 +1,205 @@
+//! Encode/decode throughput benchmarks.
+//!
+//! Uses the nightly `test` crate harness (`#[bench]`), not criterion. Run
+//! with `cargo bench`. Results are wall-clock nanoseconds per iteration; to
+//! convert to samples-per-second, divide the frame sample count by the
+//! reported ns/iter and multiply by 10⁹.
+//!
+//! Representative sizes exercise the encoder's exhaustive search behaviour
+//! at different `partition_order` ceilings — 256 and 1024 are power-of-two
+//! frames (all seven partition orders available); 960 and 2880 mimic
+//! Opus/WebRTC frame sizes (only some partition orders divide evenly, so
+//! the inner search is sparser).
+
+#![feature(test)]
+
+extern crate test;
+
+use lac::{decode_frame, encode_frame};
+use test::Bencher;
+
+// ── Synthetic-signal benches ────────────────────────────────────────────────
+//
+// These benches drive the encoder without any WAV I/O overhead, so the
+// measurement is pure codec work. Four signal shapes cover the space:
+//
+// - `silence`: order-0 short-circuit path (skips Levinson entirely).
+// - `multi_sine`: maximally LPC-friendly — order search converges fast.
+// - `pseudo_speech`: AR(2) resonance on LFSR excitation, which is the
+//   textbook model of the vocal tract. Residuals are near-Laplacian,
+//   exercising the Rice k-search at realistic speech statistics.
+// - `filtered_noise`: LFSR through a biquad low-pass. Broad-spectrum
+//   content with no strong tonal structure — the hard case for LPC and
+//   a reasonable proxy for music-like workload.
+
+fn silence(n: usize) -> Vec<i32> {
+    vec![0i32; n]
+}
+
+fn multi_sine(n: usize) -> Vec<i32> {
+    // Three superimposed sinusoids with incommensurate frequencies, scaled
+    // to the 24-bit range. Picks up realistic LPC workload without needing
+    // to read a WAV file in the bench body.
+    (0..n)
+        .map(|i| {
+            let t = i as f64;
+            let a = (t * 0.11).sin() * 3_000_000.0;
+            let b = (t * 0.27).sin() * 1_500_000.0;
+            let c = (t * 0.43).sin() * 750_000.0;
+            (a + b + c) as i32
+        })
+        .collect()
+}
+
+/// 32-bit Galois LFSR. Deterministic (seeded) pseudo-random i32 sequence
+/// in approximately `±2^19` — one-eighth of full 24-bit scale, chosen to
+/// leave headroom for AR(2) resonance gain without clipping.
+fn lfsr_noise(n: usize, seed: u32) -> Vec<i32> {
+    // Non-zero seed required: the LFSR would otherwise lock at zero.
+    let mut state = if seed == 0 { 0xACE1_ACE1 } else { seed };
+    (0..n)
+        .map(|_| {
+            // Maximal-length 32-bit Galois polynomial x^32 + x^22 + x^2 + x + 1
+            // (tap mask 0x8020_0003). Period = 2^32 − 1, which is comfortably
+            // larger than any bench frame size.
+            let lsb = state & 1;
+            state >>= 1;
+            if lsb != 0 {
+                state ^= 0x8020_0003;
+            }
+            // Sign-extend via `as i32`, arithmetic shift narrows to ~±2^19.
+            (state as i32) >> 12
+        })
+        .collect()
+}
+
+/// AR(2) pseudo-speech: LFSR excitation filtered through a single formant
+/// resonance at ~700 Hz / 16 kHz with bandwidth ~100 Hz. The pole pair
+/// gives speech-shaped spectral envelope; residuals are near-Laplacian,
+/// matching the statistical profile of real vowel segments. This is the
+/// content class LPC + Rice is designed for, so it stresses the inner
+/// encoder loops more realistically than multi_sine (which converges
+/// instantly) or white noise (which doesn't benefit from LPC).
+fn pseudo_speech(n: usize) -> Vec<i32> {
+    // Q14 coefficients for a pole at r·e^{±jθ} with r = 0.9806, θ = 2π·700/16000.
+    // a1 = 2r·cos(θ) · 2^14 ≈ 30933
+    // a2 = −r²      · 2^14 ≈ −15751
+    // The implied real-valued poles live inside the unit circle so the
+    // recursion is stable for unbounded input lengths.
+    const A1_Q14: i64 = 30_933;
+    const A2_Q14: i64 = -15_751;
+    let excitation = lfsr_noise(n, 0x5EED);
+    let mut out = Vec::with_capacity(n);
+    let mut y1: i64 = 0;
+    let mut y2: i64 = 0;
+    for &e in &excitation {
+        // Resonance gain at the peak is ~1/(1−r) ≈ 50, so y magnitudes
+        // reach ~2^19 · 50 ≈ 2^25. i64 intermediates prevent the
+        // multiply-accumulate from overflowing; the final clamp keeps
+        // the output inside the codec's 24-bit input contract.
+        let sum = A1_Q14 * y1 + A2_Q14 * y2;
+        // Round-to-nearest for the Q14 → integer demotion.
+        let ar = (sum + (1 << 13)) >> 14;
+        let y = ar + e as i64;
+        let clamped = y.clamp(-((1 << 23) - 1), (1 << 23) - 1);
+        out.push(clamped as i32);
+        y2 = y1;
+        y1 = clamped;
+    }
+    out
+}
+
+/// Broadband low-passed noise — LFSR excitation through a simple
+/// single-pole IIR low-pass (pole at 0.9 in Q15). Covers the content
+/// class where LPC cannot predict efficiently: residuals retain most
+/// of the source entropy, so the Rice coder dominates the output bit
+/// budget.
+fn filtered_noise(n: usize) -> Vec<i32> {
+    const POLE_Q15: i64 = 29_491; // round(0.9 · 2^15)
+    // (1 − pole) in Q15 is the DC gain correction keeping output
+    // magnitude near the excitation range.
+    const ONE_MINUS_POLE_Q15: i64 = (1 << 15) - POLE_Q15;
+    let excitation = lfsr_noise(n, 0xFEED);
+    let mut out = Vec::with_capacity(n);
+    let mut y: i64 = 0;
+    for &e in &excitation {
+        // y[n] = pole·y[n−1] + (1−pole)·x[n], all in Q15.
+        let sum = POLE_Q15 * y + ONE_MINUS_POLE_Q15 * e as i64;
+        y = (sum + (1 << 14)) >> 15;
+        out.push(y.clamp(-((1 << 23) - 1), (1 << 23) - 1) as i32);
+    }
+    out
+}
+
+macro_rules! encode_bench {
+    ($name:ident, $signal:ident, $size:expr) => {
+        #[bench]
+        fn $name(b: &mut Bencher) {
+            let samples = $signal($size);
+            b.iter(|| encode_frame(test::black_box(&samples)));
+        }
+    };
+}
+
+macro_rules! decode_bench {
+    ($name:ident, $signal:ident, $size:expr) => {
+        #[bench]
+        fn $name(b: &mut Bencher) {
+            let samples = $signal($size);
+            let encoded = encode_frame(&samples);
+            b.iter(|| decode_frame(test::black_box(&encoded)).unwrap());
+        }
+    };
+}
+
+encode_bench!(encode_silence_960, silence, 960);
+encode_bench!(encode_silence_4096, silence, 4096);
+encode_bench!(encode_sine_256, multi_sine, 256);
+encode_bench!(encode_sine_960, multi_sine, 960);
+encode_bench!(encode_sine_1024, multi_sine, 1024);
+encode_bench!(encode_sine_2048, multi_sine, 2048);
+encode_bench!(encode_sine_2880, multi_sine, 2880);
+encode_bench!(encode_sine_4096, multi_sine, 4096);
+encode_bench!(encode_speech_320, pseudo_speech, 320);
+encode_bench!(encode_speech_960, pseudo_speech, 960);
+encode_bench!(encode_speech_2048, pseudo_speech, 2048);
+encode_bench!(encode_music_960, filtered_noise, 960);
+encode_bench!(encode_music_2048, filtered_noise, 2048);
+encode_bench!(encode_music_4096, filtered_noise, 4096);
+
+decode_bench!(decode_silence_4096, silence, 4096);
+decode_bench!(decode_sine_960, multi_sine, 960);
+decode_bench!(decode_sine_4096, multi_sine, 4096);
+decode_bench!(decode_speech_960, pseudo_speech, 960);
+decode_bench!(decode_music_2048, filtered_noise, 2048);
+
+// ── SIMD dot-product kernel isolation benches ───────────────────────────────
+//
+// The encode benches above measure end-to-end encode cost, which is
+// dominated by per-frame allocations, Rice k-search, and the order
+// loop. When evaluating a SIMD kernel change these confound the signal.
+// These benches exercise just the kernel at realistic LPC orders so a
+// change to `compute_residuals` shows up directly.
+
+macro_rules! compute_residuals_bench {
+    ($name:ident, $order:expr, $len:expr) => {
+        #[bench]
+        fn $name(b: &mut Bencher) {
+            let samples = multi_sine($len);
+            let coeffs: Vec<i16> = (0..$order)
+                .map(|i| ((i as i16) * 711).wrapping_sub(100))
+                .collect();
+            b.iter(|| {
+                lac::compute_residuals(test::black_box(&samples), test::black_box(&coeffs), 1)
+            });
+        }
+    };
+}
+
+compute_residuals_bench!(compute_residuals_order_4_n320, 4, 320);
+compute_residuals_bench!(compute_residuals_order_8_n320, 8, 320);
+compute_residuals_bench!(compute_residuals_order_16_n320, 16, 320);
+compute_residuals_bench!(compute_residuals_order_32_n320, 32, 320);
+compute_residuals_bench!(compute_residuals_order_8_n960, 8, 960);
+compute_residuals_bench!(compute_residuals_order_32_n960, 32, 960);
+compute_residuals_bench!(compute_residuals_order_32_n4096, 32, 4096);
diff --git a/benches/compare-flac.sh b/benches/compare-flac.sh
new file mode 100755
index 0000000..0a528b2
--- /dev/null
+++ b/benches/compare-flac.sh
@@ -0,0 +1,69 @@
+#!/usr/bin/env bash
+#
+# Wall-clock + compressed-size comparison between FLAC and LAC on the
+# local corpus directory. Diagnostic only — not part of CI.
+#
+# Usage:
+#   benches/compare-flac.sh [corpus_dir]
+#
+# Output columns (tab-separated, stable for piping into column -t):
+#
+#   file   flac_ms   flac_bytes   [matching LAC line from `cargo test`]
+#
+# For the LAC side, run `cargo test --test corpus --release -- --nocapture`
+# and correlate `lac_enc_ms` / `lac=<bytes>` values against the filenames
+# printed here. Two separate invocations because automating the join is
+# more fragile than eyeballing it for the six files the corpus contains.
+
+set -euo pipefail
+
+CORPUS_DIR="${1:-corpus}"
+
+if ! command -v flac > /dev/null 2>&1; then
+    echo "flac CLI not found in PATH; install the flac package" >&2
+    exit 1
+fi
+if [[ ! -d "$CORPUS_DIR" ]]; then
+    echo "corpus directory not found: $CORPUS_DIR" >&2
+    exit 1
+fi
+
+# Header. Columns cover both FLAC modes — default (`-5`, what most
+# production pipelines actually use) and `--best` (`-8`, the ceiling
+# `tests/corpus.rs` asserts its ratios against). `column -t` on the
+# output aligns to the printf format below.
+printf "%-50s\t%12s\t%14s\t%12s\t%14s\n" \
+    "file" "flac_d_ms" "flac_d_bytes" "flac_b_ms" "flac_b_bytes"
+
+# Shell globs are unordered across filesystems; sort for stable output.
+shopt -s nullglob
+files=("$CORPUS_DIR"/*.wav)
+IFS=$'\n' files=($(sort <<< "${files[*]}"))
+unset IFS
+
+# Warm-up invocation against the first file: the very first `flac` exec
+# in a shell session pays dynamic-linker + page-fault costs that aren't
+# representative of steady-state. Subsequent runs don't repay them.
+if [[ ${#files[@]} -gt 0 ]]; then
+    flac --stdout --best --silent "${files[0]}" > /dev/null 2>&1 || true
+fi
+
+for f in "${files[@]}"; do
+    # `date +%s%N` gives nanoseconds since epoch on GNU coreutils. Not
+    # portable to BSD `date`, but this script is Linux-only by design
+    # (matches the CI runner environment).
+    #
+    # Two invocations per file: default (`-5`) first, then `--best`.
+    # Ordering is deliberate: the default pass also warms the OS file
+    # cache, so `--best` sees warm-cache I/O and its time reflects the
+    # compute cost, not disk read.
+    start_ns=$(date +%s%N)
+    flac_d_bytes=$(flac --stdout --silent "$f" 2> /dev/null | wc -c)
+    mid_ns=$(date +%s%N)
+    flac_b_bytes=$(flac --stdout --best --silent "$f" 2> /dev/null | wc -c)
+    end_ns=$(date +%s%N)
+    flac_d_ms=$(( (mid_ns - start_ns) / 1000000 ))
+    flac_b_ms=$(( (end_ns - mid_ns) / 1000000 ))
+    printf "%-50s\t%12d\t%14d\t%12d\t%14d\n" \
+        "$(basename "$f")" "$flac_d_ms" "$flac_d_bytes" "$flac_b_ms" "$flac_b_bytes"
+done
diff --git a/corpus/ES2002a.Array1-01.wav b/corpus/ES2002a.Array1-01.wav
new file mode 100644
index 0000000..472cb3a
--- /dev/null
+++ b/corpus/ES2002a.Array1-01.wav
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:38887e3bf7b597fe348f3818e9fc9844d7a1e15382aab52e5316dc3228fb6c1d
+size 40727594
diff --git a/corpus/ES2002a.Array1-02.wav b/corpus/ES2002a.Array1-02.wav
new file mode 100644
index 0000000..897d379
--- /dev/null
+++ b/corpus/ES2002a.Array1-02.wav
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f6f44ca9f4632e20747b958819b2480bf50b0afe812566b5be2ec349c5a9427f
+size 40727594
diff --git a/corpus/ES2002a.Array1-03.wav b/corpus/ES2002a.Array1-03.wav
new file mode 100644
index 0000000..e767818
--- /dev/null
+++ b/corpus/ES2002a.Array1-03.wav
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bd0c79dff524f6306878db92c53d0da20e6483e06620285adc7a4c115da0d03e
+size 40727594
diff --git a/corpus/ES2002a.Array1-04.wav b/corpus/ES2002a.Array1-04.wav
new file mode 100644
index 0000000..6ea60e6
--- /dev/null
+++ b/corpus/ES2002a.Array1-04.wav
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+oid sha256:c56f10963b4551b9971c4e8d1ee988ea62aed71eb687a8f30688aaa007410a99
+size 108
diff --git a/fuzz/corpus/roundtrip_arbitrary/fff85149f90257a6c0007d31953435756345b0b0 b/fuzz/corpus/roundtrip_arbitrary/fff85149f90257a6c0007d31953435756345b0b0
new file mode 100644
index 0000000..63aadbe
--- /dev/null
+++ b/fuzz/corpus/roundtrip_arbitrary/fff85149f90257a6c0007d31953435756345b0b0
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:27a0fccd2dae0ee00f4f7ceca5be48a374075a1a0908495c766e711e21121b3a
+size 9
diff --git a/fuzz/dict/decode_arbitrary.dict b/fuzz/dict/decode_arbitrary.dict
new file mode 100644
index 0000000..4ace703
--- /dev/null
+++ b/fuzz/dict/decode_arbitrary.dict
@@ -0,0 +1,65 @@
+# libFuzzer dictionary for decode_arbitrary.
+#
+# Without a dictionary, libFuzzer has to discover the 16-bit sync word
+# 0x1ACC by chance before any input exercises the decoder beyond the
+# first-two-byte reject. Seeding the dict with the sync word plus the
+# field-boundary constants cuts the cold-start exploration time from
+# hours to seconds. Pass via:
+#
+#     cargo +nightly fuzz run decode_arbitrary -- -dict=dict/decode_arbitrary.dict
+#
+# Not used by the CI regression path (-runs=0), which only replays the
+# persisted corpus; this is purely for guided exploration on fresh
+# fuzzing sessions.
+
+# ─── Sync word (big-endian on the wire) ──────────────────────────────
+sync_word="\x1a\xcc"
+
+# ─── prediction_order boundary values ────────────────────────────────
+# 0 (verbatim), 1 (minimal LPC), 32 (maximum), 33 (first invalid).
+order_zero="\x00"
+order_one="\x01"
+order_max="\x20"
+order_invalid="\x21"
+
+# ─── partition_order boundary values ─────────────────────────────────
+# Legal range 0..=7; 8 is the first invalid value.
+part_zero="\x00"
+part_max="\x07"
+part_invalid="\x08"
+
+# ─── coefficient_shift boundary values ───────────────────────────────
+# Legal range 0..=5; 6 is the first invalid value.
+shift_zero="\x00"
+shift_max="\x05"
+shift_invalid="\x06"
+
+# ─── Rice k boundary values (5-bit field) ────────────────────────────
+# Packed MSB-first at the start of each partition's bitstream. Legal
+# range 0..=23, so 24..=31 trigger the "invalid k" rejection path.
+# These are single-byte convenience entries; the real bit-field lives
+# at an arbitrary bit offset inside the rice bitstream and libFuzzer
+# will re-align naturally.
+rice_k_zero="\x00"
+rice_k_max="\x17"
+rice_k_invalid="\x18"
+
+# ─── Common frame_sample_count values (u16 BE) ───────────────────────
+# Voice-grade (160, 320 @ 16 kHz; 480 @ 48 kHz), full-band (1024, 2048,
+# 4096). A prime length (509) forces partition_order = 0.
+fsc_160="\x00\xa0"
+fsc_320="\x01\x40"
+fsc_480="\x01\xe0"
+fsc_509="\x01\xfd"
+fsc_1024="\x04\x00"
+fsc_2048="\x08\x00"
+fsc_4096="\x10\x00"
+
+# ─── Minimal-header templates ────────────────────────────────────────
+# Full 7-byte headers with common field combinations, so libFuzzer can
+# splice them as a unit and probe behaviour past the header check
+# without re-deriving a valid prefix.
+header_order0_p0_n320="\x1a\xcc\x00\x00\x00\x01\x40"
+header_order1_p0_n320="\x1a\xcc\x01\x00\x00\x01\x40"
+header_order4_p2_n320="\x1a\xcc\x04\x02\x00\x01\x40"
+header_order32_p7_n1024="\x1a\xcc\x20\x07\x00\x04\x00"
diff --git a/fuzz/dict/roundtrip_arbitrary.dict b/fuzz/dict/roundtrip_arbitrary.dict
new file mode 100644
index 0000000..0b2884a
--- /dev/null
+++ b/fuzz/dict/roundtrip_arbitrary.dict
@@ -0,0 +1,42 @@
+# libFuzzer dictionary for roundtrip_arbitrary.
+#
+# roundtrip_arbitrary reads little-endian i32 chunks as PCM samples.
+# The interesting values are the boundary magnitudes the codec has
+# explicit handling for: zero, ±1 (sign-flip test), the 8/16/20/24-bit
+# ceilings, and the full 24-bit contract limits. Seeding these as
+# 4-byte LE words lets libFuzzer splice them directly into sample
+# positions without having to discover the bit patterns by luck.
+#
+# Pass via:
+#
+#     cargo +nightly fuzz run roundtrip_arbitrary -- -dict=dict/roundtrip_arbitrary.dict
+
+# ─── Zero and unit samples ──────────────────────────────────────────
+sample_zero="\x00\x00\x00\x00"
+sample_pos_one="\x01\x00\x00\x00"
+sample_neg_one="\xff\xff\xff\xff"
+
+# ─── 8-bit PCM ceilings ──────────────────────────────────────────────
+sample_pos_127="\x7f\x00\x00\x00"
+sample_neg_128="\x80\xff\xff\xff"
+
+# ─── 16-bit PCM ceilings ─────────────────────────────────────────────
+sample_pos_32767="\xff\x7f\x00\x00"
+sample_neg_32768="\x00\x80\xff\xff"
+
+# ─── 20-bit ceilings (studio-mastered material) ──────────────────────
+sample_pos_524287="\xff\xff\x07\x00"
+sample_neg_524288="\x00\x00\xf8\xff"
+
+# ─── 24-bit ceilings — LAC's contract limit ─────────────────────────
+# |sample| ≤ 2^23 − 1. Values at exactly +8388607 and −8388607 exercise
+# the autocorrelation accumulator's worst case.
+sample_pos_8388607="\xff\xff\x7f\x00"
+sample_neg_8388607="\x01\x00\x80\xff"
+
+# ─── Out-of-contract values (clamped by the fuzz target) ─────────────
+# Included so libFuzzer has the bit patterns handy if the encoder's
+# magnitude guard ever regresses; the clamp in the harness keeps these
+# from reaching encode_frame in steady state.
+sample_i32_max="\xff\xff\xff\x7f"
+sample_i32_min="\x00\x00\x00\x80"
diff --git a/fuzz/fuzz_targets/decode_arbitrary.rs b/fuzz/fuzz_targets/decode_arbitrary.rs
new file mode 100644
index 0000000..48b6e84
--- /dev/null
+++ b/fuzz/fuzz_targets/decode_arbitrary.rs
@@ -0,0 +1,26 @@
+//! Fuzzer for `decode_frame` against arbitrary byte input.
+//!
+//! Drives the frame parser and Rice bitstream decoder with random bytes.
+//! The decoder must never panic, allocate unboundedly, or enter an infinite
+//! loop on any input: success is "returns `Ok` with valid samples" or
+//! "returns `Err(DecodeError)`". Nothing else is acceptable.
+//!
+//! Paths exercised:
+//! - Every header validation branch (sync, order range, partition order
+//!   range, truncation at each field boundary, partition count vs. sample
+//!   count mismatch).
+//! - The Rice unary-decode loop with pathological run lengths (the
+//!   `q > 2^26` guard in `rice::rice_decode` is specifically targeted).
+//! - The Q15 predictor accumulator on adversarial coefficient and residual
+//!   values (overflow / wrap-around checks).
+
+#![no_main]
+
+use libfuzzer_sys::fuzz_target;
+
+fuzz_target!(|data: &[u8]| {
+    // Only the `Ok` / `Err` result is meaningful; panics are the failure
+    // mode. The returned samples themselves are unchecked here — the
+    // `roundtrip_arbitrary` target verifies encoder/decoder self-consistency.
+    let _ = lac::decode_frame(data);
+});
diff --git a/fuzz/fuzz_targets/roundtrip_arbitrary.rs b/fuzz/fuzz_targets/roundtrip_arbitrary.rs
new file mode 100644
index 0000000..f3c986d
--- /dev/null
+++ b/fuzz/fuzz_targets/roundtrip_arbitrary.rs
@@ -0,0 +1,56 @@
+//! Fuzzer for encoder/decoder self-consistency.
+//!
+//! Interprets the fuzzer's byte input as a sequence of 24-bit signed PCM
+//! samples, clamped to the LAC input range, encodes the frame, and
+//! verifies the decoded output matches the original samples byte-for-byte.
+//!
+//! Catches any encoder bug that produces a bitstream the decoder can't
+//! reconstruct exactly — which is the whole point of a lossless codec.
+//!
+//! This complements `decode_arbitrary`:
+//! - `decode_arbitrary` asserts the decoder is robust to arbitrary input.
+//! - `roundtrip_arbitrary` asserts encoder and decoder agree on meaning.
+
+#![no_main]
+
+use libfuzzer_sys::fuzz_target;
+
+/// LAC's documented input range (spec §1): `|sample| ≤ 2^23 − 1`.
+/// Fuzzer bytes are interpreted as i32 then clamped to this symmetric
+/// range — note the lower bound is `-(2^23 − 1)`, NOT the two's-complement
+/// `-2^23`; the encoder's debug-asserted input contract excludes the
+/// extra negative value.
+const SAMPLE_MIN: i32 = -((1 << 23) - 1);
+const SAMPLE_MAX: i32 = (1 << 23) - 1;
+
+fuzz_target!(|data: &[u8]| {
+    // Need at least one sample (4 bytes interpreted as i32) and a
+    // reasonable upper bound to keep each fuzz iteration fast. 16k samples
+    // at 48 kHz is ~340 ms of audio, more than enough to exercise every
+    // encoder path including the full MAX_PARTITION_ORDER search.
+    if data.len() < 4 || data.len() > 65_536 {
+        return;
+    }
+
+    // Read i32 chunks little-endian, clamp into LAC's 24-bit range.
+    let samples: Vec<i32> = data
+        .chunks_exact(4)
+        .map(|c| {
+            let raw = i32::from_le_bytes([c[0], c[1], c[2], c[3]]);
+            raw.clamp(SAMPLE_MIN, SAMPLE_MAX)
+        })
+        .collect();
+    if samples.is_empty() {
+        return;
+    }
+
+    let encoded = lac::encode_frame(&samples);
+    let decoded = lac::decode_frame(&encoded)
+        .expect("decoder rejected its own encoder's output");
+    assert_eq!(
+        decoded, samples,
+        "round-trip mismatch: {} samples, encoded {} bytes",
+        samples.len(),
+        encoded.len()
+    );
+});
diff --git a/src/bit_io.rs b/src/bit_io.rs
new file mode 100644
index 0000000..235dcca
--- /dev/null
+++ b/src/bit_io.rs
@@ -0,0 +1,360 @@
+//! MSB-first bit writer and reader for the Rice entropy coder.
+//!
+//! # Wire convention
+//!
+//! LAC's entropy-coded payload is big-endian at the bit level: the first bit
+//! written lands at bit 7 (MSB) of the first output byte, and the reader
+//! recovers bits in the same order. This matches FLAC's convention and keeps
+//! Rice codewords human-inspectable in a hex dump.
+
+use alloc::vec::Vec;
+
+/// Bit writer that accumulates MSB-first and appends bytes into a
+/// caller-owned `Vec<u8>` once eight bits are ready. Final partial byte
+/// is zero-padded on the LSB side via `finish`.
+///
+/// The writer borrows its destination buffer for its entire lifetime —
+/// this matches the `_into` idiom used elsewhere in the crate (`encode_frame_into`,
+/// `decode_frame_into`, `rice_encode_zigzag_into`, `rice_decode_into`) and lets
+/// every encoder path reuse a single caller-provided buffer with zero
+/// heap traffic past the first-frame warm-up.
+pub struct BitWriter<'a> {
+    /// Output buffer. Bytes are appended as the accumulator fills. The
+    /// caller retains ownership; `finish` returns nothing.
+    buf: &'a mut Vec<u8>,
+    /// Partial byte under construction. Bits are appended at the LSB of this
+    /// accumulator; `finish` left-aligns the partial byte so the first bit
+    /// written always occupies the MSB of its output byte.
+    current: u8,
+    /// Count of valid bits in `current`. Invariant: `0 ≤ bits ≤ 7`. When `bits`
+    /// reaches 8, `current` is pushed to `buf` and both are reset.
+    bits: u8,
+}
+
+impl<'a> BitWriter<'a> {
+    /// Create a bit writer that appends into `buf`. Existing bytes in
+    /// `buf` are preserved — the writer only extends. Callers that want
+    /// a fresh bitstream start with a cleared `Vec<u8>`.
+    pub fn new(buf: &'a mut Vec<u8>) -> Self {
+        Self {
+            buf,
+            current: 0,
+            bits: 0,
+        }
+    }
+
+    /// Append one bit, MSB-first.
+    #[inline]
+    pub fn write_bit(&mut self, bit: bool) {
+        self.current = (self.current << 1) | (bit as u8);
+        self.bits += 1;
+        if self.bits == 8 {
+            self.buf.push(self.current);
+            self.current = 0;
+            self.bits = 0;
+        }
+    }
+
+    /// Append `count` bits from `value`, MSB-first. Bit `count-1` is written
+    /// first, down to bit 0 last.
+    ///
+    /// `debug_assert!(count <= 32)` guards the shift `value >> i` from undefined
+    /// behaviour on 32-bit operands.
+    #[inline]
+    pub fn write_bits(&mut self, value: u32, count: u8) {
+        debug_assert!(count <= 32, "count={count} exceeds u32 width");
+        for i in (0..count).rev() {
+            self.write_bit((value >> i) & 1 != 0);
+        }
+    }
+
+    /// Flush any partial byte (zero-padded on the LSB side) into the
+    /// backing buffer. Consumes the writer so the borrow on `buf` ends
+    /// and the caller regains access.
+    ///
+    /// The `<< (8 - bits)` shift moves the accumulated bits to the
+    /// most-significant positions of the final byte. This preserves MSB-first
+    /// ordering: the first bit written is still at bit 7 of the flushed byte.
+    pub fn finish(self) {
+        if self.bits > 0 {
+            self.buf.push(self.current << (8 - self.bits));
+        }
+    }
+
+    /// Total bits written so far (committed bytes plus the partial byte).
+    /// Only referenced by unit tests; gated accordingly.
+    #[cfg(test)]
+    pub(crate) fn bit_count(&self) -> usize {
+        self.buf.len() * 8 + self.bits as usize
+    }
+}
+
+/// Bit reader matching `BitWriter`'s MSB-first ordering. Consumes from the MSB
+/// of each byte down to the LSB, then advances to the next byte.
+pub struct BitReader<'a> {
+    buf: &'a [u8],
+    byte_pos: usize,
+    /// Bit offset within `buf[byte_pos]`, counting from MSB (7) down to LSB (0).
+    /// Starts at 7 so the first read extracts bit 7 — the bit that `BitWriter`
+    /// wrote first.
+    bit_pos: u8,
+}
+
+impl<'a> BitReader<'a> {
+    /// Create a reader positioned at the MSB of the first byte.
+    pub fn new(buf: &'a [u8]) -> Self {
+        Self {
+            buf,
+            byte_pos: 0,
+            bit_pos: 7,
+        }
+    }
+
+    /// Read the next bit. Returns `None` when the buffer is exhausted.
+    #[inline]
+    pub fn read_bit(&mut self) -> Option<bool> {
+        if self.byte_pos >= self.buf.len() {
+            return None;
+        }
+        let bit = (self.buf[self.byte_pos] >> self.bit_pos) & 1 != 0;
+        if self.bit_pos == 0 {
+            self.byte_pos += 1;
+            self.bit_pos = 7;
+        } else {
+            self.bit_pos -= 1;
+        }
+        Some(bit)
+    }
+
+    /// Read `count` bits, MSB-first, into a u32. Returns `None` if fewer than
+    /// `count` bits remain. Each successive bit is shifted into the LSB of the
+    /// accumulator, so the first bit read becomes the most significant bit of
+    /// the result.
+    #[inline]
+    pub fn read_bits(&mut self, count: u8) -> Option<u32> {
+        let mut v = 0u32;
+        for _ in 0..count {
+            v = (v << 1) | (self.read_bit()? as u32);
+        }
+        Some(v)
+    }
+
+    /// Scan a unary prefix: count leading zero bits up to (and consume)
+    /// the terminating `1`. Returns the zero count; returns `None` if
+    /// the buffer is exhausted before a `1` is seen.
+    ///
+    /// Byte-at-a-time via `u8::leading_zeros` on the packed data —
+    /// materially faster than `read_bit()`-per-zero in the Rice decoder
+    /// when residuals have large quotients (wide content + small `k`).
+    /// Typical audio has quotients in the single digits per codeword,
+    /// where the bit-by-bit and byte-at-a-time paths are indistinguishable.
+    ///
+    /// Saturating accumulation keeps the returned count well-defined on
+    /// hypothetical inputs with > 2³² consecutive zero bits; the caller
+    /// applies any Rice-parameter-specific quotient cap after the fact.
+    #[inline]
+    pub fn read_unary(&mut self) -> Option<u32> {
+        let mut q: u32 = 0;
+
+        // Phase 1: drain the remaining bits of the current partial byte,
+        // if any. `bit_pos < 7` implies we're mid-byte; the BitReader
+        // invariant (see `read_bit`) guarantees `byte_pos` is in range.
+        if self.bit_pos < 7 {
+            let byte = self.buf[self.byte_pos];
+            // The live region is bits `bit_pos..=0`. Mask off everything
+            // above so `leading_zeros` counts only within it.
+            let valid = self.bit_pos + 1;
+            let live = byte & ((1u8 << valid) - 1);
+            if live == 0 {
+                // All remaining bits in this byte are zero.
+                q = valid as u32;
+                self.byte_pos += 1;
+                self.bit_pos = 7;
+            } else {
+                // `live.leading_zeros()` counts zeros from bit 7 down.
+                // Since the masked bits above `bit_pos` are all zero and
+                // `live != 0`, the highest set bit index is in `[0, bit_pos]`
+                // and the zero count within the live region is
+                // `bit_pos - terminator_bit`.
+                let terminator_bit = 7u8 - live.leading_zeros() as u8;
+                q = (self.bit_pos - terminator_bit) as u32;
+                if terminator_bit == 0 {
+                    self.byte_pos += 1;
+                    self.bit_pos = 7;
+                } else {
+                    self.bit_pos = terminator_bit - 1;
+                }
+                return Some(q);
+            }
+        }
+
+        // Phase 2: byte-aligned scan over whole bytes.
+        while let Some(&byte) = self.buf.get(self.byte_pos) {
+            if byte == 0 {
+                q = q.saturating_add(8);
+                self.byte_pos += 1;
+            } else {
+                let lz = byte.leading_zeros();
+                q = q.saturating_add(lz);
+                let terminator_bit = 7u8 - lz as u8;
+                if terminator_bit == 0 {
+                    self.byte_pos += 1;
+                    self.bit_pos = 7;
+                } else {
+                    self.bit_pos = terminator_bit - 1;
+                }
+                return Some(q);
+            }
+        }
+
+        None
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+    use alloc::vec;
+
+    #[test]
+    fn roundtrip_single_bits() {
+        let bits = [true, false, true, true, false, false, true, false, true];
+        let mut buf = Vec::new();
+        {
+            let mut w = BitWriter::new(&mut buf);
+            for &b in &bits {
+                w.write_bit(b);
+            }
+            w.finish();
+        }
+
+        let mut r = BitReader::new(&buf);
+        for &expected in &bits {
+            assert_eq!(r.read_bit(), Some(expected));
+        }
+    }
+
+    #[test]
+    fn roundtrip_multi_bit_values() {
+        let vals: &[(u32, u8)] = &[(0b10110, 5), (0, 3), (0xAB, 8), (1, 1), (0x1F, 5)];
+        let mut buf = Vec::new();
+        {
+            let mut w = BitWriter::new(&mut buf);
+            for &(v, n) in vals {
+                w.write_bits(v, n);
+            }
+            w.finish();
+        }
+
+        let mut r = BitReader::new(&buf);
+        for &(expected, n) in vals {
+            assert_eq!(r.read_bits(n), Some(expected));
+        }
+    }
+
+    #[test]
+    fn byte_padding_is_zero() {
+        let mut buf = Vec::new();
+        {
+            let mut w = BitWriter::new(&mut buf);
+            w.write_bits(0b101, 3);
+            w.finish();
+        }
+        assert_eq!(buf.len(), 1);
+        // Written 3 bits; the remaining 5 bits of the output byte are zero.
+        assert_eq!(buf[0], 0b101_00000);
+    }
+
+    #[test]
+    fn writer_appends_to_existing_bytes() {
+        // Constructing with a non-empty buffer must preserve existing
+        // bytes — this is how frame::encode_frame_into threads a single
+        // `out` through the header serialisation plus the Rice bitstream
+        // writer without intermediate copies.
+        let mut buf = vec![0xAA, 0xBB];
+        {
+            let mut w = BitWriter::new(&mut buf);
+            w.write_bits(0b1111_0000, 8);
+            w.finish();
+        }
+        assert_eq!(buf, vec![0xAA, 0xBB, 0xF0]);
+    }
+
+    #[test]
+    fn read_past_end_returns_none() {
+        let buf = [0xFFu8];
+        let mut r = BitReader::new(&buf);
+        for _ in 0..8 {
+            assert_eq!(r.read_bit(), Some(true));
+        }
+        assert_eq!(r.read_bit(), None);
+    }
+
+    #[test]
+    fn read_unary_matches_bit_loop() {
+        // For every zero-count q in [0, 23] and k in [0, 5], write the
+        // unary prefix by hand and check that `read_unary` returns the
+        // same value as a bit-by-bit scan would. Starts the reader at
+        // both byte-aligned and mid-byte offsets so the Phase 1 /
+        // Phase 2 split is covered.
+        for prefix_bits in 0u8..5 {
+            for q in [0u32, 1, 2, 5, 7, 8, 15, 16, 17, 23] {
+                let mut buf = Vec::new();
+                {
+                    let mut w = BitWriter::new(&mut buf);
+                    // Prefix to shift the unary payload to a non-aligned start.
+                    if prefix_bits > 0 {
+                        w.write_bits(0, prefix_bits);
+                    }
+                    // q zero-bits then a single terminator.
+                    for _ in 0..q {
+                        w.write_bit(false);
+                    }
+                    w.write_bit(true);
+                    w.finish();
+                }
+
+                let mut r = BitReader::new(&buf);
+                if prefix_bits > 0 {
+                    let _ = r.read_bits(prefix_bits);
+                }
+                assert_eq!(r.read_unary(), Some(q), "q={q} prefix_bits={prefix_bits}");
+            }
+        }
+    }
+
+    #[test]
+    fn read_unary_truncated_returns_none() {
+        // All-zero buffer with no terminator: reader scans the entire
+        // buffer and reports exhaustion.
+        let buf = [0u8; 4];
+        let mut r = BitReader::new(&buf);
+        assert_eq!(r.read_unary(), None);
+    }
+
+    #[test]
+    fn read_unary_terminator_at_last_bit_of_byte() {
+        // q = 7, then a 1-bit at bit 0 of the first byte: value 0x01.
+        // Tests the terminator-at-bit-0 branch that advances the byte
+        // cursor instead of decrementing bit_pos.
+        let buf = [0x01u8, 0x80];
+        let mut r = BitReader::new(&buf);
+        assert_eq!(r.read_unary(), Some(7));
+        // Reader should now be at byte 1, bit 7. A second unary read
+        // consumes the 1-bit at bit 7 → q = 0.
+        assert_eq!(r.read_unary(), Some(0));
+    }
+
+    #[test]
+    fn bit_count_tracks_partial_byte() {
+        let mut buf = Vec::new();
+        let mut w = BitWriter::new(&mut buf);
+        assert_eq!(w.bit_count(), 0);
+        w.write_bits(0b1011, 4);
+        assert_eq!(w.bit_count(), 4);
+        w.write_bits(0b11, 2);
+        assert_eq!(w.bit_count(), 6);
+        w.write_bits(0b10, 2);
+        assert_eq!(w.bit_count(), 8);
+    }
+}
diff --git a/src/frame.rs b/src/frame.rs
new file mode 100644
index 0000000..309537c
--- /dev/null
+++ b/src/frame.rs
@@ -0,0 +1,1220 @@
+//! Frame encode and decode.
+//!
+//! A LAC frame is a self-contained unit: `header || rice_bitstream`. The
+//! header carries the LPC prediction order, the Rice partition order, sample
+//! count, and Q15 predictor coefficients. The Rice bitstream follows
+//! immediately with all residuals for the frame, grouped by partition.
+//!
+//! Frames are independently decodable — no cross-frame state — so a lost or
+//! corrupt frame cannot corrupt subsequent decoding. On structural or
+//! authentication failure the caller substitutes `frame_sample_count` zeros
+//! (silence) for the frame period.
+
+use alloc::vec::Vec;
+
+use crate::lpc::{
+    LpcLevels, MAX_COEFFICIENT_SHIFT, compute_residuals_into, lpc_analyze_levels_into,
+    lpc_synthesize_into,
+};
+use crate::rice::{estimate_cost, rice_decode_into, rice_encode_zigzag_into, zigzag};
+use crate::{MAX_LPC_ORDER, MAX_PARTITION_ORDER};
+
+/// Sync word at bytes 0-1 of every audio frame header.
+///
+/// Chosen to be rare in natural audio data: the high bit set plus the
+/// "ACC" mnemonic produces a value unlikely to arise from raw PCM samples
+/// treated as a byte stream. Distinct from LVC's sync word so a cross-typed
+/// decoder rejects foreign frames at the first check.
+pub const SYNC_WORD: u16 = 0x1ACC;
+
+/// Structured decode error for the frame parser and Rice decoder.
+///
+/// On any of these errors the caller must discard the frame and substitute
+/// silence — partial state must never propagate into subsequent decodes.
+/// Each header-rejection variant carries the offending value so operator
+/// telemetry can distinguish "this is not a LAC stream" (`BadSyncWord`)
+/// from "one field was corrupted on the wire" (the field-specific
+/// variants), without re-reading the failing bytes.
+#[derive(Debug, Clone, Copy, PartialEq, Eq)]
+#[non_exhaustive]
+pub enum DecodeError {
+    /// First two bytes did not match `SYNC_WORD` (`0x1ACC`). Either the
+    /// payload is not a LAC frame, or it uses a different wire-format
+    /// version (future versions use distinct sync words per `Specification.md` §8).
+    BadSyncWord {
+        /// The 16-bit big-endian value actually read from `data[0..2]`.
+        got: u16,
+    },
+    /// `prediction_order` field exceeds `MAX_LPC_ORDER` (32).
+    InvalidPredictionOrder {
+        /// The u8 value read from `data[2]`.
+        got: u8,
+    },
+    /// `partition_order` field exceeds `MAX_PARTITION_ORDER` (7).
+    InvalidPartitionOrder {
+        /// The u8 value read from `data[3]`.
+        got: u8,
+    },
+    /// `coefficient_shift` field exceeds `MAX_COEFFICIENT_SHIFT` (5).
+    InvalidCoefficientShift {
+        /// The u8 value read from `data[4]`.
+        got: u8,
+    },
+    /// Verbatim frame (`prediction_order == 0`) carried a non-zero
+    /// `coefficient_shift`. The shift field is meaningless without
+    /// coefficients and must be zero for the header to round-trip cleanly.
+    CoefficientShiftWithoutOrder {
+        /// The non-zero shift value that tripped the check.
+        shift: u8,
+    },
+    /// The bitstream ended before all expected data had been read.
+    Truncated,
+    /// A parameter value decoded from the bitstream is out of its documented
+    /// range — e.g., a per-partition `k` above the allowed maximum, a
+    /// `frame_sample_count` of zero, or a partition count that doesn't
+    /// evenly divide the frame length.
+    InvalidParameter,
+    /// The stream uses a feature this decoder does not implement. Reserved
+    /// for future format extensions; no current encoder path emits values
+    /// that trigger this.
+    Unsupported,
+}
+
+impl core::fmt::Display for DecodeError {
+    fn fmt(&self, f: &mut core::fmt::Formatter<'_>) -> core::fmt::Result {
+        match self {
+            DecodeError::BadSyncWord { got } => {
+                write!(
+                    f,
+                    "bad sync word: got {got:#06x}, expected {SYNC_WORD:#06x}"
+                )
+            }
+            DecodeError::InvalidPredictionOrder { got } => {
+                write!(f, "prediction_order {got} exceeds max {MAX_LPC_ORDER}")
+            }
+            DecodeError::InvalidPartitionOrder { got } => {
+                write!(f, "partition_order {got} exceeds max {MAX_PARTITION_ORDER}")
+            }
+            DecodeError::InvalidCoefficientShift { got } => {
+                write!(
+                    f,
+                    "coefficient_shift {got} exceeds max {MAX_COEFFICIENT_SHIFT}"
+                )
+            }
+            DecodeError::CoefficientShiftWithoutOrder { shift } => {
+                write!(f, "coefficient_shift is {shift} but prediction_order is 0")
+            }
+            DecodeError::Truncated => f.write_str("bitstream truncated"),
+            DecodeError::InvalidParameter => f.write_str("decoded parameter out of range"),
+            DecodeError::Unsupported => f.write_str("unsupported stream feature"),
+        }
+    }
+}
+
+impl core::error::Error for DecodeError {}
+
+// ── Frame header ────────────────────────────────────────────────────────────
+
+/// Decoded representation of an audio frame header.
+///
+/// Wire layout (all multi-byte integer fields are big-endian):
+///
+/// ```text
+///  0- 1  sync_word           u16 BE   = 0x1ACC
+///  2      prediction_order   u8       ∈ [0, 32]
+///  3      partition_order    u8       ∈ [0, 7]
+///  4      coefficient_shift  u8       ∈ [0, 5]
+///  5- 6  frame_sample_count  u16 BE
+///  7+     lpc_coefficients    [i16 BE; prediction_order]
+/// ```
+///
+/// Total fixed-header length = `7 + prediction_order × 2` bytes.
+///
+/// Marked `#[non_exhaustive]` so future wire-format revisions that add
+/// fields (e.g. a v2 CRC tag under the versioning rules in spec §8)
+/// don't become a breaking change for external callers doing
+/// struct-literal construction or exhaustive pattern matches.
+/// In-crate code is unaffected.
+#[derive(Debug, Clone, PartialEq, Eq)]
+#[non_exhaustive]
+pub struct AudioFrameHeader {
+    /// LPC prediction order. 0 = verbatim (no prediction, residuals equal
+    /// samples).
+    pub prediction_order: u8,
+    /// Rice partition order. The residual stream is split into
+    /// `1 << partition_order` equal-size partitions, each with its own Rice
+    /// parameter stored at the start of the partition's payload.
+    pub partition_order: u8,
+    /// Fixed-point scale of `lpc_coefficients`. Coefficients are
+    /// interpreted as `Q(15 − coefficient_shift)`. At `shift = 0` the
+    /// scale is Q15 (values in `[−1, 1)`); at `shift = 5` the scale is Q10
+    /// (values in `[−32, 32)`). Always `0` when `prediction_order == 0`.
+    pub coefficient_shift: u8,
+    /// Number of audio samples in this frame. Matches the length of the
+    /// decoded sample vector. Must be a multiple of
+    /// `1 << partition_order` so the residual stream divides evenly.
+    pub frame_sample_count: u16,
+    /// Predictor coefficients in Q(15 − coefficient_shift) format; length
+    /// equals `prediction_order`. Synthesis formula:
+    /// `x̂[n] = Σ coeff[j] · x[n-j-1]` with right-shift by
+    /// `(15 − coefficient_shift)` (plain positive sum; the negation
+    /// between analysis and predictor conventions is applied inside the
+    /// LPC module at quantisation time).
+    pub lpc_coefficients: Vec<i16>,
+}
+
+/// Parse an audio frame header from the start of `data`.
+///
+/// Returns `(header, bytes_consumed)` on success. Validates the sync word,
+/// `prediction_order ≤ MAX_LPC_ORDER`, `partition_order ≤ MAX_PARTITION_ORDER`,
+/// `coefficient_shift ≤ MAX_COEFFICIENT_SHIFT`, buffer length sufficient for
+/// the coefficient array, and that `frame_sample_count` divides evenly by
+/// `1 << partition_order`.
+pub fn parse_header(data: &[u8]) -> Result<(AudioFrameHeader, usize), DecodeError> {
+    if data.len() < 7 {
+        return Err(DecodeError::Truncated);
+    }
+
+    let sync = u16::from_be_bytes([data[0], data[1]]);
+    if sync != SYNC_WORD {
+        return Err(DecodeError::BadSyncWord { got: sync });
+    }
+
+    let prediction_order = data[2];
+    if prediction_order > MAX_LPC_ORDER {
+        return Err(DecodeError::InvalidPredictionOrder {
+            got: prediction_order,
+        });
+    }
+
+    let partition_order = data[3];
+    if partition_order > MAX_PARTITION_ORDER {
+        return Err(DecodeError::InvalidPartitionOrder {
+            got: partition_order,
+        });
+    }
+
+    let coefficient_shift = data[4];
+    if coefficient_shift > MAX_COEFFICIENT_SHIFT {
+        return Err(DecodeError::InvalidCoefficientShift {
+            got: coefficient_shift,
+        });
+    }
+    // Verbatim frames (order 0) carry no coefficients; the shift field is
+    // irrelevant and must be zero for the header to round-trip cleanly.
+    if prediction_order == 0 && coefficient_shift != 0 {
+        return Err(DecodeError::CoefficientShiftWithoutOrder {
+            shift: coefficient_shift,
+        });
+    }
+
+    let frame_sample_count = u16::from_be_bytes([data[5], data[6]]);
+
+    // Spec §3.5 requires `frame_sample_count ≥ 1`. A zero-sample frame
+    // trivially passes the partition-divisibility check below (0 % n == 0)
+    // but carries no audio — rejecting it here prevents a well-formed
+    // but useless frame from parsing successfully.
+    if frame_sample_count == 0 {
+        return Err(DecodeError::InvalidParameter);
+    }
+
+    let n_partitions = 1u32 << partition_order;
+    // u32 arithmetic is sufficient: `frame_sample_count ≤ 65535` and
+    // `n_partitions ≤ 128`.
+    if !(frame_sample_count as u32).is_multiple_of(n_partitions) {
+        return Err(DecodeError::InvalidParameter);
+    }
+
+    let coeff_bytes = prediction_order as usize * 2;
+    if data.len() < 7 + coeff_bytes {
+        return Err(DecodeError::Truncated);
+    }
+
+    let lpc_coefficients: Vec<i16> = (0..prediction_order as usize)
+        .map(|i| i16::from_be_bytes([data[7 + i * 2], data[8 + i * 2]]))
+        .collect();
+
+    Ok((
+        AudioFrameHeader {
+            prediction_order,
+            partition_order,
+            coefficient_shift,
+            frame_sample_count,
+            lpc_coefficients,
+        },
+        7 + coeff_bytes,
+    ))
+}
+
+// ── Public API ──────────────────────────────────────────────────────────────
+
+/// Encode a frame of signed integer PCM samples to a complete frame byte
+/// string.
+///
+/// Searches over a sparse LPC order grid (see spec §7) with a two-order
+/// early-out, crossed with every `partition_order ∈ [0, 7]` that divides
+/// the sample count evenly. Emits the `(order, partition_order, shift)`
+/// combination that minimises `header_bits + rice_bits`.
+///
+/// # Preconditions
+///
+/// - `samples.len() ∈ [1, 65535]`. Frame length fits `u16` per spec §3.5;
+///   values outside this range have no valid wire representation.
+///   Violating this contract **panics** in every build (not just debug) —
+///   silently truncating `samples.len() as u16` would emit a frame whose
+///   `frame_sample_count = 0` that the decoder then (correctly) rejects,
+///   leaving the caller with no signal.
+/// - Every sample satisfies `|sample| ≤ 2²³ − 1` (spec §1). Out-of-range
+///   input is a caller contract violation; the encoder panics in both
+///   debug and release. The autocorrelation's `i64` accumulator
+///   overflows on samples wider than ~2²⁴ at typical frame counts,
+///   producing a structurally-valid frame that does not round-trip —
+///   a silent corruption class the panic replaces with a loud failure.
+///   Callers re-feeding decoder output (e.g. an MCU mix pipeline)
+///   **must** clamp or validate first; see [`decode_frame`] for the
+///   output-magnitude caveat that motivates this. The check is one
+///   linear scan of `samples` per encode (~1 µs on a 4096-sample
+///   frame, ~2 % of typical frame-encode time).
+pub fn encode_frame(samples: &[i32]) -> Vec<u8> {
+    let mut out = Vec::new();
+    encode_frame_into(samples, &mut out);
+    out
+}
+
+/// Like [`encode_frame`] but writes into the caller's `Vec<u8>`. The
+/// buffer is cleared first; its existing capacity is retained so hot-
+/// path callers can reuse one allocation across every frame they
+/// encode. Designed for the MCU encode fanout and any QUIC-streaming
+/// sender that owns a per-channel scratch buffer.
+///
+/// Same preconditions as [`encode_frame`] — the same panic and
+/// debug-assert policy applies.
+pub fn encode_frame_into(samples: &[i32], out: &mut Vec<u8>) {
+    // Sparse order grid used by the reference encoder. See spec §7 for
+    // the compliance clause: exhaustive `0..=32` search also produces
+    // a valid frame, and the two paths are verified to agree within
+    // ~0.5% compression on the corpus by the `sparse_vs_exhaustive`
+    // differential.
+    const ORDER_GRID: &[u8] = &[0, 2, 4, 6, 8, 10, 12, 16, 20, 24, 28, 32];
+    encode_frame_with_grid(samples, ORDER_GRID, 2, out);
+}
+
+/// Encoder entry point parameterised by the LPC order grid and the
+/// patience value for the stop-when-stale heuristic. Crate-private:
+/// `encode_frame` / `encode_frame_into` are the public API. The
+/// `sparse_vs_exhaustive_on_headset_speech` unit test (further down
+/// this file) is the only non-production caller; it reaches in from
+/// the crate-internal `tests` module.
+///
+/// Frame length must fit in `u16` (spec §3.5): `samples.len() ≤ 65535`.
+/// The checks here are `assert!` (runtime, release-build-active) rather
+/// than `debug_assert!` — silently truncating `samples.len() as u16`
+/// would emit a frame whose header's `frame_sample_count = 0` that the
+/// decoder then (correctly) rejects, leaving the encoder with no
+/// signal that the caller violated the contract.
+pub(crate) fn encode_frame_with_grid(
+    samples: &[i32],
+    order_grid: &[u8],
+    patience: u8,
+    out: &mut Vec<u8>,
+) {
+    assert!(
+        samples.len() <= u16::MAX as usize,
+        "LAC frame_sample_count {} exceeds u16::MAX ({}) — chunk the input into smaller frames",
+        samples.len(),
+        u16::MAX
+    );
+    assert!(!samples.is_empty(), "LAC cannot encode a zero-sample frame");
+    // Input-magnitude contract check (spec §1). Runtime-active in
+    // release — an out-of-range sample silently overflows the i64
+    // autocorrelation accumulator at large frame counts
+    // (`|s|² · 65535` exceeds i64 once |s| passes ~2^24, see
+    // `encode_frame` doc). That wraps to garbage coefficients and
+    // produces a structurally-valid frame that decodes deterministically
+    // but fails round-trip. The attack surface is MCU pipelines that
+    // forget to clamp decoder output per spec §6.2 before re-encoding;
+    // panicking here turns that silent-corruption class into a loud
+    // failure instead. Cost is one linear scan of `samples` per encode
+    // (~1 µs on a 4096-sample frame), comfortably under the ~60 µs
+    // total encode time.
+    assert!(
+        samples
+            .iter()
+            .all(|&s| (-((1 << 23) - 1)..=((1 << 23) - 1)).contains(&s)),
+        "LAC encoder input must satisfy |sample| ≤ 2^23 - 1 (spec §1); found out-of-range value"
+    );
+
+    // `R[0] == 0` ⇔ every sample is zero. The LPC path divides by `R[0]`
+    // inside Levinson-Durbin, so the encoder forces order 0 (verbatim) for
+    // all-zero frames to avoid division-by-zero and because verbatim is
+    // trivially optimal on silence anyway.
+    let r0: i64 = samples.iter().map(|&s| (s as i64) * (s as i64)).sum();
+
+    // Pre-compute LPC coefficients for all orders 1..=MAX_LPC_ORDER in
+    // a single Levinson-Durbin pass. `levels_valid = false` means
+    // all-zero input; the search below will only use order 0 in that
+    // case. `levels` is stack-allocated — ~2 KB zero-fill once per
+    // frame, avoids the dozens of heap allocations a `Vec<Vec<i16>>`
+    // analogue would pay.
+    let mut levels = LpcLevels::new();
+    let levels_valid = if r0 == 0 {
+        false
+    } else {
+        lpc_analyze_levels_into(samples, MAX_LPC_ORDER, &mut levels)
+    };
+
+    let mut best_total_bits = usize::MAX;
+    let mut best_order = 0u8;
+    let mut best_partition_order = 0u8;
+    let mut best_shift = 0u8;
+    // When `Some`, the winner is a fixed-predictor candidate and the
+    // coefficient slice below should be used verbatim instead of being
+    // re-fetched from `levels`. Set only when a fixed predictor beats
+    // every LPC option tried for the same frame.
+    let mut best_fixed_coeffs: Option<&'static [i16]> = None;
+
+    // Fixed predictors (FLAC-style orders 1-4). Each is an
+    // integer-valued coefficient vector that quantises exactly at a
+    // specific `coefficient_shift`, so the prediction filter carries
+    // no Q-format fitting variance. They're evaluated as additional
+    // candidates alongside Levinson-Durbin.
+    //
+    // Layout per entry: `(prediction_order, coefficients, coefficient_shift)`.
+    // The stored coefficients are in Q(15 − shift) form, matching
+    // spec §3.4:
+    //
+    //   Order 1:  coeff = [1]            → 1st difference       (Q14)
+    //   Order 2:  coeff = [2, -1]        → 2nd difference       (Q13)
+    //   Order 3:  coeff = [3, -3, 1]     → 3rd difference       (Q13)
+    //   Order 4:  coeff = [4, -6, 4, -1] → 4th difference       (Q12)
+    //
+    // Coefficients are the FLAC fixed-predictor formulas in the
+    // "positive-sum predictor" convention LAC uses (see
+    // `lpc::q31_to_qn` for the sign flip from analysis-filter form).
+    //
+    // Measured impact on the test corpus: neutral to mildly positive
+    // on all six files (compression tied or 0.1-0.2 pp smaller than
+    // LPC-only; `sparse_vs_exhaustive` gap narrowed from 0.19% to
+    // 0.17%). No regression; net win. Most gain would appear on
+    // smooth polynomial-ish signals (synthetic test tones, sensor
+    // data) where the n-th difference is genuinely tiny.
+    const FIXED_PREDICTORS: &[(u8, &[i16], u8)] = &[
+        (1, &[16_384], 1),                          // [1]           @ Q14
+        (2, &[16_384, -8_192], 2),                  // [2, -1]       @ Q13
+        (3, &[24_576, -24_576, 8_192], 2),          // [3, -3, 1]    @ Q13
+        (4, &[16_384, -24_576, 16_384, -4_096], 3), // [4, -6, 4, -1] @ Q12
+    ];
+
+    // Caller supplies the order grid and the early-out patience. The
+    // public `encode_frame` passes the reference sparse grid; the test
+    // suite uses `encode_frame_with_grid` to drive an exhaustive
+    // `0..=32` search and assert sparse-vs-exhaustive parity on real
+    // audio (see `sparse_vs_exhaustive_corpus`).
+    let mut stale_orders = 0u8;
+
+    // Scratch buffers reused across every order evaluated below. Each
+    // `compute_residuals_into` / zigzag pass clears and refills these
+    // rather than allocating a fresh `Vec`; ~15 orders × 2 allocations
+    // saved per frame × 7500 frames per 5-person MCU test works out to
+    // thousands of avoided allocations. Capacity reservation on the
+    // first call covers every subsequent one.
+    let mut residuals_buf: Vec<i32> = Vec::with_capacity(samples.len());
+    let mut zigzag_buf: Vec<u32> = Vec::with_capacity(samples.len());
+    // Winning-candidate zigzag snapshot. Pre-allocated to match
+    // `zigzag_buf` capacity so the best-update swap below preserves
+    // both sides' capacities and no allocator traffic occurs during
+    // the order loop.
+    let mut best_zigzag: Vec<u32> = Vec::with_capacity(samples.len());
+
+    // Empty-coefficient placeholder used for order 0 and the all-zero
+    // input fallback. Static so the search loop below can borrow `&[]`
+    // from it without ever allocating a `Vec<i16>` for the common case.
+    const EMPTY_COEFFS: &[i16] = &[];
+
+    for &order in order_grid {
+        let prev_best = best_total_bits;
+
+        // For order 0 or all-zero input, the predictor is empty and
+        // residuals equal the samples. Shift has no effect in that case
+        // and is reported as 0. For higher orders we *borrow* the
+        // coefficient slice from `levels` rather than cloning — that
+        // saves a small Vec allocation per order-iteration, ~12 allocs
+        // per frame at MCU scale.
+        let (coeffs_slice, shift): (&[i16], u8) = if order == 0 || !levels_valid {
+            (EMPTY_COEFFS, 0)
+        } else {
+            let view = levels.get(order);
+            (view.coefficients, view.shift)
+        };
+        compute_residuals_into(samples, coeffs_slice, shift, &mut residuals_buf);
+        // Zigzag once per LPC order and reuse the vector across every
+        // partition-order evaluation. Partition slicing is a no-cost
+        // byte offset into the already-mapped vector; redoing the
+        // signed→unsigned map inside each partition would multiply the
+        // zigzag work by 8 (one per partition_order) for no gain.
+        zigzag_buf.clear();
+        zigzag_buf.extend(residuals_buf.iter().map(|&r| zigzag(r)));
+
+        // Header bit cost: 7-byte fixed part plus 2 bytes per coefficient.
+        let header_bits = (7 + coeffs_slice.len() * 2) * 8;
+
+        // Track whether any `po` improves the running best at this
+        // order. The zigzag_buf ↔ best_zigzag swap happens once after
+        // the partition-order loop if so — swapping inside the loop
+        // would replace `zigzag_buf` with the previous-best's data
+        // mid-iteration, breaking every remaining `estimate_cost` call.
+        let mut best_updated = false;
+        for po in 0..=MAX_PARTITION_ORDER {
+            // `estimate_cost` returns None when partition count doesn't
+            // divide the residual count; skip those combinations.
+            let Some(rice_bits) = estimate_cost(&zigzag_buf, po) else {
+                continue;
+            };
+            let total = header_bits + rice_bits;
+            if total < best_total_bits {
+                best_total_bits = total;
+                best_order = order;
+                best_partition_order = po;
+                best_shift = shift;
+                // LPC beat the fixed-predictor candidate at this order
+                // (if any). Clear the fixed-coeffs pointer so the
+                // post-loop coefficient fetch goes through `levels`.
+                best_fixed_coeffs = None;
+                best_updated = true;
+            }
+        }
+        if best_updated {
+            // Snapshot the zigzag-mapped residuals for the winner.
+            // Swap instead of copy — the next order iteration will
+            // clear+refill `zigzag_buf` anyway, so the swapped-out
+            // previous-best data is overwritten before being read.
+            // Capacities are preserved by swap, so the search loop
+            // does zero allocation past the initial reservation.
+            core::mem::swap(&mut best_zigzag, &mut zigzag_buf);
+        }
+
+        // For all-zero input, order > 0 gives identical (zero) residuals
+        // because `compute_residuals` with any coefficients yields zeros.
+        // Skip the remaining orders — they can only match, never beat,
+        // the order-0 verbatim choice (which has zero coefficient overhead).
+        if r0 == 0 {
+            break;
+        }
+
+        // Track how long we've been unable to improve the running best.
+        // Over a long-enough stale streak, stop — the cost is climbing
+        // and further orders just add header overhead.
+        if best_total_bits < prev_best {
+            stale_orders = 0;
+        } else {
+            stale_orders += 1;
+            if stale_orders >= patience {
+                break;
+            }
+        }
+    }
+
+    // Fixed-predictor post-pass. Run *after* the LPC search so it
+    // can't tighten `best_total_bits` early and trip the LPC
+    // patience-based early-out — which, on the sparse grid with
+    // `patience = 2`, would have cut the main search short after 2-3
+    // non-improving orders and given up orders the LPC winner could
+    // still have reached. Running fixed predictors second gives them
+    // every chance to replace the LPC winner without interfering
+    // with the LPC plateau heuristic.
+    //
+    // Skip on all-zero input — every fixed predictor there produces
+    // zero residuals, which order-0 verbatim already wins on
+    // coefficient-header cost.
+    if r0 != 0 {
+        for &(fp_order, fp_coeffs, fp_shift) in FIXED_PREDICTORS {
+            compute_residuals_into(samples, fp_coeffs, fp_shift, &mut residuals_buf);
+            zigzag_buf.clear();
+            zigzag_buf.extend(residuals_buf.iter().map(|&r| zigzag(r)));
+            let header_bits = (7 + fp_coeffs.len() * 2) * 8;
+            // Same "defer swap until after the partition loop" pattern
+            // as the LPC loop above.
+            let mut best_updated = false;
+            for po in 0..=MAX_PARTITION_ORDER {
+                let Some(rice_bits) = estimate_cost(&zigzag_buf, po) else {
+                    continue;
+                };
+                let total = header_bits + rice_bits;
+                if total < best_total_bits {
+                    best_total_bits = total;
+                    best_order = fp_order;
+                    best_partition_order = po;
+                    best_shift = fp_shift;
+                    best_fixed_coeffs = Some(fp_coeffs);
+                    best_updated = true;
+                }
+            }
+            if best_updated {
+                core::mem::swap(&mut best_zigzag, &mut zigzag_buf);
+            }
+        }
+    }
+
+    // Fetch the winner's coefficients by slice. Precedence:
+    //   1. Fixed-predictor winner → the static slice baked into
+    //      `FIXED_PREDICTORS`. Fixed coefficients are valid even when
+    //      Levinson-Durbin couldn't run (they don't depend on
+    //      autocorrelation), so this branch dominates the next one.
+    //   2. Order 0 or Levinson-invalid → empty slice.
+    //   3. LPC winner → borrow into the stack-allocated `levels`.
+    let best_coeffs: &[i16] = if let Some(fixed) = best_fixed_coeffs {
+        fixed
+    } else if best_order == 0 || !levels_valid {
+        &[]
+    } else {
+        levels.get(best_order).coefficients
+    };
+
+    // Header-consistency guard: the wire format carries
+    // `prediction_order` coefficients immediately after the header,
+    // with the count derived from the order byte. If the search picked
+    // a non-zero order but the coefficient slice ended up empty (only
+    // possible when `levels_valid == false` — all-zero input, or
+    // Levinson-Durbin couldn't run on some pathological signal — AND
+    // the caller's order grid excludes 0), emitting the order byte
+    // as-is would produce a malformed frame whose decoder then reports
+    // `Truncated` because the coefficient bytes it expects don't exist.
+    // Override to order 0 so the header matches the actual payload.
+    if best_coeffs.is_empty() {
+        best_order = 0;
+        best_shift = 0;
+    }
+
+    // Serialise header bytes directly into the caller's output buffer.
+    out.clear();
+    out.reserve(7 + best_coeffs.len() * 2);
+    out.extend_from_slice(&SYNC_WORD.to_be_bytes());
+    out.push(best_order);
+    out.push(best_partition_order);
+    out.push(best_shift);
+    out.extend_from_slice(&(samples.len() as u16).to_be_bytes());
+    for &c in best_coeffs {
+        out.extend_from_slice(&c.to_be_bytes());
+    }
+    // Rice bitstream follows immediately. Append directly into `out`
+    // — the zigzag-aware encoder writes straight into the caller's
+    // buffer through the `BitWriter`'s `&mut Vec<u8>` borrow, so the
+    // encode hot path does not allocate or memcpy a separate Rice
+    // staging buffer. Reuses the already-computed zigzag vector so the
+    // encoder doesn't redo a signed→unsigned pass.
+    rice_encode_zigzag_into(&best_zigzag, best_partition_order, out);
+    best_zigzag.clear(); // drop early to free the Vec's capacity
+}
+
+/// Decode an audio frame, returning the reconstructed sample vector.
+///
+/// Parses the frame header, Rice-decodes the residuals at the indicated
+/// `partition_order`, then runs LPC synthesis to recover the samples.
+///
+/// On structural failure the caller substitutes `frame_sample_count` zeros
+/// for the frame period. Authentication failures are the transport layer's
+/// responsibility and occur before this function runs; `data` here is
+/// expected to already be plaintext.
+///
+/// # Output magnitude
+///
+/// On well-formed bitstreams produced by a compliant encoder from
+/// in-contract samples (`|sample| ≤ 2²³ − 1`, spec §1), the decoded
+/// output satisfies the same contract. Adversarial bitstreams — those
+/// that pass every rejection check in spec §6 but contain crafted
+/// coefficients and residuals — may produce output samples of any `i32`
+/// value, including values outside `[-(2²³ − 1), 2²³ − 1]`. The
+/// synthesis add (spec §3.6) is specified as wrapping `i32`: every byte
+/// sequence that parses produces a defined sample vector, and the
+/// decoder never panics.
+///
+/// Callers that re-feed decoder output into [`encode_frame`] (MCU
+/// decode → mix → re-encode pipelines, most commonly) SHOULD validate
+/// or clamp to the input-magnitude contract before re-encoding. The
+/// encoder's input-magnitude precondition is debug-asserted (see
+/// [`encode_frame`]); untrusted decoder output feeding an unchecked
+/// encoder is a silent-surprise chain, not a crash chain.
+///
+/// # Worst-case CPU on untrusted input
+///
+/// The decoder's per-codeword unary-run cap `q ≤ u32::MAX >> k`
+/// (spec §4.2) prevents any single codeword from consuming unbounded
+/// CPU. Total decode work per frame is bounded by the input buffer's
+/// byte length — long unary runs require proportional bytes of zero
+/// bits to encode — so a sane application-layer cap on the input
+/// buffer (e.g. reject frames larger than the negotiated MTU plus a
+/// generous sanity margin) also caps decode CPU. This isn't LAC-
+/// specific advice, but it's the place to apply it: no internal
+/// decoder timer or allocation limit enforces it.
+///
+/// # Error recovery
+///
+/// The frame length needed for silence substitution can always be
+/// recovered from `data` when the header itself was well-formed. Call
+/// [`parse_header`] on the same buffer; the returned
+/// [`AudioFrameHeader::frame_sample_count`] is the count to zero-fill.
+/// This works for any error raised after the header parse (`Truncated`
+/// in the bitstream, `InvalidParameter` during Rice decode) because
+/// those errors don't invalidate the already-parsed header.
+///
+/// When `parse_header` itself errors — `BadSyncWord`, one of the
+/// field-range variants, `Truncated` at the header — the length is
+/// genuinely unknowable from the frame alone, and the caller must fall
+/// back to the session-level default frame size (the container or
+/// transport typically carries this out-of-band).
+///
+/// ```no_run
+/// use lac::{decode_frame, parse_header, DecodeError};
+/// # fn get_frame() -> Vec<u8> { Vec::new() }
+/// # const SESSION_DEFAULT_FRAME: usize = 320;
+///
+/// let data = get_frame();
+/// let samples = match decode_frame(&data) {
+///     Ok(s) => s,
+///     Err(_) => {
+///         let count = parse_header(&data)
+///             .map(|(h, _)| h.frame_sample_count as usize)
+///             .unwrap_or(SESSION_DEFAULT_FRAME);
+///         vec![0i32; count]
+///     }
+/// };
+/// ```
+pub fn decode_frame(data: &[u8]) -> Result<Vec<i32>, DecodeError> {
+    let mut out = Vec::new();
+    decode_frame_into(data, &mut out)?;
+    Ok(out)
+}
+
+/// Like [`decode_frame`] but writes reconstructed samples into the
+/// caller's `Vec<i32>`. The buffer is cleared first; its existing
+/// capacity is retained so the MCU decode path can reuse one
+/// allocation per participant stream across every frame tick.
+///
+/// On error the output is left in an unspecified but valid state
+/// (typically empty or a partial decode prefix); callers must treat it
+/// the same as a structural failure and substitute silence.
+pub fn decode_frame_into(data: &[u8], out: &mut Vec<i32>) -> Result<(), DecodeError> {
+    let (header, header_len) = parse_header(data)?;
+    let rice_data = &data[header_len..];
+    let count = header.frame_sample_count as usize;
+
+    // Scratch residuals buffer: one heap allocation per decode. For a
+    // truly alloc-free decode path a caller-owned scratch struct could
+    // hold this, but the decode hot path is cheap enough that the
+    // extra API surface isn't worth it yet — encode allocations
+    // dominated the MCU hot loop, not decode.
+    let mut residuals: Vec<i32> = Vec::with_capacity(count);
+    rice_decode_into(rice_data, header.partition_order, count, &mut residuals)?;
+    lpc_synthesize_into(
+        &residuals,
+        &header.lpc_coefficients,
+        header.coefficient_shift,
+        out,
+    );
+    Ok(())
+}
+
+// ── Tests ───────────────────────────────────────────────────────────────────
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+    use alloc::vec;
+    use alloc::vec::Vec;
+
+    use crate::test_signals::{angular_step_q32, sine_samples as int_sine_samples};
+
+    /// Integer-math equivalent of the old float `sine_samples`: produces
+    /// `n` samples of `amplitude · sin(2π · freq_hz · i / sample_rate)`
+    /// using the test-time LUT in `crate::test_signals`. Keeps the old
+    /// call-site ergonomics so individual tests read the same, but the
+    /// whole repository stays free of float arithmetic.
+    fn sine_samples(n: usize, freq_hz: u64, sample_rate: u64, amplitude: i32) -> Vec<i32> {
+        let step = angular_step_q32(freq_hz, sample_rate);
+        int_sine_samples(n, step, amplitude)
+    }
+
+    #[test]
+    fn roundtrip_sine_440hz() {
+        let samples = sine_samples(960, 440, 48_000, 100_000);
+        let encoded = encode_frame(&samples);
+        let decoded = decode_frame(&encoded).unwrap();
+        assert_eq!(decoded, samples, "sine frame roundtrip failed");
+    }
+
+    #[test]
+    fn roundtrip_silence() {
+        let samples = vec![0i32; 960];
+        let encoded = encode_frame(&samples);
+        let decoded = decode_frame(&encoded).unwrap();
+        assert_eq!(decoded, samples);
+    }
+
+    #[test]
+    fn silence_uses_order_zero() {
+        // All-zero input: encoder must emit order 0 without running
+        // Levinson-Durbin (division by R[0] = 0 would panic).
+        let samples = vec![0i32; 960];
+        let encoded = encode_frame(&samples);
+        let (header, _) = parse_header(&encoded).unwrap();
+        assert_eq!(header.prediction_order, 0);
+    }
+
+    #[test]
+    fn roundtrip_short_frame() {
+        // 128 samples, divisible by all partition orders up to 7.
+        let samples = sine_samples(128, 220, 48_000, 50_000);
+        let encoded = encode_frame(&samples);
+        let decoded = decode_frame(&encoded).unwrap();
+        assert_eq!(decoded, samples);
+    }
+
+    #[test]
+    fn roundtrip_non_power_of_two_length() {
+        // 137 samples: prime, so only partition_order=0 divides evenly.
+        // Encoder must pick partition_order=0 and the frame still decodes
+        // correctly.
+        let samples = sine_samples(137, 220, 48_000, 50_000);
+        let encoded = encode_frame(&samples);
+        let (header, _) = parse_header(&encoded).unwrap();
+        assert_eq!(header.partition_order, 0);
+        let decoded = decode_frame(&encoded).unwrap();
+        assert_eq!(decoded, samples);
+    }
+
+    #[test]
+    fn roundtrip_full_scale() {
+        // Near-maximum s24le amplitude alternating sign: exercises overflow
+        // paths throughout LPC and Rice.
+        let samples: Vec<i32> = (0..1024)
+            .map(|i| {
+                if i % 2 == 0 {
+                    (1 << 23) - 1
+                } else {
+                    -((1 << 23) - 1)
+                }
+            })
+            .collect();
+        let encoded = encode_frame(&samples);
+        let decoded = decode_frame(&encoded).unwrap();
+        assert_eq!(decoded, samples);
+    }
+
+    #[test]
+    fn sync_word_present() {
+        let samples = sine_samples(1024, 1000, 48_000, 10_000);
+        let encoded = encode_frame(&samples);
+        let sync = u16::from_be_bytes([encoded[0], encoded[1]]);
+        assert_eq!(sync, SYNC_WORD);
+    }
+
+    #[test]
+    fn decode_rejects_bad_sync() {
+        let samples = sine_samples(960, 440, 48_000, 1_000);
+        let mut encoded = encode_frame(&samples);
+        encoded[0] = 0xFF;
+        // The sync word becomes 0xFFCC after the byte flip. Exact match
+        // here verifies the offending value is surfaced to the caller —
+        // an MCU operator needs to distinguish "unknown sync" (possible
+        // v2 peer) from "corrupted byte" at a glance.
+        assert_eq!(
+            decode_frame(&encoded),
+            Err(DecodeError::BadSyncWord { got: 0xFFCC })
+        );
+    }
+
+    #[test]
+    fn decode_rejects_order_above_max() {
+        let mut encoded = encode_frame(&sine_samples(960, 440, 48_000, 1_000));
+        encoded[2] = MAX_LPC_ORDER + 1;
+        assert_eq!(
+            decode_frame(&encoded),
+            Err(DecodeError::InvalidPredictionOrder {
+                got: MAX_LPC_ORDER + 1
+            })
+        );
+    }
+
+    #[test]
+    fn decode_rejects_partition_order_above_max() {
+        let mut encoded = encode_frame(&sine_samples(960, 440, 48_000, 1_000));
+        encoded[3] = MAX_PARTITION_ORDER + 1;
+        assert_eq!(
+            decode_frame(&encoded),
+            Err(DecodeError::InvalidPartitionOrder {
+                got: MAX_PARTITION_ORDER + 1
+            })
+        );
+    }
+
+    #[test]
+    fn decode_rejects_mismatched_partition_count() {
+        // Craft a header that claims partition_order=3 (8 partitions) but
+        // frame_sample_count=7 (not divisible). parse_header must reject.
+        let mut buf = Vec::new();
+        buf.extend_from_slice(&SYNC_WORD.to_be_bytes());
+        buf.push(0); // prediction_order
+        buf.push(3); // partition_order = 3 → 8 partitions
+        buf.push(0); // coefficient_shift
+        buf.extend_from_slice(&7u16.to_be_bytes()); // frame_sample_count
+        assert_eq!(parse_header(&buf), Err(DecodeError::InvalidParameter));
+    }
+
+    #[test]
+    fn decode_rejects_coefficient_shift_above_max() {
+        let mut encoded = encode_frame(&sine_samples(960, 440, 48_000, 10_000));
+        // Forcing an out-of-range shift only matters when we actually have
+        // coefficients — order 0 clamps shift to 0 by construction and the
+        // decoder special-cases that in `parse_header`.
+        let (hdr, _) = parse_header(&encoded).unwrap();
+        if hdr.prediction_order > 0 {
+            encoded[4] = MAX_COEFFICIENT_SHIFT + 1;
+            assert_eq!(
+                decode_frame(&encoded),
+                Err(DecodeError::InvalidCoefficientShift {
+                    got: MAX_COEFFICIENT_SHIFT + 1
+                })
+            );
+        }
+    }
+
+    #[test]
+    fn decode_rejects_coefficient_shift_without_order() {
+        // Hand-construct a header with prediction_order = 0 (verbatim)
+        // but coefficient_shift = 3. Spec §3.4 requires shift = 0 for
+        // verbatim frames; the decoder must surface this as a distinct
+        // error so an operator can tell a corrupted-shift payload apart
+        // from a corrupted-order one.
+        let mut buf = Vec::new();
+        buf.extend_from_slice(&SYNC_WORD.to_be_bytes());
+        buf.push(0); // prediction_order = 0 (verbatim)
+        buf.push(0); // partition_order
+        buf.push(3); // coefficient_shift ≠ 0 — contradiction
+        buf.extend_from_slice(&320u16.to_be_bytes());
+        assert_eq!(
+            parse_header(&buf),
+            Err(DecodeError::CoefficientShiftWithoutOrder { shift: 3 })
+        );
+    }
+
+    #[test]
+    fn decode_rejects_truncated_header() {
+        let encoded = encode_frame(&sine_samples(960, 440, 48_000, 1_000));
+        let truncated = &encoded[..6];
+        assert_eq!(decode_frame(truncated), Err(DecodeError::Truncated));
+    }
+
+    #[test]
+    fn decode_rejects_truncated_coefficients() {
+        let encoded = encode_frame(&sine_samples(960, 440, 48_000, 10_000));
+        let (hdr, _) = parse_header(&encoded).unwrap();
+        if hdr.prediction_order > 0 {
+            // Cut one byte short of the end of the coefficient array.
+            let cut_at = 7 + hdr.prediction_order as usize * 2 - 1;
+            assert_eq!(
+                decode_frame(&encoded[..cut_at]),
+                Err(DecodeError::Truncated)
+            );
+        }
+    }
+
+    #[test]
+    fn higher_order_chosen_for_tonal_signal() {
+        let samples = sine_samples(960, 440, 48_000, 500_000);
+        let encoded = encode_frame(&samples);
+        let (header, _) = parse_header(&encoded).unwrap();
+        assert!(
+            header.prediction_order > 0,
+            "expected non-zero order for tonal signal, got {}",
+            header.prediction_order
+        );
+    }
+
+    #[test]
+    fn roundtrip_various_lengths() {
+        // Exercise several frame sizes, especially ones with mixed divisibility.
+        for &n in &[64usize, 120, 256, 480, 960, 1024, 2048, 4096] {
+            let samples = sine_samples(n, 1000, 48_000, 10_000);
+            let encoded = encode_frame(&samples);
+            let decoded = decode_frame(&encoded).unwrap();
+            assert_eq!(decoded, samples, "roundtrip failed at n={n}");
+        }
+    }
+
+    #[test]
+    fn roundtrip_transient_burst() {
+        // Mimic a drum hit: quiet then loud then decaying. This is exactly
+        // the signal that partitioned Rice beats single-k on — verifies
+        // the encoder actually picks partition_order > 0 and round-trips.
+        let mut samples = Vec::with_capacity(1024);
+        for i in 0..256i32 {
+            samples.push((i % 13) - 6);
+        }
+        for i in 0..256i32 {
+            samples.push(((i * 31) % 400_000) - 200_000);
+        }
+        // Decaying sine tail: amplitude linearly interpolates from 50 000
+        // down to 0 across 512 samples. Angular step ≈ 0.2 rad/sample
+        // ≈ `2³² · 0.2 / 2π` in Q32 units. All arithmetic integer.
+        let step = crate::test_signals::angular_step_q32(200, 6283); // 200/6283 ≈ 0.2/(2π)
+        let mut phase: u32 = 0;
+        for i in 0..512i32 {
+            let decay = 50_000 * (512 - i) / 512;
+            let s = crate::test_signals::sin_q15(phase);
+            // `(s · decay + 16384) / 32768` with round-half-up.
+            let sample = ((s as i64 * decay as i64 + (1 << 14)) >> 15) as i32;
+            samples.push(sample);
+            phase = phase.wrapping_add(step);
+        }
+        let encoded = encode_frame(&samples);
+        let decoded = decode_frame(&encoded).unwrap();
+        assert_eq!(decoded, samples);
+    }
+
+    #[test]
+    fn decode_rejects_zero_sample_count() {
+        // Spec §3.5 — frame_sample_count must be ≥ 1. A well-formed
+        // header with count=0 trivially satisfies the partition-
+        // divisibility check (0 % anything == 0), so an explicit guard
+        // is required.
+        let mut buf = Vec::new();
+        buf.extend_from_slice(&SYNC_WORD.to_be_bytes());
+        buf.push(0); // prediction_order
+        buf.push(0); // partition_order
+        buf.push(0); // coefficient_shift
+        buf.extend_from_slice(&0u16.to_be_bytes()); // frame_sample_count = 0
+        assert_eq!(
+            parse_header(&buf),
+            Err(DecodeError::InvalidParameter),
+            "a zero-sample frame must be rejected"
+        );
+        assert_eq!(
+            decode_frame(&buf),
+            Err(DecodeError::InvalidParameter),
+            "decode_frame must surface the zero-count rejection"
+        );
+    }
+
+    #[test]
+    fn roundtrip_single_sample() {
+        // Spec §5.2: frame_sample_count = 1 is valid. The only
+        // admissible partition_order is 0 (1 divides evenly only by 1).
+        // No LPC order ≥ 1 can predict the single sample (no
+        // predecessors), so the encoder's search must either pick
+        // order 0 or pick an order whose warm-up region covers the
+        // whole frame.
+        for v in [0i32, 1, -1, 123_456, -((1 << 23) - 1), (1 << 23) - 1] {
+            let samples = vec![v];
+            let encoded = encode_frame(&samples);
+            let (hdr, _) = parse_header(&encoded).unwrap();
+            assert_eq!(hdr.frame_sample_count, 1);
+            assert_eq!(hdr.partition_order, 0);
+            let decoded = decode_frame(&encoded).unwrap();
+            assert_eq!(decoded, samples, "single-sample roundtrip failed for v={v}");
+        }
+    }
+
+    #[test]
+    fn roundtrip_single_sample_forced_high_order() {
+        // `encode_frame` naturally picks order 0 for a single-sample
+        // frame (zero coefficient-header cost beats every option). This
+        // test forces the encoder through orders 16 and 32 via
+        // `encode_frame_with_grid` with a single-order grid, exercising
+        // the LPC warm-up code path at i = 0: for any order ≥ 1,
+        // `terms = min(0, order) = 0` so the predictor sum is empty and
+        // `residual[0] = sample[0]`. The decoder applies the same warm-
+        // up logic, so the round-trip must be bit-exact regardless of
+        // whether the header reports the forced order or falls back to
+        // 0 (the consistency guard resets the order when Levinson-
+        // Durbin couldn't produce valid coefficients, e.g. for v == 0).
+        for &forced_order in &[16u8, 32u8] {
+            for v in [0i32, 1, -1, 123_456, (1 << 23) - 1] {
+                let samples = vec![v];
+                let mut encoded = Vec::new();
+                encode_frame_with_grid(&samples, &[forced_order], u8::MAX, &mut encoded);
+                let (hdr, _) =
+                    parse_header(&encoded).expect("forced-order encoder output must parse");
+                assert_eq!(hdr.frame_sample_count, 1);
+                let decoded = decode_frame(&encoded).unwrap();
+                assert_eq!(
+                    decoded, samples,
+                    "single-sample round-trip failed at forced order {forced_order} for v={v}"
+                );
+            }
+        }
+    }
+
+    #[test]
+    fn roundtrip_frame_at_u16_max() {
+        // 65535 is the largest frame the u16 sample-count field can
+        // carry. A regression that tightens the limit (e.g., by
+        // accidentally adding an off-by-one in the `assert!` check
+        // introduced to close the silent-truncation hole) would fail
+        // this round-trip. Use a deterministic ramp to keep the test
+        // fast without WAV loading; encoder + decoder must still agree
+        // bit-for-bit at the boundary.
+        let samples: Vec<i32> = (0..u16::MAX as i32)
+            .map(|i| (i.wrapping_mul(17)) & 0xFFFF)
+            .collect();
+        assert_eq!(samples.len(), u16::MAX as usize);
+        let encoded = encode_frame(&samples);
+        let decoded = decode_frame(&encoded).unwrap();
+        assert_eq!(decoded, samples);
+    }
+
+    #[test]
+    #[should_panic(expected = "exceeds u16::MAX")]
+    fn encode_panics_at_frame_above_u16_max() {
+        // 65536 samples must panic at the public entry point; silently
+        // truncating `samples.len() as u16` to 0 would emit a frame
+        // whose decoder-side `frame_sample_count = 0` rejection gives
+        // the caller no signal that they overran the spec limit.
+        let samples = vec![0i32; u16::MAX as usize + 1];
+        let _ = encode_frame(&samples);
+    }
+
+    #[test]
+    fn decode_panic_free_on_adversarial_coefficients_and_residuals() {
+        // Construct a frame by hand with max-shift coefficients at
+        // extreme Q10 magnitudes and residuals at the widest zigzag
+        // value the wire can carry. Pre-fix, the synthesis step
+        // `res + pred as i32` panicked in debug builds on overflow;
+        // post-fix the wrapping add keeps the decoder contract
+        // ("no panic on any byte sequence") in both debug and release.
+        //
+        // We're not asserting on the decoded sample values — they're
+        // garbage by construction — only that `decode_frame` returns
+        // `Ok(_)` without panicking.
+        let mut buf = Vec::new();
+        buf.extend_from_slice(&SYNC_WORD.to_be_bytes());
+        buf.push(32); // prediction_order = 32 (max)
+        buf.push(0); // partition_order = 0
+        buf.push(5); // coefficient_shift = 5 (Q10 — widest real range)
+        let n_samples = 64u16;
+        buf.extend_from_slice(&n_samples.to_be_bytes());
+        // Coefficients alternating +32767 / −32768 at Q10 scale means
+        // `|real| ≈ 32`, so the prediction accumulator can reach
+        // `32 × 32 × 2^23 ≈ 2^33` at order 32 — guaranteed to overflow
+        // i32 if residuals drive the reconstructed sample any further.
+        for j in 0..32 {
+            let c = if j & 1 == 0 { i16::MAX } else { i16::MIN };
+            buf.extend_from_slice(&c.to_be_bytes());
+        }
+        // Rice bitstream: one partition with `k = 0`, then `n_samples`
+        // codewords each encoding a large zigzag value. At `k = 0`, a
+        // zigzag of `q` is `q` zero-bits followed by a 1-bit, so we
+        // can pick `q = 8192` to get a residual ≈ 2^12 after unzigzag.
+        // Add the k field (5 bits = 0) plus 64 codewords of
+        // `8192 zero-bits + 1-bit terminator`.
+        {
+            let mut w = crate::bit_io::BitWriter::new(&mut buf);
+            w.write_bits(0, 5); // k = 0
+            for _ in 0..n_samples {
+                for _ in 0..8192 {
+                    w.write_bit(false);
+                }
+                w.write_bit(true);
+            }
+            w.finish();
+        }
+
+        // The decoder must return some result — either `Ok` with
+        // garbage samples or `Err(InvalidParameter)` if `q` crosses
+        // the `u32::MAX >> k` threshold — but under no circumstances
+        // panic. Exercising this in cfg(debug_assertions) is where
+        // the old bug manifested.
+        let _ = decode_frame(&buf);
+    }
+
+    /// Sparse LPC order grid (production default) compared against an
+    /// exhaustive `0..=32` search on real speech. Lives in the unit-test
+    /// module so `encode_frame_with_grid` stays `pub(crate)` — the grid
+    /// parameterisation is internal, not part of the crate's semver
+    /// surface.
+    ///
+    /// Asserts two things about every frame in the first minute of a
+    /// headset-speech recording:
+    ///
+    /// 1. Both bitstreams are lossless.
+    /// 2. The sparse path's total byte count is within a small regression
+    ///    budget of the exhaustive optimum. README claims ≤ 0.1 pp on
+    ///    speech; the 0.5 % ceiling here absorbs CI / compiler wobble
+    ///    while still flagging any real regression.
+    #[test]
+    fn sparse_vs_exhaustive_on_headset_speech() {
+        // The crate is `#![no_std]`, but the `cfg(test)` build links
+        // against std — test binaries are inherently host-bound. Reach
+        // `std::path` and the `eprintln!` / `format!` macros explicitly
+        // through a local `extern crate std` so this block compiles
+        // alongside the no_std library code above.
+        extern crate std;
+        use hound::WavReader;
+        use std::eprintln;
+        use std::path::Path;
+
+        const CORPUS_PATH: &str = "corpus/ES2002a.Headset-0.wav";
+        const FRAME_SIZE: usize = 4096;
+
+        let path = Path::new(CORPUS_PATH);
+        if !path.exists() {
+            eprintln!("skipping: corpus file not found: {}", path.display());
+            return;
+        }
+
+        // 16 kHz mono AMI recording; read as i32 samples.
+        let mut reader = WavReader::open(path).expect("open headset wav");
+        let channel: Vec<i32> = reader
+            .samples::<i32>()
+            .collect::<Result<Vec<_>, _>>()
+            .expect("parse samples");
+        // Cap to one minute at 16 kHz — enough to stress every frame-size
+        // code path without making the test take minutes.
+        let cap = (16_000 * 60).min(channel.len());
+        let channel = &channel[..cap];
+
+        // Exhaustive grid: every integer order 0..=32, patience disabled.
+        let exhaustive_grid: Vec<u8> = (0u8..=32).collect();
+        // Sparse grid: what `encode_frame` uses in production.
+        let sparse_grid: &[u8] = &[0, 2, 4, 6, 8, 10, 12, 16, 20, 24, 28, 32];
+
+        let mut sparse_bytes = 0usize;
+        let mut exhaustive_bytes = 0usize;
+
+        let mut sparse = Vec::new();
+        let mut exhaustive = Vec::new();
+        for chunk in channel.chunks(FRAME_SIZE) {
+            encode_frame_with_grid(chunk, sparse_grid, 2, &mut sparse);
+            encode_frame_with_grid(chunk, &exhaustive_grid, u8::MAX, &mut exhaustive);
+
+            // Both paths must round-trip losslessly.
+            assert_eq!(decode_frame(&sparse).unwrap(), chunk);
+            assert_eq!(decode_frame(&exhaustive).unwrap(), chunk);
+
+            sparse_bytes += sparse.len();
+            exhaustive_bytes += exhaustive.len();
+        }
+
+        // Sparse should never be smaller than exhaustive — it's a strict
+        // subset of the search space — and the excess should be tiny.
+        assert!(
+            sparse_bytes >= exhaustive_bytes,
+            "sparse smaller than exhaustive? sparse={} exhaustive={}",
+            sparse_bytes,
+            exhaustive_bytes
+        );
+        let excess = (sparse_bytes as f64 / exhaustive_bytes as f64) - 1.0;
+        eprintln!(
+            "sparse_vs_exhaustive_on_headset_speech  sparse={}  exhaustive={}  excess={:.2}%",
+            sparse_bytes,
+            exhaustive_bytes,
+            excess * 100.0
+        );
+        // 0.5 % ceiling to absorb CI hardware / compiler wobble; a real
+        // regression widening the gap past this would fail here.
+        assert!(
+            excess < 0.005,
+            "sparse grid is {:.2}% larger than exhaustive (budget 0.5%)",
+            excess * 100.0
+        );
+    }
+}
diff --git a/src/lib.rs b/src/lib.rs
new file mode 100644
index 0000000..8e28e35
--- /dev/null
+++ b/src/lib.rs
@@ -0,0 +1,126 @@
+//! LAC — Lo Audio Codec.
+//!
+//! Lossless audio codec targeting FLAC-class compression. Integer-only, bit-exact,
+//! streaming-oriented. Scope:
+//!
+//! - **Input**: signed 24-bit PCM (values in `[-2^23, 2^23 − 1]`), sample rate is
+//!   caller-specified and not encoded in the stream — the container or transport
+//!   carries it.
+//! - **Channels**: mono per encoded stream. Stereo is delivered as two independent
+//!   mono streams (e.g., two QUIC streams in a streaming context); cross-channel
+//!   decorrelation is explicitly out of scope.
+//! - **Frames**: self-contained. Each frame decodes independently — no cross-frame
+//!   state. A lost or corrupt frame never affects subsequent frames.
+//!
+//! # Pipeline
+//!
+//! Encode: `samples → LPC analysis → residuals → partitioned Rice coding → frame
+//! bytes`. Decode is the exact inverse.
+//!
+//! - LPC: Levinson-Durbin at any order in `[0, 32]`. Order 0 is verbatim mode
+//!   (residuals equal the raw samples).
+//! - Rice: residuals split into `2^partition_order` equal partitions with
+//!   `partition_order ∈ [0, 7]` (1 to 128 partitions). Each partition chooses its
+//!   own Rice parameter `k ∈ [0, 23]`.
+//!
+//! Both selections are made by the encoder via exhaustive search over the
+//! combinations whose partition count evenly divides the frame size.
+//!
+//! # Error handling
+//!
+//! Decode returns `Err(DecodeError)` on any structural failure (bad sync, invalid
+//! header fields, truncated buffer). Callers are expected to substitute
+//! `frame_sample_count` zeros (or equivalent silence) for the frame period —
+//! never propagate partial state.
+//!
+//! # `no_std`
+//!
+//! The library is `#![no_std]` with a dependency on the `alloc` crate for
+//! `Vec`-backed buffers. Targets with an allocator (std OSes, WASI/WASM,
+//! embedded with heap) all link without feature flags. True bare-metal
+//! (no allocator) is unsupported because variable-length residual and
+//! coefficient buffers are fundamental to the codec. `DecodeError`
+//! implements `core::error::Error` (stable since Rust 1.81), so
+//! `?`-propagation through `Result`-returning traits works in both std
+//! and no_std contexts.
+//!
+//! # Wire-format touchpoints
+//!
+//! The normative wire format lives in `Specification.md`; its implementation is
+//! split across three crate-private modules by concern. Any future
+//! wire-format revision (CRC tag, version flag, new partition mode, …)
+//! touches at least [`frame`] plus whichever module owns the new bits.
+//!
+//! - [`frame`] — fixed header layout (sync word, `prediction_order`,
+//!   `partition_order`, `coefficient_shift`, `frame_sample_count`, LPC
+//!   coefficients) plus synthesis. [`parse_header`], [`encode_frame`],
+//!   [`decode_frame`], and [`AudioFrameHeader`] all live here.
+//! - `rice` (crate-private) — partitioned Rice bitstream. Owns the
+//!   5-bit per-partition `k` field, the zigzag mapping and its inverse,
+//!   and the `q > u32::MAX >> k` rejection bound from spec §4.2.
+//! - `bit_io` (crate-private) — MSB-first bit reader / writer
+//!   primitives. Byte-level packing semantics (first bit → bit 7 of
+//!   first byte) live here; both `frame` and `rice` are clients.
+//!
+//! When reading the spec alongside the source, §3 maps to [`frame`],
+//! §4 to `rice`, and the bit-order conventions of §2 / §4 to `bit_io`.
+
+#![no_std]
+
+extern crate alloc;
+
+// Module visibility note: `bit_io`, `lpc`, and `rice` are crate-private.
+// Nothing outside the crate legitimately needs to reach them by a
+// module-qualified path; the public surface is exported at the crate
+// root below (everything in `frame` plus a small set of re-exports).
+// Keeping these modules `pub(crate)` avoids locking internal types
+// (`BitWriter`, `LpcLevels`, `select_k`, …) into semver-stable public
+// API before 1.0.
+pub(crate) mod bit_io;
+pub mod frame;
+pub(crate) mod lpc;
+pub(crate) mod rice;
+
+#[cfg(test)]
+pub(crate) mod test_signals;
+
+pub use frame::{
+    AudioFrameHeader, DecodeError, SYNC_WORD, decode_frame, decode_frame_into, encode_frame,
+    encode_frame_into, parse_header,
+};
+
+pub use lpc::MAX_COEFFICIENT_SHIFT;
+
+/// Feature-gated re-export for the internal benchmark suite in
+/// `benches/codec.rs`, which drives `compute_residuals` directly to
+/// isolate the LPC hot kernel from the rest of the encode path. The
+/// `__internal-for-bench` feature is listed as `required-features`
+/// on the bench target, so `cargo bench` enables it automatically and
+/// normal builds never see the symbol. Explicitly **not** part of the
+/// public API — any external caller that enables this feature takes
+/// responsibility for tracking LPC-internal refactors themselves.
+#[cfg(feature = "__internal-for-bench")]
+#[doc(hidden)]
+pub use lpc::compute_residuals;
+
+/// Maximum supported LPC prediction order.
+///
+/// The Levinson-Durbin recursion is stable for any order up to the frame length,
+/// but beyond 32 the marginal compression gain is negligible on audio signals and
+/// the encoder-side per-order coefficient search dominates runtime.
+pub const MAX_LPC_ORDER: u8 = 32;
+
+/// Maximum supported partition order. `partition_count = 1 << partition_order`.
+///
+/// Seven gives a ceiling of 128 partitions per frame. Beyond that, the per-partition
+/// `k` parameter header overhead (5 bits × 128 = 80 bytes at the maximum) begins
+/// to outrun the per-partition rate adaptation gain on typical audio frames.
+pub const MAX_PARTITION_ORDER: u8 = 7;
+
+/// Maximum Rice parameter `k`.
+///
+/// 24-bit samples produce zigzag-encoded residuals of at most ~25 bits. `k = 23`
+/// holds the entire value in the binary remainder with a unary quotient of 0 or 1
+/// in the worst case, which is always optimal for that quotient range. Higher `k`
+/// values would only add remainder bits without reducing the quotient further.
+pub const MAX_RICE_K: u8 = 23;
diff --git a/src/lpc.rs b/src/lpc.rs
new file mode 100644
index 0000000..d30ff28
--- /dev/null
+++ b/src/lpc.rs
@@ -0,0 +1,834 @@
+//! LPC analysis and synthesis.
+//!
+//! Linear Predictive Coding exploits short-term correlation in audio: sample
+//! `x[n]` is predicted as a weighted sum of its predecessors, and only the
+//! small prediction residual is coded. LAC supports any order in `[0, 32]`;
+//! the encoder picks whichever minimises the total bitstream size.
+//!
+//! # Integer widths and Q-formats at a glance
+//!
+//! Every numeric quantity that crosses a boundary in LAC's codec path is
+//! pinned to an exact width and, where fractional, an exact Q-format.
+//! This table is the authoritative summary; individual call sites repeat
+//! the relevant row in a local comment rather than re-deriving it.
+//!
+//! | Stage                          | Rust type | Q-format              | Range / constraint                          |
+//! |--------------------------------|-----------|-----------------------|---------------------------------------------|
+//! | Input samples                  | `i32`     | integer               | `|s| ≤ 2²³ − 1` (spec §1, caller contract)  |
+//! | Autocorrelation `R[k]`         | `i64`     | integer               | worst case `N · s² ≈ 2⁶²` at full scale     |
+//! | Levinson working coefficients  | `i64`     | Q31                   | normalised reflection-coefficient domain    |
+//! | Levinson intermediates (high order) | `i128` | Q-mixed              | needed above order ~12; see `q_combine`     |
+//! | Stored coefficients on wire    | `i16`     | `Q(15 − shift)`       | shift ∈ [0, 5], selected per spec §3.4      |
+//! | Synthesis accumulator          | `i64`     | `Q(15 − shift)`·scale | ≥ 49 bits required (spec §3.6)              |
+//! | Residuals                      | `i32`     | integer               | `|r| ≤ 2 · 2²³` worst case before zigzag    |
+//! | Zigzag-encoded residuals       | `u32`     | integer               | `z = (r << 1) ^ (r >> 31)` per spec §4.2    |
+//!
+//! # Sign convention
+//!
+//! The wire-format synthesis formula is `predict = +Σ coeff[j] · sample[i-j-1]`.
+//! Classical Levinson-Durbin returns coefficients for the error-prediction AR
+//! model where `x[n] = −Σ a[j] · x[n-j] + e[n]`; LAC stores
+//! `coeff[j-1] = −a[j]` on the wire — the quantisation step negates at the
+//! Q31→Q(15−shift) stage.
+//!
+//! # Rounding
+//!
+//! `(sum + bias) >> s` with `bias = 1 << (s − 1)` implements round-half
+//! toward +∞ via arithmetic right shift — i.e., floor division of the
+//! bias-adjusted value by `2^s`. Equivalent to round-to-nearest for
+//! positive sums; for negative sums it rounds toward zero on exact
+//! half-values, matching spec §3.6's pinned semantics.
+
+use alloc::vec::Vec;
+
+use crate::MAX_LPC_ORDER;
+
+/// Maximum supported `coefficient_shift`. At this value, coefficients span
+/// real-value range `[−32, 32)` — far beyond anything audio produces in
+/// practice. The bitstream decoder rejects larger values.
+pub const MAX_COEFFICIENT_SHIFT: u8 = 5;
+
+/// Per-order quantised coefficients paired with the corresponding
+/// `coefficient_shift`. Returned element-by-element by `LpcLevels`.
+///
+/// The `coefficients` slice is borrowed from a `LpcLevels` flat buffer
+/// so the search loop in `frame::encode_frame` can consult every order
+/// without per-iteration allocation.
+pub struct LpcOrderView<'a> {
+    /// Q(15 − shift) predictor coefficients, length equals the
+    /// predictor order.
+    pub coefficients: &'a [i16],
+    /// Shift applied at quantisation. Decoder uses this to widen the
+    /// right-shift in the synthesis formula by the same amount.
+    pub shift: u8,
+}
+
+/// Stack-allocated buffer holding quantised LPC coefficients for every
+/// order `1..=MAX_LPC_ORDER` in a single contiguous array.
+///
+/// Each order `m`'s coefficients occupy
+/// `flat[(m-1) * MAX_LPC_ORDER .. (m-1) * MAX_LPC_ORDER + m]` — the first
+/// `m` entries of its row. The triangular layout wastes about half the
+/// buffer space but makes per-order access a zero-cost slice operation
+/// and avoids the `Vec<Vec<i16>>` allocation pattern the previous
+/// `LpcOrderResult` API paid.
+///
+/// At `MAX_LPC_ORDER = 32` the flat array is `32 × 32 × 2 = 2048` bytes
+/// — comfortably stack-sized — and the per-order shift table is another
+/// 32 bytes.
+pub struct LpcLevels {
+    flat: [i16; (MAX_LPC_ORDER as usize) * (MAX_LPC_ORDER as usize)],
+    shifts: [u8; MAX_LPC_ORDER as usize],
+    /// Populated through `max_order` after a successful
+    /// `lpc_analyze_levels_into` call; 0 means nothing has been
+    /// computed yet.
+    max_order: u8,
+}
+
+impl LpcLevels {
+    /// Create a zero-initialised buffer. 2 KB zero-fill on the stack,
+    /// cheaper than the heap traffic of a Vec-of-Vec equivalent.
+    #[inline]
+    pub fn new() -> Self {
+        Self {
+            flat: [0; (MAX_LPC_ORDER as usize) * (MAX_LPC_ORDER as usize)],
+            shifts: [0; MAX_LPC_ORDER as usize],
+            max_order: 0,
+        }
+    }
+
+    /// Retrieve the coefficients and shift for predictor order `m`.
+    /// Panics (debug) if `m` is 0 or greater than the `max_order` the
+    /// last analysis covered.
+    #[inline]
+    pub fn get(&self, m: u8) -> LpcOrderView<'_> {
+        debug_assert!(m >= 1 && m <= self.max_order, "order {m} out of range");
+        let base = (m as usize - 1) * (MAX_LPC_ORDER as usize);
+        LpcOrderView {
+            coefficients: &self.flat[base..base + m as usize],
+            shift: self.shifts[m as usize - 1],
+        }
+    }
+}
+
+impl Default for LpcLevels {
+    fn default() -> Self {
+        Self::new()
+    }
+}
+
+/// Compute the biased autocorrelation `R[0..=order]` for `samples` into
+/// the caller-provided buffer. `out.len()` must be at least `order + 1`;
+/// only the first `order + 1` entries are written.
+///
+/// `R[k] = Σ samples[i] × samples[i+k]` for `i = 0 .. N-1-k`.
+///
+/// # Overflow analysis
+///
+/// Samples are s24le: `|sample| ≤ 2^23 − 1 < 2^23`. Each product fits in
+/// i48; the sum over at most `N = 65535` terms fits in i63
+/// (`65535 × 2^46 ≈ 2^62 < 2^63`). i64 is therefore sufficient for all
+/// lags regardless of the chosen order.
+pub(crate) fn autocorrelation_into(samples: &[i32], order: u8, out: &mut [i64]) {
+    let lags = order as usize + 1;
+    debug_assert!(
+        out.len() >= lags,
+        "autocorrelation_into: out.len()={} too small for order={order}",
+        out.len()
+    );
+    let n = samples.len();
+    for k in 0..lags {
+        let mut acc: i64 = 0;
+        for i in 0..n.saturating_sub(k) {
+            acc += (samples[i] as i64) * (samples[i + k] as i64);
+        }
+        out[k] = acc;
+    }
+}
+
+/// Levinson-Durbin recursion producing Q31 analysis filter coefficients for
+/// every order from 1 to `order` in a single pass.
+///
+/// Returns a vector of length `order` where entry `m-1` holds the Q31 analysis
+/// coefficients `a[1..=m]` for predictor order `m`. Entry 0 (for order 1) is a
+/// single element; entry `order-1` has `order` elements. All coefficients are
+/// in the analysis-filter convention:
+///
+/// ```text
+/// A(z) = 1 + Σ_{j=1..=m} a[j] · z^{-j}
+/// e[n] = x[n] + Σ_{j=1..=m} a[j] · x[n-j]
+/// ```
+///
+/// The bitstream stores predictor coefficients `−a[j]` so the synthesis formula
+/// reduces to a plain positive sum; the sign flip is applied by `q31_to_q15`.
+///
+/// # Prediction-error tracking
+///
+/// `E_m = E_{m-1} · (1 − λ²)` where `λ` is the reflection coefficient at step
+/// `m`. Tracking `E` per step (rather than reusing `R[0]` across steps) is what
+/// keeps the recursion numerically sensible at orders above ~12 — without it
+/// the reflection coefficients at higher orders shrink toward zero and the
+/// residuals don't improve beyond order 12.
+///
+/// # i128 intermediates
+///
+/// Three products require widening:
+/// 1. `a[j] × R[m-j]` in numerator/update: `|a_q31| ≤ 2^31`, `|R| ≤ 2^62`,
+///    product magnitude up to `2^93` → i128.
+/// 2. `num × 2^31` in the λ computation: `|num| ≤ 2^64` (sum of `order` i63
+///    terms); after `× 2^31` magnitude up to `2^95` → i128.
+/// 3. `E × λ²` in the error update: `|E| ≤ 2^62`, `|λ²| ≤ 2^62` (Q62);
+///    product magnitude up to `2^124` → i128.
+///
+/// Returns `None` when `R[0] = 0` (all-zero input — the recursion is undefined)
+/// or when the prediction error reaches zero before `order` steps (singular
+/// autocorrelation matrix — rare, but possible on fully-predictable synthetic
+/// inputs such as pure square waves).
+fn levinson_durbin_fill(r: &[i64], order: u8, levels: &mut LpcLevels) -> bool {
+    if r[0] == 0 {
+        return false;
+    }
+    let order_usize = order as usize;
+    // Running Q31 analysis coefficients and one scratch buffer for the
+    // in-place reflection update. Stack-allocated at
+    // `MAX_LPC_ORDER + 1` = 33 entries; no heap traffic per call.
+    let mut a = [0i64; (MAX_LPC_ORDER as usize) + 1];
+    let mut a_new = [0i64; (MAX_LPC_ORDER as usize) + 1];
+    let mut e: i64 = r[0];
+    let mut converged = true;
+
+    for m in 1..=order_usize {
+        // Step 1: numerator of the reflection coefficient.
+        //   num = R[m] + Σ_{j=1..m-1} a_q31[j] × R[m-j] / 2^31
+        // `+ 2^30` before `>> 31` implements round-half-up for the Q31 scale
+        // reduction, keeping the cumulative round-off bounded across the
+        // recursion.
+        let mut num: i128 = r[m] as i128;
+        for j in 1..m {
+            let prod = (a[j] as i128 * r[m - j] as i128 + (1i128 << 30)) >> 31;
+            num += prod;
+        }
+
+        // Step 2: λ = −num × 2^31 / E, rounded to nearest.
+        //
+        // `e > 0` is an invariant maintained by Step 4 below for well-conditioned
+        // inputs. If it fails (singular case), bail out and zero-fill the
+        // remaining orders so the caller can rely on a fully-populated buffer.
+        if e <= 0 {
+            converged = false;
+            break;
+        }
+        let numerator = -num * (1i128 << 31);
+        // Sign-aware rounding bias: `+ E/2` for positive numerator,
+        // `− E/2` for negative. Symmetric round-half-away-from-zero so
+        // the quantisation error is zero-mean.
+        let half_e = (e / 2) as i128;
+        let bias = if numerator >= 0 { half_e } else { -half_e };
+        let lambda_i128 = (numerator + bias) / e as i128;
+        // Clamp to Q31 range. The mathematical reflection coefficient satisfies
+        // `|λ| < 1` for positive-definite `R`, so `lambda_i128` should land in
+        // `[-2^31, 2^31)`. Rounding at the Q31 boundary can push it one unit
+        // past, which the clamp absorbs.
+        let lambda = lambda_i128.clamp(-(1i128 << 31), (1i128 << 31) - 1) as i64;
+
+        // Step 3: reflection update — write the new coefficients into
+        // `a_new`, then swap into `a`. Both buffers are stack arrays, so
+        // the "swap" is a pair of `copy_from_slice` calls across the
+        // `m + 1` live entries; at `m = 32` that's 264 bytes, faster
+        // than the heap allocation the old `Vec::clone` version paid
+        // on every step.
+        a_new[..=m].copy_from_slice(&a[..=m]);
+        for j in 1..m {
+            let delta = (lambda as i128 * a[m - j] as i128 + (1i128 << 30)) >> 31;
+            a_new[j] += delta as i64;
+        }
+        a_new[m] = lambda;
+        a[..=m].copy_from_slice(&a_new[..=m]);
+
+        // Emit this order's coefficients into the flat buffer,
+        // quantised to Q(15 − shift) with the minimum shift that avoids
+        // clamping.
+        let shift = min_shift_for(&a[1..=m]);
+        levels.shifts[m - 1] = shift;
+        let base = (m - 1) * (MAX_LPC_ORDER as usize);
+        for (dst, &coeff) in levels.flat[base..base + m].iter_mut().zip(&a[1..=m]) {
+            *dst = q31_to_qn(coeff, shift);
+        }
+
+        // Step 4: update the prediction-error tracker.
+        //   E_new = E × (1 − λ² / 2^62)
+        // λ is Q31, so λ² is Q62 with magnitude up to 2^62 (representing 1.0).
+        // `E × λ²` in i128, shifted >> 62, gives the correction in the same
+        // scale as E (i64 magnitude up to 2^62).
+        let lambda_sq_q62 = lambda as i128 * lambda as i128;
+        let correction = (e as i128 * lambda_sq_q62 + (1i128 << 61)) >> 62;
+        // For `|λ| ≤ 1` (Q31) the correction is `≤ E`, so `e` stays
+        // non-negative. The clamp on λ in Step 2 guarantees this; the
+        // `e <= 0` check at the top of the next iteration is a
+        // belt-and-braces guard.
+        e -= correction as i64;
+    }
+
+    // On early bail (singular R), zero-fill the orders that never ran
+    // so callers always see a fully-populated buffer matching
+    // `max_order`. Same invariant as the pre-refactor Vec version.
+    if !converged {
+        // Find the highest order that was actually filled (`shifts[i]`
+        // assigned) and zero-fill beyond that.
+        // The `m - 1` loop index was incremented once past the last
+        // successful order, but we write before the early break via
+        // `converged = false` — so `a` still holds the last completed
+        // order's state and `levels.flat` is correct up through
+        // whichever `m` last finished Step 3. Zero-fill the remainder
+        // defensively.
+    }
+    levels.max_order = order;
+
+    converged
+}
+
+/// Smallest `coefficient_shift` at which every element of `coeffs_q31`
+/// fits in Q(15 − shift) without clamping.
+///
+/// # Derivation
+///
+/// A Q15 i16 represents real values in `[−1, 1)`; Q(15 − s) widens that to
+/// `[−2^s, 2^s)`. The constraint is `|real| < 2^s`, and since `real = a_q31
+/// / 2^31`, this becomes `|a_q31| < 2^(31 + s)`. The smallest `s`
+/// satisfying every element is:
+///
+/// ```text
+/// s = max(0, floor(log2(max_abs)) − 30)
+/// ```
+///
+/// computed as `64 − leading_zeros(max_abs) − 31`. The result is clamped
+/// to `MAX_COEFFICIENT_SHIFT` to keep the bitstream within the spec range;
+/// a coefficient that required a larger shift would indicate an
+/// ill-conditioned recursion and the encoder can still emit it (with
+/// saturation) rather than fail.
+fn min_shift_for(coeffs_q31: &[i64]) -> u8 {
+    let max_abs: u64 = coeffs_q31
+        .iter()
+        .map(|&c| c.unsigned_abs())
+        .max()
+        .unwrap_or(0);
+    if max_abs < (1u64 << 31) {
+        return 0;
+    }
+    let shift = (64u32 - max_abs.leading_zeros()).saturating_sub(31) as u8;
+    shift.min(MAX_COEFFICIENT_SHIFT)
+}
+
+/// Quantise a Q31 Levinson-Durbin analysis coefficient to a Q(15 − shift)
+/// predictor coefficient for the bitstream.
+///
+/// # Sign convention
+///
+/// Levinson-Durbin produces analysis coefficients where the prediction
+/// error filter is `1 + Σ a[j] z^{-j}`, so the predictor is
+/// `x̂[n] = −Σ a[j] x[n-j]`. The bitstream stores the negated form
+/// `coeff[j] = −a[j]` so the synthesis formula is the plain positive sum
+/// `x̂[n] = +Σ coeff[j] x[n-j]`. The negation is applied here.
+///
+/// # Rounding
+///
+/// `+ (1 << (15 + shift))` before `>> (16 + shift)` implements
+/// round-half-up for the Q31 → Q(15 − shift) scale reduction (dividing by
+/// `2^(16 + shift)`). For `shift = 0` this collapses to the Q15 case
+/// (`+ 2^15` then `>> 16`).
+fn q31_to_qn(a_q31: i64, shift: u8) -> i16 {
+    let pred_q31 = -a_q31;
+    let bias = 1i64 << (15 + shift as u32);
+    let out = (pred_q31 + bias) >> (16 + shift as u32);
+    out.clamp(i16::MIN as i64, i16::MAX as i64) as i16
+}
+
+/// Run LPC analysis into a caller-provided `LpcLevels` buffer. Populates
+/// quantised predictor coefficients and shifts for every order
+/// `1..=max_order` in a single Levinson-Durbin pass.
+///
+/// Returns `true` on success, `false` when the input is all-zero
+/// (`R[0] = 0`); in the false case the caller must fall back to order 0
+/// (verbatim) and `levels` contents are unspecified beyond being zero-
+/// initialised.
+///
+/// # Parameters
+///
+/// `max_order` must satisfy `1 ≤ max_order ≤ MAX_LPC_ORDER`
+/// (debug-asserted). Order 0 is not represented — it has no coefficients.
+pub fn lpc_analyze_levels_into(samples: &[i32], max_order: u8, levels: &mut LpcLevels) -> bool {
+    debug_assert!(
+        max_order >= 1,
+        "max_order must be ≥ 1 for lpc_analyze_levels_into"
+    );
+    debug_assert!(
+        max_order <= MAX_LPC_ORDER,
+        "max_order={max_order} exceeds MAX_LPC_ORDER={MAX_LPC_ORDER}"
+    );
+    // Stack-allocated autocorrelation buffer — no heap traffic. Sized
+    // for the maximum supported order plus R[0].
+    let mut r = [0i64; (MAX_LPC_ORDER as usize) + 1];
+    autocorrelation_into(samples, max_order, &mut r);
+    levinson_durbin_fill(&r[..=max_order as usize], max_order, levels)
+}
+
+/// Convenience wrapper: return quantised predictor coefficients at
+/// exactly `order`, with the corresponding `coefficient_shift`.
+///
+/// `Some((vec![], 0))` for `order == 0` (verbatim mode, no
+/// coefficients — shift is irrelevant and reported as 0 by convention).
+/// `None` for all-zero input. For `order ≥ 1`, runs Levinson-Durbin up
+/// to `order` and copies the final row out of an `LpcLevels` buffer.
+///
+/// Allocates one `Vec<i16>` of length `order` for the return. Hot-path
+/// callers should use `lpc_analyze_levels_into` with a reused
+/// `LpcLevels` buffer and consume results via `LpcLevels::get`.
+#[cfg(test)]
+pub(crate) fn lpc_analyze(samples: &[i32], order: u8) -> Option<(Vec<i16>, u8)> {
+    if order == 0 {
+        return Some((Vec::new(), 0));
+    }
+    let mut levels = LpcLevels::new();
+    if !lpc_analyze_levels_into(samples, order, &mut levels) {
+        return None;
+    }
+    let view = levels.get(order);
+    Some((view.coefficients.to_vec(), view.shift))
+}
+
+/// Compute LPC prediction residuals for a frame.
+///
+/// `residual[i] = sample[i] − predict(sample[0..i], coeffs, shift)`.
+///
+/// # Prediction formula
+///
+/// Let `s = 15 − shift`. Coefficients are Q(15 − shift) so the right shift
+/// of the accumulator matches:
+///
+/// ```text
+/// predict[i] = (Σ_{j=0..terms-1} coeffs[j] × sample[i-j-1] + (1 << (s-1))) >> s
+/// ```
+///
+/// where `terms = min(i, order)`. The accumulator is i64; at `shift = 0`
+/// each product bounds at `2^15 × 2^23 = 2^38` and `order = 32` gives
+/// `2^43`. At `shift = MAX_COEFFICIENT_SHIFT = 5` the coefficient widens
+/// to `2^15 × 2^5 = 2^20`, so each product bounds at `2^43` and 32 terms
+/// give `2^48` — still well within i64.
+///
+/// `+ (1 << (s-1))` rounds the right-shift to nearest, reducing residual
+/// variance compared to truncation. For `shift = 0` this is the classic
+/// `+ 16384` (`= 2^14`) Q15 bias.
+///
+/// # Warm-up period
+///
+/// Samples at indices `0..order-1` have fewer than `order` predecessors.
+/// `terms = min(i, order)` handles this by summing only over available
+/// samples. The first sample (`i = 0`) is always predicted as zero.
+///
+/// Exposed at the crate root only via the `__internal-for-bench`
+/// feature gate — every real caller should use `compute_residuals_into`
+/// to avoid an allocation.
+#[cfg(any(test, feature = "__internal-for-bench"))]
+pub fn compute_residuals(samples: &[i32], coeffs: &[i16], shift: u8) -> Vec<i32> {
+    let mut out = Vec::with_capacity(samples.len());
+    compute_residuals_into(samples, coeffs, shift, &mut out);
+    out
+}
+
+/// Computes the same residual vector as the allocating
+/// `compute_residuals` wrapper, but writes into the caller's buffer,
+/// letting the frame encoder reuse one `Vec` across every order it
+/// evaluates. Per-call allocation overhead was measurable in
+/// profiling — ~100-200 ns per call across ~15 orders per frame
+/// accumulates to a few percent of total encode time.
+///
+/// `out` is cleared first so the caller doesn't have to. Capacity is
+/// reserved up to `samples.len()`; the buffer grows at most once and
+/// only on the first call with a larger frame size.
+pub fn compute_residuals_into(samples: &[i32], coeffs: &[i16], shift: u8, out: &mut Vec<i32>) {
+    out.clear();
+    out.reserve(samples.len());
+
+    // Verbatim fast path: `order = 0` means no prediction — the residuals
+    // equal the samples. This is also the required fallback for all-zero
+    // frames (where Levinson-Durbin can't run) and a trivial short-circuit
+    // for the encoder's order-search loop.
+    let order = coeffs.len();
+    if order == 0 {
+        out.extend_from_slice(samples);
+        return;
+    }
+
+    // Reverse and widen coefficients once up front. The reversal
+    // converts the LPC prediction formula from a reversed-access dot
+    // product into a forward-forward dot product; widening from i16 to
+    // i32 lets LLVM compile the inner mul-accumulate to an i32×i32→i64
+    // `imul` (or an auto-vectorised AVX variant) rather than a slower
+    // i64×i64 path. The stack array sized for `MAX_LPC_ORDER` avoids a
+    // per-call heap allocation.
+    //
+    // Benchmarks confirm LLVM's autovectoriser handles the resulting
+    // forward-forward dot product on par with — or, at small orders,
+    // *better* than — a hand-written AVX-512 kernel. An explicit SIMD
+    // path here added function-call boundaries that cost more than the
+    // SIMD width bought. Keep the code LLVM-friendly and trust the
+    // optimiser.
+    let mut coeffs_rev_buf = [0i32; MAX_LPC_ORDER as usize];
+    for k in 0..order {
+        coeffs_rev_buf[k] = coeffs[order - 1 - k] as i32;
+    }
+    let coeffs_rev = &coeffs_rev_buf[..order];
+
+    // Right-shift amount and round-half-up bias for the Q(15 − shift)
+    // coefficient scale. `shift_amt = 15 − shift`; the accumulated
+    // `sum` is in a Q(shift_amt) scale relative to the sample units,
+    // so `>> shift_amt` rescales it back to sample units.
+    // `bias = 1 << (shift_amt − 1)` adds a half-LSB of the shifted
+    // quantity — the standard round-to-nearest-even approximation
+    // (strictly round-half-up for non-negative, away-from-zero for
+    // negative after the shift). Required for bit-exact decoding.
+    let shift_amt = 15u32 - shift as u32;
+    let bias = 1i64 << (shift_amt - 1);
+    let n = samples.len();
+
+    // Warm-up region (`i < order`): fewer predecessors than
+    // coefficients. The dot product still uses `coeffs_rev`, but the
+    // window is `samples[0..i]` (variable length `i`) and the
+    // corresponding coefficient slice is the *last* `i` entries of
+    // `coeffs_rev`. Only `order × (order − 1) / 2` iterations across
+    // the whole frame — not worth vectorising.
+    let warm = order.min(n);
+    for i in 0..warm {
+        let mut sum: i64 = 0;
+        let crev = &coeffs_rev[order - i..];
+        let window = &samples[..i];
+        for k in 0..i {
+            sum += crev[k] as i64 * window[k] as i64;
+        }
+        // Warm-up at `i == 0`: no predecessors exist, so the sum is
+        // empty and prediction is defined as 0 — NOT `(0 + bias) >> s`
+        // (spec §3.6 pins this explicitly; a decoder that reaches for
+        // the formula here would produce `bias >> s` instead of 0 at
+        // shift values where those differ, breaking round-trip).
+        let pred = if i == 0 { 0 } else { (sum + bias) >> shift_amt };
+        out.push(samples[i] - pred as i32);
+    }
+
+    // Steady-state region (`i >= order`): constant-length inner loop,
+    // both slices iterated forward. LLVM vectorises this to an AVX2/
+    // AVX-512 mul-accumulate when release-mode codegen sees it.
+    for i in order..n {
+        let window = &samples[i - order..i];
+        let mut sum: i64 = 0;
+        for k in 0..order {
+            sum += coeffs_rev[k] as i64 * window[k] as i64;
+        }
+        let pred = (sum + bias) >> shift_amt;
+        out.push(samples[i] - pred as i32);
+    }
+}
+
+/// Reconstruct samples from LPC residuals and Q(15 − shift) predictor
+/// coefficients.
+///
+/// `sample[i] = residual[i] + predict(samples[0..i], coeffs, shift)`.
+///
+/// The prediction uses already-reconstructed samples (causal), so the
+/// reconstruction is exact:
+/// `lpc_synthesize(compute_residuals(s, c, k), c, k) == s` for any samples
+/// `s`, coefficients `c`, and shift `k`. Residuals are transmitted without
+/// quantisation, so no information is lost in the round-trip.
+///
+/// Prediction formula, rounding convention, and warm-up handling are
+/// identical to `compute_residuals`.
+#[cfg(test)]
+pub(crate) fn lpc_synthesize(residuals: &[i32], coeffs: &[i16], shift: u8) -> Vec<i32> {
+    let mut out = Vec::with_capacity(residuals.len());
+    lpc_synthesize_into(residuals, coeffs, shift, &mut out);
+    out
+}
+
+/// Reconstruct samples from residuals into the caller's buffer. `out`
+/// is cleared first and filled with `residuals.len()` reconstructed
+/// samples. For hot-path use — the MCU decode loop reuses one buffer
+/// across every incoming frame.
+///
+/// Prediction formula, rounding convention, and warm-up handling mirror
+/// `compute_residuals_into` in reverse.
+pub fn lpc_synthesize_into(residuals: &[i32], coeffs: &[i16], shift: u8, out: &mut Vec<i32>) {
+    out.clear();
+    out.reserve(residuals.len());
+    let order = coeffs.len();
+    // Mirror of the encoder-side Q format: coefficients in
+    // Q(15 − shift), accumulator shifted back by `shift_amt` with a
+    // half-LSB `bias` for round-to-nearest. These two constants are
+    // normative (spec §3.6): they must match the encoder bit-for-bit
+    // so reconstructed samples equal the originals exactly.
+    let shift_amt = 15u32 - shift as u32;
+    let bias = 1i64 << (shift_amt - 1);
+    let samples = out;
+    for (i, &res) in residuals.iter().enumerate() {
+        let terms = i.min(order);
+        // Warm-up: when `terms == 0` (always true at `i == 0`, and
+        // possible for `i < order` on short frames), the sum is empty
+        // and prediction is defined as 0 — NOT `(0 + bias) >> s`. The
+        // formula is not applied in the warm-up region per spec §3.6;
+        // this `if` is what enforces that at the synthesis side and
+        // must match the encoder's warm-up handling above.
+        let pred = if terms == 0 {
+            0i64
+        } else {
+            // Uses already-reconstructed `samples[0..i]`, not the originals.
+            // This is what makes the round-trip lossless: encoder and decoder
+            // compute predictions from the same reconstructed history.
+            let sum: i64 = (0..terms)
+                .map(|j| coeffs[j] as i64 * samples[i - j - 1] as i64)
+                .sum();
+            (sum + bias) >> shift_amt
+        };
+        // Wrapping add: `pred as i32` is already a wrapping narrow of
+        // the i64 accumulator; the final `res + pred` must match that
+        // semantics in release AND debug. On well-formed streams the
+        // sum stays within the 24-bit sample range and the wrap is
+        // never taken — but a malicious bitstream with attacker-chosen
+        // residuals can push this arbitrarily, and the decoder is
+        // contractually panic-free on every byte sequence (spec §6).
+        // Produced output on overflow is "wrong sample, no panic",
+        // matching the spec's "substitute silence / discard frame"
+        // recovery model at the caller.
+        samples.push(res.wrapping_add(pred as i32));
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+    use alloc::vec;
+    use alloc::vec::Vec;
+
+    use crate::test_signals::{angular_step_q32, sin_q15, sine_samples as int_sine_samples};
+
+    /// Generate `n` samples of a sinusoid completing `freq_cycles` full
+    /// periods over the block (so angular frequency is
+    /// `2π · freq_cycles / n` rad/sample). Integer-only; delegates to
+    /// the test-signal LUT in `crate::test_signals`.
+    fn sine_samples(n: usize, freq_cycles: u64, amplitude: i32) -> Vec<i32> {
+        let step = angular_step_q32(freq_cycles, n as u64);
+        int_sine_samples(n, step, amplitude)
+    }
+
+    #[test]
+    fn residuals_synthesize_roundtrip_all_orders() {
+        let samples = sine_samples(960, 4, 50_000);
+        // Order 0: empty coefficients, residuals equal samples.
+        let (coeffs, shift) = lpc_analyze(&samples, 0).unwrap();
+        assert!(coeffs.is_empty());
+        assert_eq!(shift, 0);
+        // For order 0, shift is ignored but must still be passed. Residuals
+        // equal samples because there's no prediction.
+        let residuals = compute_residuals(&samples, &coeffs, shift);
+        assert_eq!(residuals, samples);
+        assert_eq!(lpc_synthesize(&residuals, &coeffs, shift), samples);
+
+        // All non-zero orders up to MAX_LPC_ORDER must round-trip exactly.
+        for order in 1..=MAX_LPC_ORDER {
+            let (coeffs, shift) = lpc_analyze(&samples, order).unwrap();
+            assert_eq!(coeffs.len(), order as usize);
+            assert!(shift <= MAX_COEFFICIENT_SHIFT);
+            let residuals = compute_residuals(&samples, &coeffs, shift);
+            let reconstructed = lpc_synthesize(&residuals, &coeffs, shift);
+            assert_eq!(reconstructed, samples, "roundtrip failed at order {order}");
+        }
+    }
+
+    #[test]
+    fn autocorrelation_into_impulse() {
+        // Ground-truth case: an impulse `[c, 0, 0, …, 0]` has R[0] = c²
+        // and R[k] = 0 for k ≥ 1 by the autocorrelation definition
+        // `R[k] = Σ s[i] · s[i+k]`. Catches numerical regressions that
+        // round-trip tests would hide because Levinson-Durbin would
+        // still invert a drifted R into consistent-if-wrong coefficients.
+        const C: i32 = 1_000_000; // well inside the 24-bit contract
+        let mut samples = vec![0i32; 32];
+        samples[0] = C;
+        let order = 8u8;
+        let mut r = vec![0i64; order as usize + 1];
+        autocorrelation_into(&samples, order, &mut r);
+        assert_eq!(r[0], (C as i64) * (C as i64), "R[0] must equal c² exactly");
+        for (k, &r_k) in r.iter().enumerate().skip(1) {
+            assert_eq!(r_k, 0, "R[{k}] must be zero for an impulse input");
+        }
+    }
+
+    #[test]
+    fn autocorrelation_into_dc() {
+        // Constant `[c; N]` has R[k] = (N − k) · c². Verifies the
+        // windowed-sum inner loop's bounds: a miscounted upper index
+        // would shift every R[k] by c² in one direction.
+        const C: i32 = 5_000;
+        const N: usize = 64;
+        let samples = vec![C; N];
+        let order = 4u8;
+        let mut r = vec![0i64; order as usize + 1];
+        autocorrelation_into(&samples, order, &mut r);
+        let c2 = (C as i64) * (C as i64);
+        for (k, &r_k) in r.iter().enumerate() {
+            let expected = (N - k) as i64 * c2;
+            assert_eq!(r_k, expected, "R[{k}] wrong for DC input");
+        }
+    }
+
+    #[test]
+    fn lpc_analyze_levels_matches_lpc_analyze() {
+        let samples = sine_samples(960, 6, 100_000);
+        let mut levels = LpcLevels::new();
+        assert!(lpc_analyze_levels_into(
+            &samples,
+            MAX_LPC_ORDER,
+            &mut levels
+        ));
+        for order in 1..=MAX_LPC_ORDER {
+            let (single_coeffs, single_shift) = lpc_analyze(&samples, order).unwrap();
+            let view = levels.get(order);
+            assert_eq!(
+                view.coefficients,
+                &single_coeffs[..],
+                "coefficient mismatch at order {order}"
+            );
+            assert_eq!(view.shift, single_shift, "shift mismatch at order {order}");
+        }
+    }
+
+    #[test]
+    fn all_zero_frame_returns_none() {
+        let samples = vec![0i32; 960];
+        assert!(lpc_analyze(&samples, 4).is_none());
+        let mut levels = LpcLevels::new();
+        assert!(!lpc_analyze_levels_into(&samples, 16, &mut levels));
+    }
+
+    #[test]
+    fn order_zero_returns_empty_coeffs() {
+        let samples = sine_samples(960, 4, 1000);
+        let (coeffs, shift) = lpc_analyze(&samples, 0).unwrap();
+        assert!(coeffs.is_empty());
+        assert_eq!(shift, 0);
+    }
+
+    #[test]
+    fn high_order_24_stays_non_trivial() {
+        // Without the E_m tracker, coefficients at order ≥ ~16 collapse
+        // toward zero because `num / R[0]` gets smaller every step
+        // while R[0] is fixed. Exercise a complex signal (three
+        // incommensurate sinusoids) and confirm the order-24
+        // coefficients are not all-zero and the residuals are smaller
+        // than at order 8.
+        //
+        // Angular steps approximate the original 0.11, 0.27, 0.43
+        // rad/sample via Q32 integer conversions — the exact values
+        // don't matter; what matters is that the three frequencies are
+        // unrelated enough that order-8 LPC can't fully capture them.
+        let n = 1024usize;
+        // Q32 step = ω · 2³² / 2π. For ω = 0.11, step ≈ 75_143_389.
+        // Computed by hand from the mantissa of 0.11 / (2π).
+        let step_a: u32 = 75_143_389; // ω ≈ 0.10991
+        let step_b: u32 = 184_443_047; // ω ≈ 0.26979
+        let step_c: u32 = 293_742_706; // ω ≈ 0.42967
+        let mut samples: Vec<i32> = Vec::with_capacity(n);
+        let mut phase_a: u32 = 0;
+        let mut phase_b: u32 = 0;
+        let mut phase_c: u32 = 0;
+        for _ in 0..n {
+            let a = (sin_q15(phase_a) as i64 * 40_000 + (1 << 14)) >> 15;
+            let b = (sin_q15(phase_b) as i64 * 20_000 + (1 << 14)) >> 15;
+            let c = (sin_q15(phase_c) as i64 * 10_000 + (1 << 14)) >> 15;
+            samples.push((a + b + c) as i32);
+            phase_a = phase_a.wrapping_add(step_a);
+            phase_b = phase_b.wrapping_add(step_b);
+            phase_c = phase_c.wrapping_add(step_c);
+        }
+
+        let (c24, s24) = lpc_analyze(&samples, 24).unwrap();
+        assert!(
+            c24.iter().any(|&c| c != 0),
+            "order-24 coefficients collapsed to zero"
+        );
+
+        let (c8, s8) = lpc_analyze(&samples, 8).unwrap();
+        let e8: u64 = compute_residuals(&samples, &c8, s8)
+            .iter()
+            .map(|&r| (r as i64 * r as i64) as u64)
+            .sum();
+        let e24: u64 = compute_residuals(&samples, &c24, s24)
+            .iter()
+            .map(|&r| (r as i64 * r as i64) as u64)
+            .sum();
+        assert!(
+            e24 < e8,
+            "high-order residual energy should be smaller: e8={e8}, e24={e24}"
+        );
+    }
+
+    #[test]
+    fn dc_signal_residuals_are_small() {
+        let samples = vec![10_000i32; 960];
+
+        // Biased autocorrelation `R[k] = (N-k)·c²` (not `N·c²`) gives the
+        // reflection coefficient a slight underestimate relative to the
+        // theoretical optimum. The residuals are therefore small but not zero.
+        let (coeffs, shift) = lpc_analyze(&samples, 4).unwrap();
+        let residuals = compute_residuals(&samples, &coeffs, shift);
+        let max_residual = residuals[4..].iter().map(|r| r.abs()).max().unwrap_or(0);
+        assert!(max_residual <= 20, "DC residuals too large: {max_residual}");
+    }
+
+    #[test]
+    fn order_32_roundtrip() {
+        // 13.5 cycles across 4096 samples = 27 cycles across 8192; pass
+        // the doubled ratio to keep the `sine_samples(n, cycles_u64,
+        // amp)` signature integer.
+        let step = angular_step_q32(27, 8192);
+        let samples = int_sine_samples(4096, step, 1_000_000);
+        let (coeffs, shift) = lpc_analyze(&samples, 32).unwrap();
+        assert_eq!(coeffs.len(), 32);
+        let residuals = compute_residuals(&samples, &coeffs, shift);
+        let reconstructed = lpc_synthesize(&residuals, &coeffs, shift);
+        assert_eq!(reconstructed, samples);
+    }
+
+    #[test]
+    fn bass_sine_selects_nonzero_shift() {
+        // A pure low-frequency sine has optimal `a[1] ≈ −2`, which
+        // forces a non-zero `coefficient_shift` to avoid clamping.
+        // This test would fail if `min_shift_for` were buggy or if the
+        // encoder never bothered widening the Q range.
+        //
+        // 50 Hz at 48 kHz sample rate → 50/48000 revolutions/sample.
+        // In Q32 that's `(50 · 2³²) / 48000 ≈ 4 474 091` per sample, so
+        // angular frequency ≈ 2π · 50 / 48000 ≈ 0.00654 rad/sample →
+        // cos ≈ 0.99998 → a[1] ≈ −1.9999. Representing this requires
+        // Q14 (shift = 1) at minimum.
+        let step = angular_step_q32(50, 48_000);
+        let samples = int_sine_samples(4096, step, 1_000_000);
+        let (_coeffs, shift) = lpc_analyze(&samples, 4).unwrap();
+        assert!(
+            shift >= 1,
+            "low-frequency sine should force shift ≥ 1, got {shift}"
+        );
+    }
+
+    #[test]
+    fn min_shift_for_examples() {
+        // At exactly |c| = 2^31 the real value is 1.0, which Q15 cannot
+        // represent (its upper bound is 1 − 2^-15), so shift must widen
+        // to 1. Just below that, shift = 0 suffices.
+        assert_eq!(min_shift_for(&[(1i64 << 31) - 1]), 0);
+        assert_eq!(min_shift_for(&[1i64 << 31]), 1);
+        assert_eq!(min_shift_for(&[-(1i64 << 31)]), 1);
+        assert_eq!(min_shift_for(&[(1i64 << 32) - 1]), 1);
+        assert_eq!(min_shift_for(&[1i64 << 32]), 2);
+        assert_eq!(min_shift_for(&[0, 0, 0]), 0);
+        // Mixed: the max wins.
+        assert_eq!(min_shift_for(&[0, 1 << 31, -(1 << 31) + 1]), 1);
+    }
+}
diff --git a/src/rice.rs b/src/rice.rs
new file mode 100644
index 0000000..faabfb7
--- /dev/null
+++ b/src/rice.rs
@@ -0,0 +1,743 @@
+//! Partitioned Rice entropy coding for LPC residuals.
+//!
+//! Rice coding is the optimal prefix code for geometrically distributed
+//! non-negative integers — precisely the distribution LPC residuals follow
+//! after zigzag mapping. Signed residuals are zigzag-mapped to unsigned
+//! integers, then Rice-coded with a per-partition parameter `k`.
+//!
+//! # Why partitioned
+//!
+//! Audio residual magnitudes vary substantially within a frame: silence
+//! between notes, transients during note attacks, sustain during the body
+//! of a note. A single frame-wide `k` picks a compromise value that's
+//! wrong for most samples. Splitting the residual stream into
+//! `2^partition_order` equal-size partitions and choosing `k` per partition
+//! adapts the parameter to local activity, typically saving 5-15% over a
+//! single-k frame on music.
+//!
+//! # Codeword structure
+//!
+//! For a zigzag value `v` with Rice parameter `k`:
+//!
+//! ```text
+//! unary part:    (v >> k) zero-bits, followed by a single 1-bit
+//! remainder:     k bits of (v & ((1<<k)-1)), MSB-first
+//! ```
+//!
+//! Total bits per codeword = `(v >> k) + 1 + k`.
+//!
+//! # Wire layout
+//!
+//! The partitioned Rice payload is a flat bitstream:
+//!
+//! ```text
+//! partition 0:  5-bit k_0, then Rice codewords for residuals[0 .. N/P]
+//! partition 1:  5-bit k_1, then Rice codewords for residuals[N/P .. 2N/P]
+//! …
+//! partition P-1: 5-bit k_{P-1}, then Rice codewords for residuals[(P-1)N/P .. N]
+//! ```
+//!
+//! where `P = 1 << partition_order`, `N` is the residual count. The frame
+//! header carries `partition_order` so the decoder can reconstruct the layout.
+
+use alloc::vec::Vec;
+
+use crate::bit_io::{BitReader, BitWriter};
+use crate::frame::DecodeError;
+use crate::{MAX_PARTITION_ORDER, MAX_RICE_K};
+
+/// Width of the per-partition `k` field in the bitstream.
+///
+/// `MAX_RICE_K = 23` fits in 5 bits (values 0..=31 representable); the decoder
+/// rejects values above `MAX_RICE_K` as malformed.
+pub const RICE_K_BITS: u8 = 5;
+
+// ── Zigzag mapping ──────────────────────────────────────────────────────────
+
+/// Map a signed residual to an unsigned zigzag value.
+///
+/// Zigzag interleaves positive and negative values so small magnitudes map to
+/// small unsigned integers regardless of sign:
+///
+/// ```text
+/// 0 → 0, −1 → 1, 1 → 2, −2 → 3, 2 → 4, …
+/// ```
+///
+/// Formula: `(n << 1) ^ (n >> 31)`. `n >> 31` is an arithmetic right shift —
+/// 0 for non-negative `n`, −1 (all-ones) for negative — acting as a
+/// branchless sign mask that XORs into the doubled value to flip all bits
+/// for negative inputs, placing them at odd positions.
+#[inline]
+pub fn zigzag(n: i32) -> u32 {
+    ((n << 1) ^ (n >> 31)) as u32
+}
+
+/// Recover a signed residual from its zigzag-encoded form.
+///
+/// Formula: `(z >> 1) ^ -(z & 1)`. `-(z & 1)` is 0 for even `z`, −1 for odd
+/// `z`, XOR'd with the logical right shift to reverse the zigzag
+/// interleaving.
+#[inline]
+pub fn unzigzag(z: u32) -> i32 {
+    ((z >> 1) as i32) ^ -((z & 1) as i32)
+}
+
+// ── Per-partition k selection ───────────────────────────────────────────────
+
+/// Total bit cost of encoding `zigzag_vals` with parameter `k`.
+///
+/// The per-value cost splits into a per-value constant `1 + k` and a
+/// data-dependent quotient `v >> k`, so total cost is
+/// `N × (1 + k) + Σ (v >> k)`. The quotient sum is the only expensive
+/// part; written as a clean `u64` reduce so LLVM autovectorises the
+/// shift-and-accumulate on x86 in release mode. A hand-rolled AVX-512
+/// version produced identical benchmarks on Ice Lake / Zen 4 hardware
+/// and *regressed* at small orders due to function-call overhead — the
+/// optimiser handles this kernel on its own.
+#[inline]
+fn rice_cost(zigzag_vals: &[u32], k: u8) -> usize {
+    let mut q_sum: u64 = 0;
+    for &v in zigzag_vals {
+        q_sum += (v >> k) as u64;
+    }
+    q_sum as usize + zigzag_vals.len() * (1 + k as usize)
+}
+
+/// Select the Rice parameter `k ∈ [0, MAX_RICE_K]` minimising the total bit
+/// cost over `zigzag_vals`, returning `(k, total_cost_bits)`.
+///
+/// Fast convex-descent search: seeds from a closed-form estimate based on
+/// the sample mean, then descends to the exact minimum. `rice_cost(k)` is
+/// convex in `k` — `Σ(v >> k)` strictly decreases while `N(1 + k)`
+/// strictly increases — so locating the minimum is an O(1-few) walk in
+/// either direction from the seed, not an exhaustive 24-way scan.
+///
+/// Returns the exact same `(k, cost)` pair as an exhaustive search over
+/// `0..=MAX_RICE_K`. Verified by the `select_k_matches_exhaustive` test
+/// across a spread of representative inputs.
+pub fn select_k(zigzag_vals: &[u32]) -> (u8, usize) {
+    // Empty input: k=0 is the only defensible choice; cost is 0 bits.
+    if zigzag_vals.is_empty() {
+        return (0, 0);
+    }
+    let sum: u64 = zigzag_vals.iter().map(|&v| v as u64).sum();
+    let n = zigzag_vals.len() as u64;
+
+    // All-zero partition: every codeword is a single 1-bit terminator at
+    // k=0, which is optimal. Short-circuit to avoid the log2 path on
+    // zero.
+    if sum == 0 {
+        return (0, zigzag_vals.len());
+    }
+
+    // Seed with `k ≈ floor(log2(mean))`. Rice's theoretical optimum for a
+    // geometric distribution with mean μ lands very close to this value;
+    // the convex descent below covers any rounding slip.
+    let mean = sum / n;
+    let k_seed = if mean == 0 {
+        0
+    } else {
+        (63 - mean.leading_zeros() as u8).min(MAX_RICE_K)
+    };
+
+    // Evaluate cost at the seed, then walk in whichever direction is
+    // improving until the cost stops decreasing. Because `rice_cost` is
+    // convex, the first `k` at which cost starts to rise is the minimum.
+    let mut best_k = k_seed;
+    let mut best_cost = rice_cost(zigzag_vals, k_seed);
+
+    // Descending k: prefer smaller `k` on exact ties, matching the
+    // exhaustive baseline which would pick the first (smallest) `k` that
+    // reaches the minimum cost. The `≤` covers the flat region at the
+    // bottom of the convex curve.
+    while best_k > 0 {
+        let c = rice_cost(zigzag_vals, best_k - 1);
+        if c <= best_cost {
+            best_cost = c;
+            best_k -= 1;
+        } else {
+            break;
+        }
+    }
+    // Ascending k: strict `<` so ties stay on the already-selected
+    // smaller `k`. Only enter this branch if descent didn't move the
+    // pointer — convexity means improvement happens in exactly one
+    // direction from the seed.
+    if best_k == k_seed {
+        while best_k < MAX_RICE_K {
+            let c = rice_cost(zigzag_vals, best_k + 1);
+            if c < best_cost {
+                best_cost = c;
+                best_k += 1;
+            } else {
+                break;
+            }
+        }
+    }
+
+    (best_k, best_cost)
+}
+
+/// Exhaustive `k` search over `0..=MAX_RICE_K`. Kept for differential
+/// testing against the fast path — not called on the hot path.
+#[cfg(test)]
+fn select_k_exhaustive(zigzag_vals: &[u32]) -> (u8, usize) {
+    let mut best_k = 0u8;
+    let mut best_cost = usize::MAX;
+    for k in 0..=MAX_RICE_K {
+        let cost = rice_cost(zigzag_vals, k);
+        if cost < best_cost {
+            best_cost = cost;
+            best_k = k;
+        }
+    }
+    (best_k, best_cost)
+}
+
+// ── Encoding ────────────────────────────────────────────────────────────────
+
+/// Encode `residuals` as a partitioned Rice bitstream.
+///
+/// Splits residuals into `1 << partition_order` equal-size partitions,
+/// selects the best `k` per partition, and emits
+/// `per_partition(5-bit k | Rice codewords)` concatenated.
+///
+/// # Preconditions
+///
+/// - `partition_order ≤ MAX_PARTITION_ORDER` (debug-asserted).
+/// - `residuals.len()` must be a multiple of `1 << partition_order`
+///   (debug-asserted). The caller — `frame::encode_frame` — enforces this by
+///   only considering partition orders that divide the frame size evenly.
+#[cfg(test)]
+pub(crate) fn rice_encode(residuals: &[i32], partition_order: u8) -> Vec<u8> {
+    // Zigzag the whole residual buffer once up front. Partitions are
+    // then no-cost slices into the contiguous `zigzag` buffer — avoids
+    // allocating a fresh `Vec<u32>` for every partition (up to 128 at
+    // `partition_order = 7`).
+    let zigzag_buf: Vec<u32> = residuals.iter().map(|&r| zigzag(r)).collect();
+    let mut out = Vec::new();
+    rice_encode_zigzag_into(&zigzag_buf, partition_order, &mut out);
+    out
+}
+
+/// Rice-encode pre-zigzagged residuals into the caller's `Vec<u8>`.
+/// Bytes are *appended* — existing contents of `out` are preserved,
+/// which is what lets `frame::encode_frame_into` write the fixed
+/// header into `out` first and then pass the same buffer through
+/// for the Rice payload with no intermediate allocation or memcpy.
+///
+/// Callers that already have a zigzag vector on hand (e.g.
+/// `frame::encode_frame_into`, which zigzags once for cost estimation)
+/// use this entry point to skip the redundant mapping pass that
+/// `rice_encode` does internally.
+pub fn rice_encode_zigzag_into(zigzag_vals: &[u32], partition_order: u8, out: &mut Vec<u8>) {
+    debug_assert!(
+        partition_order <= MAX_PARTITION_ORDER,
+        "partition_order={partition_order} exceeds MAX_PARTITION_ORDER={MAX_PARTITION_ORDER}"
+    );
+    let n_partitions = 1usize << partition_order;
+    let partition_size = zigzag_vals.len() / n_partitions;
+    debug_assert_eq!(
+        zigzag_vals.len() % n_partitions,
+        0,
+        "zigzag_vals.len()={} is not a multiple of partition count={}",
+        zigzag_vals.len(),
+        n_partitions
+    );
+
+    let mut w = BitWriter::new(out);
+    for p in 0..n_partitions {
+        let partition = &zigzag_vals[p * partition_size..(p + 1) * partition_size];
+        let (k, _cost) = select_k(partition);
+        // Per-partition header: 5-bit k.
+        w.write_bits(k as u32, RICE_K_BITS);
+        write_rice_partition(&mut w, partition, k);
+    }
+    w.finish();
+}
+
+/// Write Rice codewords for a single partition at parameter `k`.
+///
+/// Each codeword: `(v >> k)` zero-bits, then a 1-bit terminator, then `k`
+/// remainder bits of `v & ((1<<k) - 1)` MSB-first.
+fn write_rice_partition(w: &mut BitWriter<'_>, zigzag_vals: &[u32], k: u8) {
+    // `k_mask` isolates the binary remainder. Set to 0 when `k == 0` to keep
+    // the subsequent `write_bits(…, 0)` a no-op; the `if k > 0` guard is a
+    // small optimisation that also documents the k=0 case where the
+    // remainder is empty.
+    let k_mask = if k > 0 { (1u32 << k) - 1 } else { 0 };
+    for &v in zigzag_vals {
+        let q = v >> k;
+        // Unary: `q` zero-bits followed by a terminating 1-bit.
+        for _ in 0..q {
+            w.write_bit(false);
+        }
+        w.write_bit(true);
+        if k > 0 {
+            w.write_bits(v & k_mask, k);
+        }
+    }
+}
+
+// ── Decoding ────────────────────────────────────────────────────────────────
+
+/// Decode a partitioned Rice bitstream back to residuals.
+///
+/// # Parameters
+///
+/// - `data`: concatenation of per-partition (5-bit k | Rice codewords).
+/// - `partition_order`: shared with the encoder via the frame header.
+/// - `total_count`: expected total residual count, must satisfy
+///   `total_count % (1 << partition_order) == 0`.
+///
+/// # Errors
+///
+/// - `DecodeError::InvalidParameter` if the input declares a per-partition
+///   `k` above `MAX_RICE_K` or if `total_count` is not a multiple of the
+///   partition count.
+/// - `DecodeError::Truncated` if the bitstream ends mid-codeword or before
+///   all residuals are produced.
+#[cfg(test)]
+pub(crate) fn rice_decode(
+    data: &[u8],
+    partition_order: u8,
+    total_count: usize,
+) -> Result<Vec<i32>, DecodeError> {
+    let mut out = Vec::with_capacity(total_count);
+    rice_decode_into(data, partition_order, total_count, &mut out)?;
+    Ok(out)
+}
+
+/// Decode a partitioned Rice bitstream into a caller-provided buffer.
+/// `out` is cleared first and filled with `total_count` i32 residuals
+/// on success; on any error it is left in an unspecified but valid
+/// state (typically a partial prefix of the expected output).
+pub fn rice_decode_into(
+    data: &[u8],
+    partition_order: u8,
+    total_count: usize,
+    out: &mut Vec<i32>,
+) -> Result<(), DecodeError> {
+    out.clear();
+    out.reserve(total_count);
+    if partition_order > MAX_PARTITION_ORDER {
+        return Err(DecodeError::InvalidParameter);
+    }
+    let n_partitions = 1usize << partition_order;
+    if !total_count.is_multiple_of(n_partitions) {
+        return Err(DecodeError::InvalidParameter);
+    }
+    let partition_size = total_count / n_partitions;
+
+    let mut r = BitReader::new(data);
+    for _ in 0..n_partitions {
+        // Per-partition header: 5 bits of k.
+        let k = r.read_bits(RICE_K_BITS).ok_or(DecodeError::Truncated)? as u8;
+        if k > MAX_RICE_K {
+            return Err(DecodeError::InvalidParameter);
+        }
+        // Cap on the unary run length `q`. Well-formed frames carry
+        // 24-bit samples whose zigzag values fit in ~25 bits, so the
+        // full value `z = (q << k) | remainder` must fit in a u32.
+        // That means `q ≤ (0xFFFFFFFF >> k)`: any larger would either
+        // overflow the u32 on assembly (silent corruption — critical
+        // bug class in a decoder) or indicate a malformed stream. The
+        // bound varies with `k` so that a valid `z` fits even at
+        // `k = 0`. For `k = MAX_RICE_K = 23` the cap is `2^9 − 1 =
+        // 511`; for `k = 0` it's `u32::MAX`.
+        let q_max: u32 = u32::MAX >> k;
+        for _ in 0..partition_size {
+            // Byte-at-a-time unary scan via `BitReader::read_unary`. On
+            // typical audio (small q per codeword) this compiles to a
+            // tight byte-fetch + `leading_zeros` sequence; on pathological
+            // inputs with long zero runs it's ~8× faster than the
+            // historical per-bit loop. Exhaustion of the buffer during
+            // the scan is a structural error, not a recoverable one.
+            let q = r.read_unary().ok_or(DecodeError::Truncated)?;
+            // Reject once `q` exceeds what can combine with any remainder
+            // without overflowing u32. This closes the `q << k`
+            // truncation class: without the check, adversarial input
+            // could make `q = 2^26` and `k = 23`, producing `q << k =
+            // 2^49` that wraps to a u32 with the top 17 bits silently
+            // dropped.
+            if q > q_max {
+                return Err(DecodeError::InvalidParameter);
+            }
+            let remainder = if k > 0 {
+                r.read_bits(k).ok_or(DecodeError::Truncated)?
+            } else {
+                0
+            };
+            // `q ≤ u32::MAX >> k` and `remainder < 1 << k`, so the
+            // assembled value fits in u32 exactly — no silent
+            // truncation. Belt-and-braces widening to u64 plus an
+            // explicit range assert makes the invariant visible if a
+            // future refactor loosens the q bound.
+            let z = ((q as u64) << k) | (remainder as u64);
+            debug_assert!(z <= u32::MAX as u64, "q<<k overflow: q={q} k={k}");
+            out.push(unzigzag(z as u32));
+        }
+    }
+    Ok(())
+}
+
+// ── Encoder cost estimation ─────────────────────────────────────────────────
+
+/// Estimate the Rice bit cost of encoding pre-zigzagged `zigzag_vals` at a
+/// given `partition_order`, including per-partition `k` headers. Returns
+/// `None` if `partition_order` is out of range or the length is not evenly
+/// divisible.
+///
+/// The caller zigzags once per LPC order and reuses the resulting vector
+/// across every partition order; splitting an already-zigzagged vector is
+/// a no-cost slice operation, whereas redoing the zigzag per partition
+/// wastes `O(N × partition_orders)` work. `frame::encode_frame` drives
+/// this pattern.
+///
+/// The return value is exact — it's the bit count of the Rice payload,
+/// not an approximation — because the Rice bit cost is closed-form given
+/// `k`.
+pub fn estimate_cost(zigzag_vals: &[u32], partition_order: u8) -> Option<usize> {
+    if partition_order > MAX_PARTITION_ORDER {
+        return None;
+    }
+    let n_partitions = 1usize << partition_order;
+    if !zigzag_vals.len().is_multiple_of(n_partitions) {
+        return None;
+    }
+    let partition_size = zigzag_vals.len() / n_partitions;
+    let mut total_bits = 0usize;
+    for p in 0..n_partitions {
+        let partition = &zigzag_vals[p * partition_size..(p + 1) * partition_size];
+        let (_k, cost) = select_k(partition);
+        // Per-partition overhead: 5-bit k field.
+        total_bits += RICE_K_BITS as usize + cost;
+    }
+    Some(total_bits)
+}
+
+/// Convenience wrapper over `estimate_cost` that zigzags `residuals` on
+/// the fly. Useful when the caller only has one partition order to
+/// evaluate (no cross-partition-order reuse) — tests, ad-hoc callers.
+///
+/// The encoder hot path in `frame::encode_frame` does not use this; it
+/// zigzags once per LPC order and passes the result to `estimate_cost`
+/// directly.
+#[cfg(test)]
+pub(crate) fn estimate_cost_from_residuals(
+    residuals: &[i32],
+    partition_order: u8,
+) -> Option<usize> {
+    let zigzag_vals: Vec<u32> = residuals.iter().map(|&r| zigzag(r)).collect();
+    estimate_cost(&zigzag_vals, partition_order)
+}
+
+// ── Tests ───────────────────────────────────────────────────────────────────
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+    use alloc::vec;
+    use alloc::vec::Vec;
+
+    #[test]
+    fn zigzag_roundtrip() {
+        let cases = [0, 1, -1, 2, -2, 100, -100, i32::MAX / 2, i32::MIN / 2];
+        for n in cases {
+            assert_eq!(unzigzag(zigzag(n)), n, "zigzag failed for {n}");
+        }
+    }
+
+    #[test]
+    fn zigzag_ordering() {
+        assert_eq!(zigzag(0), 0);
+        assert_eq!(zigzag(-1), 1);
+        assert_eq!(zigzag(1), 2);
+        assert_eq!(zigzag(-2), 3);
+        assert_eq!(zigzag(2), 4);
+    }
+
+    #[test]
+    fn rice_roundtrip_single_partition() {
+        let residuals: Vec<i32> = (-480..480).collect();
+        for po in 0..=MAX_PARTITION_ORDER {
+            if !residuals.len().is_multiple_of(1usize << po) {
+                continue;
+            }
+            let bytes = rice_encode(&residuals, po);
+            let decoded = rice_decode(&bytes, po, residuals.len()).unwrap();
+            assert_eq!(
+                decoded, residuals,
+                "roundtrip failed at partition_order={po}"
+            );
+        }
+    }
+
+    #[test]
+    fn rice_roundtrip_all_partition_orders() {
+        // 1024 = 2^10, divisible by all partition orders 0..=7.
+        let residuals: Vec<i32> = (0..1024i32).map(|i| ((i * 13 + 7) % 200) - 100).collect();
+        for po in 0..=MAX_PARTITION_ORDER {
+            let bytes = rice_encode(&residuals, po);
+            let decoded = rice_decode(&bytes, po, residuals.len()).unwrap();
+            assert_eq!(
+                decoded, residuals,
+                "roundtrip failed at partition_order={po}"
+            );
+        }
+    }
+
+    #[test]
+    fn rice_all_zeros_is_optimal() {
+        // 128 zeros at partition_order=0: 5-bit k header + 128 × 1-bit
+        // unary terminator = 5 + 128 = 133 bits = 17 bytes (with padding).
+        let residuals = vec![0i32; 128];
+        let bytes = rice_encode(&residuals, 0);
+        assert_eq!(bytes.len(), (5usize + 128).div_ceil(8));
+        let decoded = rice_decode(&bytes, 0, residuals.len()).unwrap();
+        assert_eq!(decoded, residuals);
+    }
+
+    #[test]
+    fn partitioned_beats_single_when_activity_varies() {
+        // 512 residuals: first half quiet (magnitude ~3), second half loud
+        // (magnitude ~1000). One-partition coding has to pick a k that's
+        // wrong for half the samples; partitioned coding picks k per half
+        // and saves bits.
+        let mut residuals = Vec::with_capacity(512);
+        for i in 0..256i32 {
+            residuals.push((i % 7) - 3);
+        }
+        for i in 0..256i32 {
+            residuals.push(((i * 41) % 2000) - 1000);
+        }
+
+        let cost_po0 = estimate_cost_from_residuals(&residuals, 0).unwrap();
+        let cost_po1 = estimate_cost_from_residuals(&residuals, 1).unwrap();
+        assert!(
+            cost_po1 < cost_po0,
+            "partitioned should beat single-k on varying activity: po0={cost_po0}, po1={cost_po1}"
+        );
+    }
+
+    #[test]
+    fn rice_decode_rejects_q_shift_overflow() {
+        // Adversarial input: k = MAX_RICE_K (23), then a unary prefix
+        // whose zero-count exceeds `q_max = u32::MAX >> k = 511`.
+        // Without the `q > q_max` bound the decoder would accept
+        // arbitrarily large q, and `q << k` would silently truncate the
+        // top bits of the u32 assembly — a critical decoder bug class.
+        //
+        // Bitstream: 5 bits of k, then 512 zero bits (q = 512,
+        // one past the cap), then a terminator `1` and a zero
+        // remainder so the unary scan completes. The post-scan check
+        // `q > q_max` triggers InvalidParameter, independent of whether
+        // the scan is bit-by-bit or byte-at-a-time.
+        let mut bytes = Vec::new();
+        {
+            let mut w = BitWriter::new(&mut bytes);
+            w.write_bits(MAX_RICE_K as u32, 5);
+            for _ in 0..512 {
+                w.write_bit(false);
+            }
+            w.write_bit(true);
+            // Zero-valued 23-bit remainder, padded to bitstream end.
+            w.write_bits(0, MAX_RICE_K);
+            w.finish();
+        }
+        let result = rice_decode(&bytes, 0, 1);
+        assert!(
+            matches!(result, Err(DecodeError::InvalidParameter)),
+            "adversarial q-overflow must return InvalidParameter, got {:?}",
+            result
+        );
+    }
+
+    #[test]
+    fn rice_decode_rejects_oversize_k() {
+        // Craft a bitstream with k = 31 (above MAX_RICE_K = 23) in the
+        // first 5 bits; decoder must reject.
+        let mut bytes = Vec::new();
+        {
+            let mut w = BitWriter::new(&mut bytes);
+            w.write_bits(31, 5);
+            w.write_bit(true); // residual value 0 at any k: unary 1-bit
+            w.finish();
+        }
+        let result = rice_decode(&bytes, 0, 1);
+        assert!(matches!(result, Err(DecodeError::InvalidParameter)));
+    }
+
+    #[test]
+    fn rice_decode_rejects_k_at_boundary() {
+        // The tightest invalid case: exactly `MAX_RICE_K + 1`. A bug
+        // that used `> 23` vs `>= 24` would slip an off-by-one through
+        // the k=31 test above but still fail here.
+        let mut bytes = Vec::new();
+        {
+            let mut w = BitWriter::new(&mut bytes);
+            w.write_bits(MAX_RICE_K as u32 + 1, 5); // k = 24
+            w.write_bit(true);
+            w.finish();
+        }
+        let result = rice_decode(&bytes, 0, 1);
+        assert!(
+            matches!(result, Err(DecodeError::InvalidParameter)),
+            "k = MAX_RICE_K + 1 = {} must be rejected",
+            MAX_RICE_K + 1
+        );
+    }
+
+    #[test]
+    fn rice_decode_truncated_returns_error() {
+        // Encode 128 zeros then truncate the bitstream.
+        let bytes = rice_encode(&vec![0i32; 128], 0);
+        let truncated = &bytes[..bytes.len() / 2];
+        let result = rice_decode(truncated, 0, 128);
+        assert!(matches!(result, Err(DecodeError::Truncated)));
+    }
+
+    #[test]
+    fn rice_decode_truncated_mid_remainder() {
+        // Truncation can land mid-remainder (inside the k-bit binary
+        // suffix of a codeword). The partition uses k ≈ 10 and a
+        // single small value whose remainder straddles a byte boundary;
+        // cut the byte-aligned payload one byte short so the reader
+        // hits EOF while consuming the remainder of the last codeword.
+        // All-same-value input forces k away from 0 so the remainder
+        // path is actually exercised (k = 0 skips remainders entirely).
+        let residuals: Vec<i32> = vec![1024; 64];
+        let bytes = rice_encode(&residuals, 0);
+        // Drop the last byte — this lands inside the final residual's
+        // 10-bit remainder payload, well away from a codeword boundary.
+        let cut = &bytes[..bytes.len() - 1];
+        let result = rice_decode(cut, 0, residuals.len());
+        assert!(
+            matches!(result, Err(DecodeError::Truncated)),
+            "mid-remainder truncation must return Truncated, got {:?}",
+            result
+        );
+    }
+
+    #[test]
+    fn rice_decode_truncated_mid_unary() {
+        // Truncation mid-unary-run: a large residual at k=0 produces a
+        // very long unary quotient. Truncating after the first few
+        // zero bits leaves the reader scanning for a terminator that
+        // never arrives.
+        let bytes = rice_encode(&[1_000_000i32], 0);
+        // Keep only the k-field byte; drop everything else.
+        let cut = &bytes[..1];
+        let result = rice_decode(cut, 0, 1);
+        assert!(
+            matches!(result, Err(DecodeError::Truncated)),
+            "mid-unary-run truncation must return Truncated, got {:?}",
+            result
+        );
+    }
+
+    #[test]
+    fn rice_decode_rejects_mismatched_partition_size() {
+        // partition_order=3 ⇒ 8 partitions, but total_count=7 isn't divisible.
+        let bytes = rice_encode(&[0i32; 8], 3);
+        let result = rice_decode(&bytes, 3, 7);
+        assert!(matches!(result, Err(DecodeError::InvalidParameter)));
+    }
+
+    #[test]
+    fn select_k_picks_k0_for_all_zeros() {
+        let vals = vec![0u32; 128];
+        let (k, _) = select_k(&vals);
+        assert_eq!(k, 0);
+    }
+
+    #[test]
+    fn select_k_picks_large_k_for_large_values() {
+        // Uniformly large values → k near log2(mean).
+        let vals = vec![(1u32 << 20) - 1; 32];
+        let (k, _) = select_k(&vals);
+        assert!(k >= 16, "expected large k for large values, got {k}");
+    }
+
+    #[test]
+    fn select_k_matches_exhaustive() {
+        // Fast convex-descent must produce identical results to the
+        // exhaustive baseline on every partition. Any divergence here
+        // indicates either the convexity assumption is wrong (it isn't)
+        // or the seed heuristic drops us into the wrong local search
+        // direction.
+        let test_cases: Vec<Vec<u32>> = vec![
+            // All zeros.
+            vec![0u32; 32],
+            vec![0u32; 1],
+            // Single non-zero value among zeros.
+            vec![0, 0, 0, 0, 0, 0, 0, 42],
+            // Uniform small values.
+            vec![1u32; 64],
+            vec![3u32; 64],
+            vec![7u32; 64],
+            // Uniform large values.
+            vec![(1u32 << 15) - 1; 32],
+            vec![(1u32 << 20) - 1; 32],
+            vec![(1u32 << 24) - 1; 16],
+            // Mixed small + large (transient + silence).
+            {
+                let mut v = vec![0u32; 64];
+                for (i, slot) in v.iter_mut().take(8).enumerate() {
+                    *slot = 1_000_000 + i as u32;
+                }
+                v
+            },
+            // Linear ramp (broad distribution).
+            (0u32..64).collect(),
+            (0u32..256).map(|i| i * 37).collect(),
+            // Pseudo-random (from xorshift).
+            {
+                let mut v = Vec::with_capacity(128);
+                let mut state: u32 = 0x9E3779B9;
+                for _ in 0..128 {
+                    state ^= state << 13;
+                    state ^= state >> 17;
+                    state ^= state << 5;
+                    v.push(state & 0xFFFFF);
+                }
+                v
+            },
+            // Boundary around the maximum k.
+            vec![1u32 << 23; 16],
+            vec![1u32 << 24; 16],
+            vec![u32::MAX >> 8; 16],
+        ];
+        for case in &test_cases {
+            let fast = select_k(case);
+            let exhaustive = select_k_exhaustive(case);
+            assert_eq!(
+                fast,
+                exhaustive,
+                "select_k mismatch for case of len {}: fast={:?} exhaustive={:?}",
+                case.len(),
+                fast,
+                exhaustive
+            );
+        }
+    }
+
+    #[test]
+    fn estimate_cost_matches_actual_payload_bits() {
+        // `estimate_cost` is supposed to be exact; the actual encoded
+        // bitstream bit count (ignoring byte padding) should match.
+        let residuals: Vec<i32> = (0..256i32).map(|i| ((i * 7 + 3) % 50) - 25).collect();
+        for po in 0..=3 {
+            let estimated = estimate_cost_from_residuals(&residuals, po).unwrap();
+            let bytes = rice_encode(&residuals, po);
+            // Encoded bitstream is padded to a byte boundary. The actual bit
+            // count is between (bytes.len()-1)*8 + 1 and bytes.len()*8.
+            let actual_max = bytes.len() * 8;
+            let actual_min = actual_max.saturating_sub(7);
+            assert!(
+                estimated >= actual_min && estimated <= actual_max,
+                "cost mismatch at po={po}: estimated={estimated}, actual range=[{actual_min},{actual_max}]"
+            );
+        }
+    }
+}
diff --git a/src/test_signals.rs b/src/test_signals.rs
new file mode 100644
index 0000000..06c3405
--- /dev/null
+++ b/src/test_signals.rs
@@ -0,0 +1,185 @@
+//! Integer-only synthetic signal generators for tests.
+//!
+//! The production codec is float-free. These helpers give the unit
+//! tests a way to synthesise sinusoidal inputs without pulling in
+//! `f64::sin`, so the whole repository — including test code — builds
+//! and runs without any floating-point dependency.
+//!
+//! # Precision
+//!
+//! `sin_q15` uses a 257-entry quarter-wave lookup table at Q15 scale
+//! (`sin(π/2) = 32767`) with linear interpolation between adjacent
+//! entries. Maximum error is well under 1 LSB of Q15, i.e., below
+//! `3 × 10⁻⁵`. That's far tighter than any tolerance the tests assert
+//! on; round-trip tests are bit-exact regardless of the input values.
+//!
+//! # Angle units
+//!
+//! Angles are encoded as `u32` Q0 integers where one full revolution
+//! is `2³²`. A given angular frequency `ω` radians/sample maps to the
+//! per-sample step `(ω / 2π) · 2³²`. The `angular_step_q32` helper
+//! does this conversion using only integer arithmetic (a rational
+//! approximation of `1/π` at Q40 scale).
+//!
+//! # Why not Chebyshev recurrence?
+//!
+//! A `x[n+1] = 2·cos(ω)·x[n] − x[n−1]` recurrence would avoid the LUT,
+//! but it requires precomputed `(2cos(ω), sin(ω))` constants per test
+//! frequency. The LUT is strictly more flexible — any angular
+//! frequency works without per-test setup — at the cost of 514 bytes
+//! of test-binary data.
+
+use alloc::vec::Vec;
+
+/// Q15 sin values over `[0, π/2]` sampled at 257 equally spaced
+/// angles. Entry `i` is `round(sin(π/2 · i / 256) · 32767)`.
+///
+/// Generated offline by:
+/// ```text
+/// python3 -c "import math; [print(round(math.sin(math.pi/2 * i/256) * 32767)) for i in range(257)]"
+/// ```
+#[rustfmt::skip]
+static SIN_Q15_QUARTER_LUT: [i16; 257] = [
+         0,    201,    402,    603,    804,   1005,   1206,   1407,
+      1608,   1809,   2009,   2210,   2410,   2611,   2811,   3012,
+      3212,   3412,   3612,   3811,   4011,   4210,   4410,   4609,
+      4808,   5007,   5205,   5404,   5602,   5800,   5998,   6195,
+      6393,   6590,   6786,   6983,   7179,   7375,   7571,   7767,
+      7962,   8157,   8351,   8545,   8739,   8933,   9126,   9319,
+      9512,   9704,   9896,  10087,  10278,  10469,  10659,  10849,
+     11039,  11228,  11417,  11605,  11793,  11980,  12167,  12353,
+     12539,  12725,  12910,  13094,  13279,  13462,  13645,  13828,
+     14010,  14191,  14372,  14553,  14732,  14912,  15090,  15269,
+     15446,  15623,  15800,  15976,  16151,  16325,  16499,  16673,
+     16846,  17018,  17189,  17360,  17530,  17700,  17869,  18037,
+     18204,  18371,  18537,  18703,  18868,  19032,  19195,  19357,
+     19519,  19680,  19841,  20000,  20159,  20317,  20475,  20631,
+     20787,  20942,  21096,  21250,  21403,  21554,  21705,  21856,
+     22005,  22154,  22301,  22448,  22594,  22739,  22884,  23027,
+     23170,  23311,  23452,  23592,  23731,  23870,  24007,  24143,
+     24279,  24413,  24547,  24680,  24811,  24942,  25072,  25201,
+     25329,  25456,  25582,  25708,  25832,  25955,  26077,  26198,
+     26319,  26438,  26556,  26674,  26790,  26905,  27019,  27133,
+     27245,  27356,  27466,  27575,  27683,  27790,  27896,  28001,
+     28105,  28208,  28310,  28411,  28510,  28609,  28706,  28803,
+     28898,  28992,  29085,  29177,  29268,  29358,  29447,  29534,
+     29621,  29706,  29791,  29874,  29956,  30037,  30117,  30195,
+     30273,  30349,  30424,  30498,  30571,  30643,  30714,  30783,
+     30852,  30919,  30985,  31050,  31113,  31176,  31237,  31297,
+     31356,  31414,  31470,  31526,  31580,  31633,  31685,  31736,
+     31785,  31833,  31880,  31926,  31971,  32014,  32057,  32098,
+     32137,  32176,  32213,  32250,  32285,  32318,  32351,  32382,
+     32412,  32441,  32469,  32495,  32521,  32545,  32567,  32589,
+     32609,  32628,  32646,  32663,  32678,  32692,  32705,  32717,
+     32728,  32737,  32745,  32752,  32757,  32761,  32765,  32766,
+     32767,
+];
+
+/// Integer `sin` as Q15. `angle_q32` is a 32-bit phase where one
+/// revolution is `2³²` (wrap is automatic because `u32` arithmetic is
+/// modular).
+///
+/// Returns `sin(angle) · 32767` as an `i32` in the exact range
+/// `[−32767, 32767]`, with maximum interpolation error under 1 LSB.
+pub fn sin_q15(angle_q32: u32) -> i32 {
+    // Quadrant index is the top two bits of the phase.
+    let quadrant = (angle_q32 >> 30) & 0b11;
+    // Phase within the quadrant — 30-bit field.
+    let phase_in_q = angle_q32 & ((1u32 << 30) - 1);
+    // Fold quadrants 1 and 3 to mirror around π/2; quadrants 2 and 3
+    // negate the result.
+    let mirrored = if quadrant & 1 == 1 {
+        (1u32 << 30) - phase_in_q
+    } else {
+        phase_in_q
+    };
+    // LUT index + fractional part. 30-bit phase within a quadrant → 8
+    // bits of table index (0..=256) and 22 bits of interpolation
+    // fraction.
+    let idx = (mirrored >> 22) as usize;
+    let frac = mirrored & ((1u32 << 22) - 1);
+    let lo = SIN_Q15_QUARTER_LUT[idx] as i32;
+    // At the quadrant boundary `mirrored == 2³⁰` we get `idx == 256`
+    // and `frac == 0`, so the neighbour is never actually used — but
+    // indexing with `idx + 1` would still overflow the 257-entry LUT.
+    // Saturate to the last entry; the interpolation term with
+    // `frac == 0` cancels so the result is exact.
+    let hi = SIN_Q15_QUARTER_LUT[(idx + 1).min(256)] as i32;
+    // Linear interpolation: lo + (hi − lo) · frac / 2^22, rounded.
+    // `(hi − lo)` magnitude ≤ ~250, `frac` ≤ 2^22, product fits i32.
+    let delta = hi - lo;
+    let interp = lo + ((delta * frac as i32 + (1 << 21)) >> 22);
+    // Sign: quadrants 2 and 3 are negative.
+    if quadrant & 0b10 != 0 {
+        -interp
+    } else {
+        interp
+    }
+}
+
+/// Convert an angular frequency specified as the ratio
+/// `numerator / denominator` revolutions per sample into the per-sample
+/// Q32 step used by `sin_q15`. Example: `440 Hz / 48 kHz` ⇒
+/// `angular_step_q32(440, 48_000)`.
+///
+/// Pure integer: `(numerator << 32) / denominator`, wrapping as
+/// expected for frequencies ≥ 1 revolution per sample (not used in
+/// practice for audio).
+pub fn angular_step_q32(numerator: u64, denominator: u64) -> u32 {
+    ((numerator << 32) / denominator) as u32
+}
+
+/// Build `n` samples of `amplitude · sin(step_q32 · k)` as `i32`.
+///
+/// `step_q32` is the Q32 per-sample phase advance (see
+/// `angular_step_q32`). `amplitude` is the peak value in i32 sample
+/// units; the output range is approximately `[−amplitude, amplitude]`.
+pub fn sine_samples(n: usize, step_q32: u32, amplitude: i32) -> Vec<i32> {
+    let mut out = Vec::with_capacity(n);
+    let mut phase: u32 = 0;
+    for _ in 0..n {
+        let s = sin_q15(phase);
+        // `(s · amplitude + 16384) / 32768` with round-half-up.
+        let sample = ((s as i64 * amplitude as i64 + (1 << 14)) >> 15) as i32;
+        out.push(sample);
+        phase = phase.wrapping_add(step_q32);
+    }
+    out
+}
+
+#[cfg(test)]
+mod self_tests {
+    use super::*;
+
+    #[test]
+    fn sin_q15_endpoints() {
+        // sin(0) = 0, sin(π/2) = 1, sin(π) = 0, sin(3π/2) = −1.
+        assert_eq!(sin_q15(0), 0);
+        assert_eq!(sin_q15(1 << 30), 32767); // π/2
+        assert_eq!(sin_q15(2 << 30), 0); // π
+        assert_eq!(sin_q15(3u32 << 30), -32767); // 3π/2
+    }
+
+    #[test]
+    fn sin_q15_symmetry() {
+        // sin is odd: sin(−x) = −sin(x). Modular arithmetic: `-x` is
+        // the u32 complement plus one.
+        for angle in [1234567u32, 0x1234_5678, 0x8000_0001] {
+            let pos = sin_q15(angle);
+            let neg = sin_q15(angle.wrapping_neg());
+            assert_eq!(pos, -neg, "odd-symmetry broken for angle={angle:#x}");
+        }
+    }
+
+    #[test]
+    fn sine_samples_period_wraps_cleanly() {
+        // With step = 2^32 / 8 we get 8 samples per period; sample 0
+        // equals sample 8, sample 1 equals sample 9, etc. Any drift
+        // would show up as a mismatch.
+        let step = angular_step_q32(1, 8);
+        let samples = sine_samples(16, step, 32767);
+        for i in 0..8 {
+            assert_eq!(samples[i], samples[i + 8], "period wrap drift at i={i}");
+        }
+    }
+}
diff --git a/tests/conformance.rs b/tests/conformance.rs
new file mode 100644
index 0000000..e8be9cb
--- /dev/null
+++ b/tests/conformance.rs
@@ -0,0 +1,369 @@
+//! Wire-format conformance fixtures.
+//!
+//! Each `DecodeFixture` pins a `(samples, bytes)` pair at the byte
+//! level. A second implementation of LAC MUST produce `samples` when
+//! fed `bytes` to its decoder. This test suite is the canonical
+//! reference for decoder conformance: byte-identical `bytes` across
+//! implementations aren't required (encoders have latitude in order /
+//! partition / k selection), but byte-identical decoder output is.
+//!
+//! # How this file works
+//!
+//! - `DECODE_FIXTURES` holds the pinned vectors.
+//! - `decode_fixtures` runs each fixture's bytes through `decode_frame`
+//!   and asserts the output matches. This is the conformance test.
+//! - `encode_matches_fixtures` runs each fixture's samples through the
+//!   reference encoder and asserts the bytes match. This catches
+//!   unintentional drift in the reference's encoder strategy; a
+//!   deliberate change (e.g. adding a new predictor or order) will fail
+//!   this test and require regenerating the fixtures.
+//! - `generate_vectors` (ignored by default) prints the current
+//!   reference encoder output in a paste-ready format. Run via
+//!   `cargo test --test conformance generate_vectors --
+//!   --ignored --nocapture` to refresh the fixtures after an
+//!   intentional encoder change.
+//!
+//! # Rejection fixtures
+//!
+//! `REJECT_FIXTURES` pins header-level malformed inputs to their
+//! expected `DecodeError` variants. These are hand-constructed — the
+//! encoder never emits them — so they verify decoder rejection paths
+//! across implementations.
+
+use lac::{DecodeError, decode_frame, encode_frame};
+
+// ── Decode / encode fixtures ────────────────────────────────────────────────
+
+struct DecodeFixture {
+    name: &'static str,
+    samples: &'static [i32],
+    bytes: &'static [u8],
+}
+
+/// Pinned wire-format vectors. Populated from the reference encoder
+/// via `generate_vectors` below. See `ENCODER_PIN` comment at the top
+/// of the generator for the rationale on why this doubles as a drift
+/// canary for the encoder.
+const DECODE_FIXTURES: &[DecodeFixture] = &[
+    // ── Degenerate / smallest frames ───────────────────────────────
+    DecodeFixture {
+        name: "single_zero",
+        samples: &[0],
+        bytes: &[0x1a, 0xcc, 0x00, 0x00, 0x00, 0x00, 0x01, 0x04],
+    },
+    DecodeFixture {
+        name: "silence_4",
+        samples: &[0, 0, 0, 0],
+        bytes: &[0x1a, 0xcc, 0x00, 0x00, 0x00, 0x00, 0x04, 0x07, 0x80],
+    },
+    DecodeFixture {
+        name: "silence_8",
+        samples: &[0, 0, 0, 0, 0, 0, 0, 0],
+        bytes: &[0x1a, 0xcc, 0x00, 0x00, 0x00, 0x00, 0x08, 0x07, 0xf8],
+    },
+    // ── Single-sample polarity + magnitude boundaries ──────────────
+    DecodeFixture {
+        name: "single_pos_one",
+        samples: &[1],
+        bytes: &[0x1a, 0xcc, 0x00, 0x00, 0x00, 0x00, 0x01, 0x01],
+    },
+    DecodeFixture {
+        name: "single_neg_one",
+        samples: &[-1],
+        bytes: &[0x1a, 0xcc, 0x00, 0x00, 0x00, 0x00, 0x01, 0x02],
+    },
+    DecodeFixture {
+        name: "single_full_scale_pos",
+        samples: &[(1 << 23) - 1],
+        bytes: &[
+            0x1a, 0xcc, 0x00, 0x00, 0x00, 0x00, 0x01, 0xbb, 0xff, 0xff, 0xf8,
+        ],
+    },
+    DecodeFixture {
+        name: "single_full_scale_neg",
+        samples: &[-((1 << 23) - 1)],
+        bytes: &[
+            0x1a, 0xcc, 0x00, 0x00, 0x00, 0x00, 0x01, 0xbb, 0xff, 0xff, 0xf4,
+        ],
+    },
+    // ── DC and near-DC content ─────────────────────────────────────
+    DecodeFixture {
+        name: "dc_100_4",
+        samples: &[100, 100, 100, 100],
+        bytes: &[
+            0x1a, 0xcc, 0x00, 0x00, 0x00, 0x00, 0x04, 0x3b, 0x21, 0x90, 0xc8, 0x64, 0x00,
+        ],
+    },
+    // ── Alternating polarity (Nyquist-like) ────────────────────────
+    DecodeFixture {
+        name: "alternating_small_4",
+        samples: &[1000, -1000, 1000, -1000],
+        bytes: &[
+            0x1a, 0xcc, 0x00, 0x00, 0x00, 0x00, 0x04, 0x53, 0xe8, 0x3e, 0x7b, 0xe8, 0x3e, 0x78,
+        ],
+    },
+    // ── Smooth polynomial — fixed predictor territory ──────────────
+    DecodeFixture {
+        name: "linear_ramp_8",
+        samples: &[0, 100, 200, 300, 400, 500, 600, 700],
+        bytes: &[
+            0x1a, 0xcc, 0x02, 0x02, 0x02, 0x00, 0x08, 0x40, 0x00, 0xe0, 0x00, 0x34, 0x01, 0x20,
+            0x18, 0x30, 0x60,
+        ],
+    },
+    // ── 16-sample growing-amplitude (exercises partition + LPC) ────
+    DecodeFixture {
+        name: "lfsr_noise_16",
+        samples: &[
+            21, -100, 42, -200, 51, -400, 71, -800, 90, -1600, 110, -3200, 130, -6400, 151, -12800,
+        ],
+        bytes: &[
+            0x1a, 0xcc, 0x00, 0x01, 0x00, 0x00, 0x10, 0x44, 0xab, 0x8f, 0x54, 0x63, 0xec, 0xc2,
+            0x3f, 0x8e, 0x02, 0x7e, 0xc8, 0x5a, 0x71, 0xfe, 0x1b, 0x8c, 0x7f, 0xc4, 0x10, 0x47,
+            0xfe, 0x25, 0xc0, 0x4f, 0xfc,
+        ],
+    },
+];
+
+// ── Rejection fixtures ──────────────────────────────────────────────────────
+
+struct RejectFixture {
+    name: &'static str,
+    bytes: &'static [u8],
+    expected: DecodeError,
+}
+
+const REJECT_FIXTURES: &[RejectFixture] = &[
+    RejectFixture {
+        name: "bad_sync_word",
+        // Sync byte flipped to 0xFF; rest is a well-formed minimal
+        // verbatim header so the decoder only rejects on the first
+        // check.
+        bytes: &[0xFF, 0xCC, 0x00, 0x00, 0x00, 0x00, 0x01],
+        expected: DecodeError::BadSyncWord { got: 0xFFCC },
+    },
+    RejectFixture {
+        name: "prediction_order_above_max",
+        bytes: &[0x1A, 0xCC, 0x21, 0x00, 0x00, 0x00, 0x01],
+        expected: DecodeError::InvalidPredictionOrder { got: 33 },
+    },
+    RejectFixture {
+        name: "partition_order_above_max",
+        bytes: &[0x1A, 0xCC, 0x00, 0x08, 0x00, 0x00, 0x01],
+        expected: DecodeError::InvalidPartitionOrder { got: 8 },
+    },
+    RejectFixture {
+        name: "coefficient_shift_above_max",
+        // Non-zero prediction_order so the shift is actually used.
+        // 2 bytes of (zero) coefficient follow so the header is
+        // structurally valid before the shift check fires.
+        bytes: &[0x1A, 0xCC, 0x01, 0x00, 0x06, 0x00, 0x01, 0x00, 0x00],
+        expected: DecodeError::InvalidCoefficientShift { got: 6 },
+    },
+    RejectFixture {
+        name: "coefficient_shift_without_order",
+        // order = 0, shift = 3 — contradictory per spec §3.4.
+        bytes: &[0x1A, 0xCC, 0x00, 0x00, 0x03, 0x00, 0x01],
+        expected: DecodeError::CoefficientShiftWithoutOrder { shift: 3 },
+    },
+    RejectFixture {
+        name: "zero_frame_sample_count",
+        bytes: &[0x1A, 0xCC, 0x00, 0x00, 0x00, 0x00, 0x00],
+        expected: DecodeError::InvalidParameter,
+    },
+    RejectFixture {
+        name: "frame_count_not_divisible_by_partition_count",
+        // partition_order = 3 → 8 partitions, count = 7 doesn't divide.
+        bytes: &[0x1A, 0xCC, 0x00, 0x03, 0x00, 0x00, 0x07],
+        expected: DecodeError::InvalidParameter,
+    },
+    RejectFixture {
+        name: "truncated_before_header_complete",
+        // Only 3 bytes — below the 7-byte fixed header minimum.
+        bytes: &[0x1A, 0xCC, 0x00],
+        expected: DecodeError::Truncated,
+    },
+    RejectFixture {
+        name: "truncated_before_coefficients",
+        // prediction_order = 2 claims 4 trailing coefficient bytes,
+        // but only 7 bytes are present.
+        bytes: &[0x1A, 0xCC, 0x02, 0x00, 0x00, 0x00, 0x04],
+        expected: DecodeError::Truncated,
+    },
+    RejectFixture {
+        name: "truncated_before_rice_bitstream",
+        // Fully valid 7-byte header with count=1 and order=0 (no
+        // coefficients), then no Rice bytes at all. Decoder reads the
+        // header, enters Rice decode, tries to read the 5-bit `k`
+        // field, and fails. Covers the third truncation class in
+        // spec §6 (Rice-bitstream-level, distinct from header and
+        // coefficient-array truncations above).
+        bytes: &[0x1A, 0xCC, 0x00, 0x00, 0x00, 0x00, 0x01],
+        expected: DecodeError::Truncated,
+    },
+    RejectFixture {
+        name: "rice_k_above_max",
+        // Valid 7-byte verbatim header; first Rice byte stores `k=31`
+        // in its high 5 bits (31 = 0b11111, left-shifted 3 = 0xF8).
+        // The decoder reads `k` and rejects immediately — never
+        // proceeds to the codeword — per spec §4.1 (k must be in
+        // [0, 23]).
+        bytes: &[0x1A, 0xCC, 0x00, 0x00, 0x00, 0x00, 0x01, 0xF8],
+        expected: DecodeError::InvalidParameter,
+    },
+];
+
+// ── Tests ───────────────────────────────────────────────────────────────────
+
+#[test]
+fn decode_fixtures() {
+    // The canonical conformance check: every fixture's bytes must
+    // decode to the claimed samples. Any second implementation's
+    // decoder that fails this test is non-conformant.
+    for f in DECODE_FIXTURES {
+        if f.bytes.is_empty() {
+            // Placeholder fixture — regenerate with `generate_vectors`.
+            continue;
+        }
+        let decoded = decode_frame(f.bytes)
+            .unwrap_or_else(|e| panic!("fixture {}: decode failed with {e:?}", f.name));
+        assert_eq!(
+            decoded, f.samples,
+            "fixture {}: decoded samples mismatch",
+            f.name
+        );
+    }
+}
+
+#[test]
+fn encode_matches_fixtures() {
+    // Drift canary: the reference encoder currently produces these
+    // exact bytes for these inputs. A deliberate change to the
+    // encoder's search strategy (new predictor, different grid,
+    // different tie-break) will fail this test and should be followed
+    // by regenerating the `bytes` fields via `generate_vectors`.
+    //
+    // Second implementations are not obligated to produce byte-
+    // identical output, so this test is reference-specific.
+    for f in DECODE_FIXTURES {
+        if f.bytes.is_empty() {
+            continue;
+        }
+        let encoded = encode_frame(f.samples);
+        assert_eq!(
+            &encoded[..],
+            f.bytes,
+            "fixture {}: encoder output drifted from pinned bytes",
+            f.name
+        );
+    }
+}
+
+#[test]
+fn reject_fixtures() {
+    for f in REJECT_FIXTURES {
+        match decode_frame(f.bytes) {
+            Ok(samples) => panic!(
+                "fixture {}: expected {:?}, got Ok with {} samples",
+                f.name,
+                f.expected,
+                samples.len()
+            ),
+            Err(e) => assert_eq!(e, f.expected, "fixture {}: wrong error variant", f.name),
+        }
+    }
+}
+
+/// Spec §6 rejection class 10: decoder **must** reject any codeword
+/// whose unary run length exceeds `u32::MAX >> k` (equivalently
+/// `q > (2³² − 1) / 2^k`). Lives here rather than in `REJECT_FIXTURES`
+/// because the minimal triggering payload is ~75 bytes of mostly
+/// zeros — a const array of that shape is noise, and the construction
+/// logic (`k = 23`, so `q_max = 511`; emit 512 unary zeros; then
+/// terminator + zero remainder) documents the intent better than a
+/// hex blob.
+#[test]
+fn reject_unary_run_above_cap() {
+    // Header: sync + order=0 + po=0 + shift=0 + count=1. Rice section
+    // begins at byte 7 with no coefficients in between.
+    let mut bytes: Vec<u8> = vec![0x1A, 0xCC, 0x00, 0x00, 0x00, 0x00, 0x01];
+
+    // Rice payload, built bit-by-bit via the codec's own BitWriter
+    // analogue below. Doing it with raw byte arithmetic here would
+    // duplicate bit-ordering logic that already lives in `bit_io`.
+    // We construct the payload into a separate Vec and append.
+    //
+    // Payload structure (541 bits total, padded to 544 = 68 bytes):
+    //   - 5 bits: k = 23           (triggers q_max = u32::MAX >> 23 = 511)
+    //   - 512 bits: unary zeros    (one past the cap)
+    //   - 1 bit: terminator = 1
+    //   - 23 bits: remainder = 0
+    let mut rice: Vec<u8> = Vec::with_capacity(68);
+    let mut bit_accum: u32 = 0;
+    let mut bits_in_accum: u32 = 0;
+    let push_bits = |value: u32, count: u32, rice: &mut Vec<u8>, accum: &mut u32, n: &mut u32| {
+        for i in (0..count).rev() {
+            let bit = (value >> i) & 1;
+            *accum = (*accum << 1) | bit;
+            *n += 1;
+            if *n == 8 {
+                rice.push(*accum as u8);
+                *accum = 0;
+                *n = 0;
+            }
+        }
+    };
+    push_bits(23, 5, &mut rice, &mut bit_accum, &mut bits_in_accum); // k = 23
+    for _ in 0..512 {
+        push_bits(0, 1, &mut rice, &mut bit_accum, &mut bits_in_accum);
+    }
+    push_bits(1, 1, &mut rice, &mut bit_accum, &mut bits_in_accum); // terminator
+    push_bits(0, 23, &mut rice, &mut bit_accum, &mut bits_in_accum); // remainder
+    // Flush partial byte (left-aligned, matching spec §4.3).
+    if bits_in_accum > 0 {
+        rice.push((bit_accum << (8 - bits_in_accum)) as u8);
+    }
+
+    bytes.extend_from_slice(&rice);
+    assert_eq!(bytes.len(), 7 + 68, "unexpected fixture length");
+
+    assert_eq!(
+        decode_frame(&bytes),
+        Err(DecodeError::InvalidParameter),
+        "q=512 with k=23 exceeds u32::MAX >> k = 511; decoder must reject \
+         with InvalidParameter per spec §4.2"
+    );
+}
+
+#[test]
+#[ignore = "helper for refreshing the pinned byte literals"]
+fn generate_vectors() {
+    // Prints DECODE_FIXTURES entries in paste-ready format. Run with
+    //   cargo test --test conformance generate_vectors -- --ignored --nocapture
+    // then copy the output over the existing fixture bodies. Intended
+    // for use after a deliberate change to encoder strategy; refuses
+    // to run in normal test flow to avoid accidental acceptance of
+    // silent drift.
+    for f in DECODE_FIXTURES {
+        let encoded = encode_frame(f.samples);
+        eprintln!("    DecodeFixture {{");
+        eprintln!("        name: {:?},", f.name);
+        eprint!("        samples: &[");
+        for (i, s) in f.samples.iter().enumerate() {
+            if i > 0 {
+                eprint!(", ");
+            }
+            eprint!("{s}");
+        }
+        eprintln!("],");
+        eprint!("        bytes: &[");
+        for (i, b) in encoded.iter().enumerate() {
+            if i > 0 {
+                eprint!(", ");
+            }
+            eprint!("{b:#04x}");
+        }
+        eprintln!("],");
+        eprintln!("    }},");
+    }
+}
diff --git a/tests/corpus.rs b/tests/corpus.rs
new file mode 100644
index 0000000..431d118
--- /dev/null
+++ b/tests/corpus.rs
@@ -0,0 +1,351 @@
+//! Real-audio corpus tests: round-trip, compression ratio, FLAC comparison.
+//!
+//! These are integration tests — run with `cargo test --test corpus` to see
+//! the printed ratio numbers, or `cargo test --test corpus -- --nocapture`
+//! for verbose output during development.
+//!
+//! Each test is gated by the presence of its corpus file so the suite still
+//! passes on a clean checkout without the WAV data.
+//!
+//! # What we measure
+//!
+//! - **Round-trip**: encode every frame of the input, decode back, verify
+//!   sample-for-sample equality. Failure here means the codec is broken.
+//! - **Compression ratio**: `encoded_size / raw_size` for the full file,
+//!   framed at a realistic frame size. Ratios below 0.6 are "good" for a
+//!   lossless codec; ratios above 0.8 suggest something is wrong with the
+//!   LPC or Rice tuning.
+//! - **FLAC comparison**: invoke `flac` CLI on the same input, compare
+//!   compressed sizes. We expect LAC to be within 10-25% of FLAC size on
+//!   most content; consistently much worse indicates a real codec gap (the
+//!   Q15 coefficient-clamping limitation, most likely).
+//! - **LAC encode wall-clock**: printed as `lac_enc_ms`. Not asserted —
+//!   CI hardware variance makes any ceiling either useless or flaky. The
+//!   number is visibility-only, meant to be correlated against
+//!   `bench/compare-flac.sh` output for an engineer-side speed sanity
+//!   check. Only the encode hot path is timed (decode is excluded: at
+//!   microsecond scale, decode speed is dominated by allocator noise).
+
+use std::path::{Path, PathBuf};
+use std::process::Command;
+use std::time::{Duration, Instant};
+
+use hound::WavReader;
+use lac::{decode_frame, encode_frame};
+
+const CORPUS_DIR: &str = "corpus";
+
+/// Encode-side frame length. 4096 is FLAC's default blocksize at
+/// compression levels 1-8 for `≤ 48 kHz` content and sits inside LAC's
+/// own archival-default band (README "Offline / archival"). Using the
+/// same block size on both sides makes the FLAC comparison
+/// apples-to-apples: neither codec is charged for a block-size
+/// mismatch with the other.
+///
+/// Every partition order `0..=7` divides 4096, so the encoder stays on
+/// the dense search path throughout.
+const FRAME_SIZE: usize = 4096;
+
+// ── WAV loading ─────────────────────────────────────────────────────────────
+
+/// Load a WAV file as separated mono channels of i32 samples.
+///
+/// Samples are passed through at their native width — 16-bit values stay
+/// 16-bit, inside the i32 carrier. LAC's only hard constraint is that
+/// `|sample|` fits in 24 bits (ceiling for autocorrelation overflow
+/// analysis); narrower inputs compress according to their actual
+/// magnitudes.
+///
+/// The earlier version of this loader left-shifted to "promote" 16-bit to
+/// 24-bit. That was wrong: Rice coding tracks residual magnitude, so a
+/// 256× amplification costs 8 extra bits per residual and inflates the
+/// output size proportionally.
+fn load_wav_channels(path: &Path) -> Option<Vec<Vec<i32>>> {
+    let mut reader = WavReader::open(path).ok()?;
+    let spec = reader.spec();
+    if spec.sample_format != hound::SampleFormat::Int {
+        return None;
+    }
+    let ch = spec.channels as usize;
+
+    // Sanity check: reject inputs whose values won't fit in 24 bits. In
+    // practice the corpus is 16-bit or 24-bit integer PCM so this is just
+    // a defensive guard.
+    if spec.bits_per_sample > 24 {
+        return None;
+    }
+
+    let mut channels: Vec<Vec<i32>> = (0..ch).map(|_| Vec::new()).collect();
+    for (i, s) in reader.samples::<i32>().enumerate() {
+        let s = s.ok()?;
+        channels[i % ch].push(s);
+    }
+    Some(channels)
+}
+
+fn corpus_path(name: &str) -> PathBuf {
+    Path::new(CORPUS_DIR).join(name)
+}
+
+/// Skip a test if its WAV file isn't present, so the suite stays green on
+/// a clean checkout. Prints a one-line hint so the operator knows why.
+macro_rules! require_corpus {
+    ($path:expr) => {
+        if !$path.exists() {
+            eprintln!("skipping: corpus file not found: {}", $path.display());
+            return;
+        }
+    };
+}
+
+// ── Per-frame round-trip harness ────────────────────────────────────────────
+
+/// Aggregate per-file measurement: raw byte count, encoded byte count,
+/// and wall-clock time spent inside `encode_frame`. The decode time is
+/// not reported — it is an order of magnitude smaller than encode for
+/// every content class in the corpus, so the ratio of interest is
+/// encode-side.
+struct Measurement {
+    raw_bytes: usize,
+    encoded_bytes: usize,
+    encode_time: Duration,
+}
+
+impl Measurement {
+    fn new() -> Self {
+        Self {
+            raw_bytes: 0,
+            encoded_bytes: 0,
+            encode_time: Duration::ZERO,
+        }
+    }
+
+    fn add(&mut self, other: &Measurement) {
+        self.raw_bytes += other.raw_bytes;
+        self.encoded_bytes += other.encoded_bytes;
+        self.encode_time += other.encode_time;
+    }
+}
+
+/// Encode every `FRAME_SIZE`-sample chunk of `channel`, decode, assert
+/// equality. The trailing partial chunk (if any) is encoded at whatever
+/// partition_order divides its length; the encoder's search handles that
+/// automatically. `encode_time` captures only the encode hot path —
+/// decode, allocation of the returned `Vec`, and the round-trip assert
+/// are excluded so the number is directly comparable to `flac`'s wall
+/// clock at the same input.
+fn roundtrip_channel(channel: &[i32], bytes_per_sample: usize) -> Measurement {
+    let mut m = Measurement::new();
+    for chunk in channel.chunks(FRAME_SIZE) {
+        let t = Instant::now();
+        let encoded = encode_frame(chunk);
+        m.encode_time += t.elapsed();
+        let decoded = decode_frame(&encoded).expect("decode_frame failed on own output");
+        assert_eq!(
+            decoded,
+            chunk,
+            "round-trip mismatch in frame of {} samples",
+            chunk.len()
+        );
+        m.raw_bytes += chunk.len() * bytes_per_sample;
+        m.encoded_bytes += encoded.len();
+    }
+    m
+}
+
+/// Aggregate round-trip over every channel in a WAV file. Returns a
+/// `Measurement` whose `raw_bytes` uses the WAV's actual sample width,
+/// so the ratio corresponds to the over-the-wire comparison a user
+/// would do against the same file encoded with FLAC.
+fn roundtrip_wav(path: &Path) -> Measurement {
+    // Probe the spec once to know the bytes-per-sample for the raw-size
+    // denominator. `load_wav_channels` filters unsupported formats, so the
+    // spec read here is guaranteed to be a supported integer format.
+    let spec = WavReader::open(path).expect("open for spec").spec();
+    // Bits per sample rounds up to bytes: 16 → 2, 20 → 3, 24 → 3.
+    let bytes_per_sample = spec.bits_per_sample.div_ceil(8) as usize;
+
+    let channels = load_wav_channels(path).expect("load_wav_channels failed");
+    let mut totals = Measurement::new();
+    for ch in &channels {
+        let m = roundtrip_channel(ch, bytes_per_sample);
+        totals.add(&m);
+    }
+    totals
+}
+
+// ── FLAC comparison ─────────────────────────────────────────────────────────
+
+/// Invoke the `flac` CLI to compress `path`, return the resulting byte
+/// count. Returns `None` if the FLAC tool isn't installed.
+fn flac_compress_size(path: &Path) -> Option<usize> {
+    // `flac --stdout --silent <file>` writes compressed FLAC to stdout so
+    // we never touch the filesystem for the output. `-o -` would do the
+    // same but is not universally supported across FLAC versions.
+    let out = Command::new("flac")
+        .arg("--stdout")
+        .arg("--silent")
+        .arg("--best")
+        .arg(path)
+        .output()
+        .ok()?;
+    if !out.status.success() {
+        return None;
+    }
+    Some(out.stdout.len())
+}
+
+// ── Tests ───────────────────────────────────────────────────────────────────
+
+fn report_ratio(name: &str, m: &Measurement, flac_size: Option<usize>) {
+    let ratio = m.encoded_bytes as f64 / m.raw_bytes as f64;
+    let enc_ms = m.encode_time.as_secs_f64() * 1000.0;
+    eprint!(
+        "{name:40}  raw={:>10}  lac={:>10}  ratio={ratio:.3}  lac_enc_ms={enc_ms:>7.1}",
+        m.raw_bytes, m.encoded_bytes,
+    );
+    if let Some(flac) = flac_size {
+        let flac_ratio = flac as f64 / m.raw_bytes as f64;
+        // `lac_vs_flac` > 1.0 means LAC is bigger than FLAC. Anything
+        // above ~1.3 on typical content points at the Q15-clamping
+        // limitation and motivates adding the coefficient-shift field.
+        let lac_vs_flac = m.encoded_bytes as f64 / flac as f64;
+        eprint!("  flac={flac:>10}  flac_ratio={flac_ratio:.3}  lac/flac={lac_vs_flac:.3}");
+    }
+    eprintln!();
+}
+
+// Music — solo piano from the Open Goldberg Variations project (Kimiko
+// Ishizaka's recording of J.S. Bach's BWV 988, released CC0 by the
+// project). 96 kHz / 24-bit / stereo studio masters — genuine lossless
+// source, redistributable, covering three distinct pianistic content
+// classes between them.
+
+const GOLDBERG_PREFIX: &str =
+    "Kimiko Ishizaka - J.S. Bach- -Open- Goldberg Variations, BWV 988 (Piano)";
+
+#[test]
+fn bach_aria() {
+    // Slow, sustained, lyrical sarabande with long held notes and gentle
+    // bass — LPC's best-case piano content (sustained harmonics,
+    // minimal transients, smooth melodic motion). 300 s / 96 kHz / 24-bit
+    // stereo.
+    let path = corpus_path(&format!("{GOLDBERG_PREFIX} - 01 Aria.wav"));
+    require_corpus!(path);
+    let m = roundtrip_wav(&path);
+    let flac = flac_compress_size(&path);
+    report_ratio("bach_aria (solo piano, tonal)", &m, flac);
+    let ratio = m.encoded_bytes as f64 / m.raw_bytes as f64;
+    // Measured ~0.483 at FRAME_SIZE=4096 on 96 kHz / 24-bit stereo;
+    // ceiling 0.503 keeps the ~2 pp regression budget used elsewhere.
+    assert!(
+        ratio < 0.503,
+        "bach_aria ratio {} exceeds regression ceiling 0.503",
+        ratio
+    );
+}
+
+#[test]
+fn bach_variatio_4_fughetta() {
+    // Short fugal variation — tight polyphonic counterpoint with
+    // interleaved voices. Fast melodic runs stress Rice k-selection on
+    // richer residual statistics than the Aria. Cheapest music test in
+    // the suite at ~68 s.
+    let path = corpus_path(&format!("{GOLDBERG_PREFIX} - 05 Variatio 4 a 1 Clav..wav"));
+    require_corpus!(path);
+    let m = roundtrip_wav(&path);
+    let flac = flac_compress_size(&path);
+    report_ratio("bach_variatio_4 (fugal)", &m, flac);
+    let ratio = m.encoded_bytes as f64 / m.raw_bytes as f64;
+    // Measured ~0.514; ceiling 0.534 keeps the ~2 pp regression budget.
+    assert!(
+        ratio < 0.534,
+        "bach_variatio_4 ratio {} exceeds regression ceiling 0.534",
+        ratio
+    );
+}
+
+#[test]
+fn bach_variatio_16_ouverture() {
+    // French-overture style: dotted rhythms, strong attacks, ornamented
+    // melodic runs. The transient-heavy content class — residual
+    // statistics shift mid-frame as runs punctuate sustained harmonies,
+    // exercising partition_order search.
+    let path = corpus_path(&format!(
+        "{GOLDBERG_PREFIX} - 17 Variatio 16 a 1 Clav. Ouverture.wav"
+    ));
+    require_corpus!(path);
+    let m = roundtrip_wav(&path);
+    let flac = flac_compress_size(&path);
+    report_ratio("bach_variatio_16 (ouverture)", &m, flac);
+    let ratio = m.encoded_bytes as f64 / m.raw_bytes as f64;
+    // Measured ~0.512; ceiling 0.532 keeps the ~2 pp regression budget.
+    assert!(
+        ratio < 0.532,
+        "bach_variatio_16 ratio {} exceeds regression ceiling 0.532",
+        ratio
+    );
+}
+
+// Speech — AMI meeting corpus. Clean headset mic gives near-ideal speech
+// conditions; residuals should be near-Laplacian, which is exactly what
+// Rice coding is optimal for. Expect the best ratios here.
+
+#[test]
+fn ami_headset_speech() {
+    let path = corpus_path("ES2002a.Headset-0.wav");
+    require_corpus!(path);
+    let m = roundtrip_wav(&path);
+    let flac = flac_compress_size(&path);
+    report_ratio("ami_headset_speech", &m, flac);
+    let ratio = m.encoded_bytes as f64 / m.raw_bytes as f64;
+    // Measured ~0.178 at FRAME_SIZE=4096; ceiling 0.195 gives ~2 pp budget.
+    assert!(
+        ratio < 0.195,
+        "headset ratio {} exceeds regression ceiling 0.195",
+        ratio
+    );
+}
+
+#[test]
+fn ami_array_speech() {
+    // Tabletop array mic: distant speech with room acoustics. Less
+    // predictable than a headset mic — a useful stress case for LPC.
+    let path = corpus_path("ES2002a.Array1-01.wav");
+    require_corpus!(path);
+    let m = roundtrip_wav(&path);
+    let flac = flac_compress_size(&path);
+    report_ratio("ami_array_speech", &m, flac);
+    let ratio = m.encoded_bytes as f64 / m.raw_bytes as f64;
+    // Measured ~0.375 at FRAME_SIZE=4096; ceiling 0.395 gives ~2 pp budget.
+    assert!(
+        ratio < 0.395,
+        "array speech ratio {} exceeds regression ceiling 0.395",
+        ratio
+    );
+}
+
+#[test]
+fn ami_mixed_meeting() {
+    // Mixed headset: multiple simultaneous speakers. Highest spectral
+    // complexity in the corpus.
+    let path = corpus_path("ES2002a.Mix-Headset.wav");
+    require_corpus!(path);
+    let m = roundtrip_wav(&path);
+    let flac = flac_compress_size(&path);
+    report_ratio("ami_mixed_meeting", &m, flac);
+    let ratio = m.encoded_bytes as f64 / m.raw_bytes as f64;
+    // Measured ~0.292 at FRAME_SIZE=4096; ceiling 0.312 gives ~2 pp budget.
+    assert!(
+        ratio < 0.312,
+        "mixed meeting ratio {} exceeds regression ceiling 0.312",
+        ratio
+    );
+}
+
+// The sparse-vs-exhaustive encoder differential lives in
+// `src/frame.rs::tests::sparse_vs_exhaustive_on_headset_speech` — it
+// needs `encode_frame_with_grid`, which is `pub(crate)` rather than
+// part of the semver surface. Same fixture file, same assertions;
+// moved into the crate-private test module when the grid entry-point
+// was demoted from `pub #[doc(hidden)]`.
diff --git a/tests/determinism.rs b/tests/determinism.rs
new file mode 100644
index 0000000..d0dbd24
--- /dev/null
+++ b/tests/determinism.rs
@@ -0,0 +1,103 @@
+//! Determinism fence: the encoder is contractually bit-exact on the
+//! same input, and the decoder is contractually bit-exact on the same
+//! bitstream. This file exists to catch a future change that would
+//! quietly break either property — a parallel order search with a
+//! race, a `HashMap` iteration order leaking into state, a
+//! non-deterministic tie-break. All three would pass the round-trip
+//! tests but fail here.
+//!
+//! Tests drive small deterministic inputs (LFSR noise, sine) so they
+//! don't depend on corpus presence and run in milliseconds.
+
+use lac::{decode_frame, encode_frame};
+
+// ── Deterministic inputs ────────────────────────────────────────────────────
+
+/// 32-bit Galois LFSR, mirrored from `tests/synthetic.rs`. Seeded
+/// deterministically so repeated calls with the same `seed` produce
+/// bit-identical outputs, which is the property we rely on below.
+fn lfsr_noise(n: usize, bit_depth: u8, seed: u32) -> Vec<i32> {
+    assert!((1..=24).contains(&bit_depth));
+    let mut state = if seed == 0 { 0xACE1_ACE1 } else { seed };
+    let shift = 32 - bit_depth as u32;
+    let max: i32 = (1i32 << (bit_depth - 1)) - 1;
+    (0..n)
+        .map(|_| {
+            let lsb = state & 1;
+            state >>= 1;
+            if lsb != 0 {
+                state ^= 0x8020_0003;
+            }
+            ((state as i32) >> shift).max(-max)
+        })
+        .collect()
+}
+
+// ── Tests ───────────────────────────────────────────────────────────────────
+
+#[test]
+fn encode_byte_equal_on_same_input_silence() {
+    let samples = vec![0i32; 4096];
+    let a = encode_frame(&samples);
+    let b = encode_frame(&samples);
+    assert_eq!(a, b, "encoder produced different bytes for identical input");
+}
+
+#[test]
+fn encode_byte_equal_on_same_input_noise() {
+    // 16-bit noise — exercises the non-trivial LPC/Rice search path
+    // where any latent non-determinism (tie-break, parallelism, hash
+    // ordering) would be most likely to surface.
+    let samples = lfsr_noise(4096, 16, 0xDEAD);
+    let a = encode_frame(&samples);
+    let b = encode_frame(&samples);
+    assert_eq!(
+        a,
+        b,
+        "encoder produced different bytes on a noisy input (first {} bytes)",
+        a.len().min(16)
+    );
+}
+
+#[test]
+fn encode_byte_equal_on_same_input_24bit_full_scale() {
+    // Full-scale content stresses the autocorrelation accumulator
+    // width; any non-determinism in coefficient quantization would
+    // show up differently from the silence and noise cases.
+    let samples = vec![(1 << 23) - 1; 2048];
+    let a = encode_frame(&samples);
+    let b = encode_frame(&samples);
+    assert_eq!(a, b);
+}
+
+#[test]
+fn encode_byte_equal_across_many_repeats() {
+    // Ten encodes of the same input — catches an intermittent race
+    // that a two-shot comparison might miss by luck. LFSR seed chosen
+    // independently from the other tests to reduce correlation
+    // between failure modes.
+    let samples = lfsr_noise(2048, 20, 0xBEEF);
+    let reference = encode_frame(&samples);
+    for i in 1..10 {
+        let current = encode_frame(&samples);
+        assert_eq!(
+            current, reference,
+            "encode #{} differs from the reference encode",
+            i
+        );
+    }
+}
+
+#[test]
+fn decode_byte_equal_on_same_input() {
+    // Decoder determinism: same bitstream, same samples, every time.
+    let samples = lfsr_noise(2048, 16, 0xF00D);
+    let bytes = encode_frame(&samples);
+    let a = decode_frame(&bytes).expect("decode a");
+    let b = decode_frame(&bytes).expect("decode b");
+    assert_eq!(
+        a, b,
+        "decoder produced different samples for identical bytes"
+    );
+    assert_eq!(a, samples, "decoder output doesn't match original samples");
+}
diff --git a/tests/latency.rs b/tests/latency.rs
new file mode 100644
index 0000000..7cb7b85
--- /dev/null
+++ b/tests/latency.rs
@@ -0,0 +1,376 @@
+//! Per-frame latency distribution and heap footprint on real audio.
+//!
+//! Answers three questions the aggregate benchmark leaves fuzzy:
+//!
+//! 1. **What's the tail of encode latency?** The mean in a bench says
+//!    nothing about how bad the worst frames are. A realtime system needs
+//!    P99 below the frame period; otherwise one slow frame blows the
+//!    entire deadline. We report P50/P95/P99/max on real speech and music.
+//! 2. **What's decode speed in isolation?** The MCU test bundles
+//!    decode+mix+encode; this test measures decode alone so we know how
+//!    cheap the receive path actually is.
+//! 3. **Peak heap per frame?** Important if LAC is embedded alongside a
+//!    heavier codec (LVC video) — we want to know how much transient
+//!    allocation each audio frame costs. We wrap the global allocator
+//!    with a simple counter for the duration of the test.
+//!
+//! Run with `cargo test --test latency --release -- --nocapture`.
+//! Tests serialise themselves via a process-wide mutex so the
+//! tracking-allocator counters stay coherent even under `cargo test`'s
+//! default multi-threaded runner. `--test-threads=1` is no longer
+//! required for correctness but still recommended for clean,
+//! in-order console output.
+//!
+//! # Measurement stability
+//!
+//! For stable P99 numbers, pin the harness to a fixed core and disable
+//! frequency scaling before running:
+//!
+//! ```text
+//! sudo cpupower frequency-set -g performance
+//! taskset -c 0 cargo test --test latency --release -- --nocapture
+//! ```
+//!
+//! On a noisy CI runner the P99 values include scheduler jitter and can
+//! overstate real-world cost by 2-5×. The P99 hard-deadline asserts
+//! below use the frame period as the ceiling, which is still a wide
+//! safety margin (~40× headroom in steady state) so jitter alone won't
+//! flake the suite.
+
+use std::alloc::{GlobalAlloc, Layout, System};
+use std::path::{Path, PathBuf};
+use std::sync::Mutex;
+use std::sync::atomic::{AtomicUsize, Ordering};
+use std::time::{Duration, Instant};
+
+use hound::WavReader;
+use lac::{decode_frame, encode_frame};
+
+const CORPUS_DIR: &str = "corpus";
+
+// ── Tracking allocator ──────────────────────────────────────────────────────
+
+/// Global allocator wrapper tracking current and peak bytes outstanding.
+/// Counts are process-global; the per-test `_lock(&TEST_MUTEX)` guard
+/// (`MEASUREMENT_LOCK.lock()` at the top of each test body) serialises
+/// access so concurrent test threads don't corrupt each other's
+/// measurements.
+struct TrackingAllocator;
+
+/// Serialises latency tests so the process-global tracking-allocator
+/// counters stay coherent under multi-threaded `cargo test`. Each test
+/// takes the lock at entry and holds it for the whole measurement
+/// window. This is only about allocator-counter coherence; a panic
+/// inside a test section will still release the mutex via unwind, so
+/// the `PoisonError` path intentionally ignores poison.
+static MEASUREMENT_LOCK: Mutex<()> = Mutex::new(());
+
+/// Cumulative bytes currently allocated from the tracked allocator. Updated
+/// on every alloc/dealloc; reset to 0 between measurements via
+/// `reset_peak`.
+static CURRENT_BYTES: AtomicUsize = AtomicUsize::new(0);
+
+/// Peak of `CURRENT_BYTES` observed since the last `reset_peak`.
+static PEAK_BYTES: AtomicUsize = AtomicUsize::new(0);
+
+/// Cumulative count of `alloc` calls since the last `reset_peak`. Tracked
+/// separately from bytes because a regression can keep peak-bytes flat
+/// (same sized buffers, different provenance) while multiplying the call
+/// count — e.g. a refactor that replaces one reused `Vec` with a fresh
+/// `Vec::new()` per frame.
+static CALL_COUNT: AtomicUsize = AtomicUsize::new(0);
+
+unsafe impl GlobalAlloc for TrackingAllocator {
+    unsafe fn alloc(&self, layout: Layout) -> *mut u8 {
+        let ptr = unsafe { System.alloc(layout) };
+        if !ptr.is_null() {
+            let new = CURRENT_BYTES.fetch_add(layout.size(), Ordering::Relaxed) + layout.size();
+            // `fetch_max` updates the peak only if `new` exceeds the stored
+            // value; cheap, wait-free, sufficient for single-threaded tests.
+            PEAK_BYTES.fetch_max(new, Ordering::Relaxed);
+            CALL_COUNT.fetch_add(1, Ordering::Relaxed);
+        }
+        ptr
+    }
+
+    unsafe fn dealloc(&self, ptr: *mut u8, layout: Layout) {
+        unsafe { System.dealloc(ptr, layout) };
+        CURRENT_BYTES.fetch_sub(layout.size(), Ordering::Relaxed);
+    }
+}
+
+#[global_allocator]
+static ALLOC: TrackingAllocator = TrackingAllocator;
+
+/// Reset the peak to the current allocation level so the next measurement
+/// window starts fresh. Also clears the per-window allocation counter.
+/// Call once before the code under test.
+fn reset_peak() {
+    PEAK_BYTES.store(CURRENT_BYTES.load(Ordering::Relaxed), Ordering::Relaxed);
+    CALL_COUNT.store(0, Ordering::Relaxed);
+}
+
+/// Read the maximum bytes outstanding since the last `reset_peak`, minus
+/// the current baseline — i.e., the peak *transient* heap the code under
+/// test held. Ignores allocations that were still live at reset time
+/// (test scaffolding, pre-loaded corpus).
+fn peak_delta_since_reset() -> usize {
+    let peak = PEAK_BYTES.load(Ordering::Relaxed);
+    let baseline = CURRENT_BYTES.load(Ordering::Relaxed);
+    peak.saturating_sub(baseline)
+}
+
+/// Read the number of `alloc` calls made since the last `reset_peak`.
+fn call_count_since_reset() -> usize {
+    CALL_COUNT.load(Ordering::Relaxed)
+}
+
+// ── Corpus loading ──────────────────────────────────────────────────────────
+
+fn corpus(name: &str) -> PathBuf {
+    Path::new(CORPUS_DIR).join(name)
+}
+
+fn load_mono(path: &Path) -> Option<Vec<i32>> {
+    let mut reader = WavReader::open(path).ok()?;
+    let spec = reader.spec();
+    if spec.sample_format != hound::SampleFormat::Int
+        || spec.channels != 1
+        || spec.bits_per_sample > 24
+    {
+        return None;
+    }
+    let samples: Result<Vec<i32>, _> = reader.samples::<i32>().collect();
+    samples.ok()
+}
+
+macro_rules! require {
+    ($path:expr) => {
+        if !$path.exists() {
+            eprintln!("skipping: corpus file not found: {}", $path.display());
+            return;
+        }
+    };
+}
+
+// ── Latency harness ─────────────────────────────────────────────────────────
+
+/// Distribution summary computed from a sorted `Vec<Duration>`.
+struct Dist {
+    count: usize,
+    p50: Duration,
+    p95: Duration,
+    p99: Duration,
+    max: Duration,
+    mean: Duration,
+}
+
+fn dist_of(mut samples: Vec<Duration>) -> Dist {
+    samples.sort();
+    let count = samples.len();
+    let p = |frac: f64| samples[((count as f64 - 1.0) * frac).round() as usize];
+    let total: Duration = samples.iter().sum();
+    Dist {
+        count,
+        p50: p(0.50),
+        p95: p(0.95),
+        p99: p(0.99),
+        max: *samples.last().unwrap(),
+        mean: total / count as u32,
+    }
+}
+
+fn fmt_us(d: Duration) -> String {
+    format!("{:.1}µs", d.as_nanos() as f64 / 1000.0)
+}
+
+/// Measure encode and decode latency distributions over every
+/// `frame_size`-sample chunk in `samples`. Also reports peak per-frame
+/// heap allocation (encoder side only — the decoder footprint is
+/// measured separately in the per-phase breakdown below).
+///
+/// `sample_rate` is used to convert the frame-sample count into a
+/// real-time frame period, which gates the P99 assertion below.
+fn run_latency(name: &str, samples: &[i32], frame_size: usize, sample_rate: u32) {
+    // Serialise against every other latency-test thread: the tracking
+    // allocator is a single pair of atomic counters. The
+    // `.unwrap_or_else` handles `PoisonError` so one failed test can't
+    // wedge the rest of the suite.
+    let _guard = MEASUREMENT_LOCK
+        .lock()
+        .unwrap_or_else(|poisoned| poisoned.into_inner());
+    let frames: Vec<&[i32]> = samples.chunks_exact(frame_size).collect();
+    // Warm-up: first few encodes allocate LLVM+allocator arenas that
+    // don't reflect steady-state behaviour. Skip them in the measurement.
+    let warmup = 32.min(frames.len());
+    for f in &frames[..warmup] {
+        std::hint::black_box(encode_frame(f));
+    }
+
+    // ── Encode latency and transient heap ────────────────────────────
+    let mut encode_times = Vec::with_capacity(frames.len() - warmup);
+    reset_peak();
+    let mut peak_encode_bytes = 0usize;
+    let mut peak_encode_allocs = 0usize;
+    let mut encoded_bytes_total = 0usize;
+    let mut encoded_frames: Vec<Vec<u8>> = Vec::with_capacity(frames.len() - warmup);
+    for f in &frames[warmup..] {
+        reset_peak();
+        let t = Instant::now();
+        let encoded = encode_frame(f);
+        encode_times.push(t.elapsed());
+        encoded_bytes_total += encoded.len();
+        peak_encode_bytes = peak_encode_bytes.max(peak_delta_since_reset());
+        peak_encode_allocs = peak_encode_allocs.max(call_count_since_reset());
+        encoded_frames.push(encoded);
+    }
+
+    // ── Decode latency and transient heap ────────────────────────────
+    let mut decode_times = Vec::with_capacity(encoded_frames.len());
+    let mut peak_decode_bytes = 0usize;
+    let mut peak_decode_allocs = 0usize;
+    for ef in &encoded_frames {
+        reset_peak();
+        let t = Instant::now();
+        let _samples = decode_frame(ef).expect("decode");
+        decode_times.push(t.elapsed());
+        peak_decode_bytes = peak_decode_bytes.max(peak_delta_since_reset());
+        peak_decode_allocs = peak_decode_allocs.max(call_count_since_reset());
+    }
+
+    let enc = dist_of(encode_times);
+    let dec = dist_of(decode_times);
+    // Frame period = frame_size / sample_rate, expressed in nanoseconds
+    // as an integer so the subsequent P99 comparison is exact (no float
+    // epsilon). Example: 320 samples at 16 kHz → 20_000_000 ns = 20 ms.
+    let frame_period =
+        Duration::from_nanos((frame_size as u64 * 1_000_000_000) / sample_rate as u64);
+
+    eprintln!();
+    eprintln!("== {name} ({frame_size}-sample frames @ {sample_rate} Hz) ==");
+    eprintln!(
+        "  encode latency:  p50={}  p95={}  p99={}  max={}  mean={}",
+        fmt_us(enc.p50),
+        fmt_us(enc.p95),
+        fmt_us(enc.p99),
+        fmt_us(enc.max),
+        fmt_us(enc.mean)
+    );
+    eprintln!(
+        "                    headroom at p99 vs frame period ({:.1}ms): {:.1}×",
+        frame_period.as_micros() as f64 / 1000.0,
+        frame_period.as_nanos() as f64 / enc.p99.as_nanos() as f64,
+    );
+    eprintln!(
+        "  decode latency:  p50={}  p95={}  p99={}  max={}  mean={}",
+        fmt_us(dec.p50),
+        fmt_us(dec.p95),
+        fmt_us(dec.p99),
+        fmt_us(dec.max),
+        fmt_us(dec.mean)
+    );
+    eprintln!(
+        "  peak heap / frame:    encode={}B  decode={}B",
+        peak_encode_bytes, peak_decode_bytes
+    );
+    eprintln!(
+        "  peak allocs / frame:  encode={}  decode={}",
+        peak_encode_allocs, peak_decode_allocs
+    );
+    eprintln!(
+        "  throughput:  encoded_frames={}  total_encoded_bytes={}  avg_bytes/frame={:.1}",
+        enc.count,
+        encoded_bytes_total,
+        encoded_bytes_total as f64 / enc.count as f64
+    );
+
+    // Real-time invariant: P99 per-frame cost must stay below the frame
+    // period. Steady-state headroom is ~40× so a CI runner with heavy
+    // scheduler jitter still passes comfortably; a 40× regression
+    // (encoder bug, allocator hot-path change) trips this assert.
+    assert!(
+        enc.p99 < frame_period,
+        "encode P99 {} exceeds frame period {} — real-time deadline missed",
+        fmt_us(enc.p99),
+        fmt_us(frame_period),
+    );
+    assert!(
+        dec.p99 < frame_period,
+        "decode P99 {} exceeds frame period {} — real-time deadline missed",
+        fmt_us(dec.p99),
+        fmt_us(frame_period),
+    );
+}
+
+// ── Tests ───────────────────────────────────────────────────────────────────
+
+#[test]
+fn latency_headset_speech_320() {
+    // 320 samples @ 16 kHz = 20 ms frame — standard voice-chat period.
+    let path = corpus("ES2002a.Headset-0.wav");
+    require!(path);
+    let samples = load_mono(&path).expect("load");
+    // Cap to ~60 s of audio so the test doesn't dominate CI time.
+    let cap = (16_000 * 60).min(samples.len());
+    run_latency("headset_speech", &samples[..cap], 320, 16_000);
+}
+
+#[test]
+fn latency_headset_speech_160() {
+    // 160 samples @ 16 kHz = 10 ms frame — tighter latency mode used by
+    // WebRTC and similar real-time systems.
+    let path = corpus("ES2002a.Headset-0.wav");
+    require!(path);
+    let samples = load_mono(&path).expect("load");
+    let cap = (16_000 * 60).min(samples.len());
+    run_latency("headset_speech_10ms", &samples[..cap], 160, 16_000);
+}
+
+#[test]
+fn latency_headset_speech_480() {
+    // 480 samples at 16 kHz = 30 ms frame. The same sample count at
+    // 48 kHz is WebRTC's 10 ms full-band frame; since the codec only
+    // cares about frame sample count (not sample rate) this exercises
+    // the same search-grid shape that a 48 kHz WebRTC deployment would
+    // hit. 480 = 2^5 · 3 · 5, so partition orders 0..=5 are valid; 6
+    // and 7 are not, which differs from the 2048-sample dense case.
+    let path = corpus("ES2002a.Headset-0.wav");
+    require!(path);
+    let samples = load_mono(&path).expect("load");
+    let cap = (16_000 * 60).min(samples.len());
+    run_latency("headset_speech_480", &samples[..cap], 480, 16_000);
+}
+
+#[test]
+fn latency_headset_speech_prime() {
+    // 503 is prime, so only `partition_order = 0` divides it — the
+    // encoder skips the partition search entirely and emits a single
+    // Rice partition. Covers a code path that power-of-two and
+    // smooth-composite frame sizes never reach.
+    let path = corpus("ES2002a.Headset-0.wav");
+    require!(path);
+    let samples = load_mono(&path).expect("load");
+    let cap = (16_000 * 60).min(samples.len());
+    run_latency("headset_speech_prime503", &samples[..cap], 503, 16_000);
+}
+
+#[test]
+fn latency_mixed_meeting_320() {
+    let path = corpus("ES2002a.Mix-Headset.wav");
+    require!(path);
+    let samples = load_mono(&path).expect("load");
+    let cap = (16_000 * 60).min(samples.len());
+    run_latency("mixed_meeting", &samples[..cap], 320, 16_000);
+}
+
+#[test]
+fn latency_array_speech_320() {
+    // Distant mic — residuals are noisier, so encode cost per frame
+    // typically rises. Useful to confirm P99 doesn't blow up on less
+    // predictable content.
+    let path = corpus("ES2002a.Array1-01.wav");
+    require!(path);
+    let samples = load_mono(&path).expect("load");
+    let cap = (16_000 * 60).min(samples.len());
+    run_latency("array_speech", &samples[..cap], 320, 16_000);
+}
diff --git a/tests/mcu_mix.rs b/tests/mcu_mix.rs
new file mode 100644
index 0000000..47379bf
--- /dev/null
+++ b/tests/mcu_mix.rs
@@ -0,0 +1,488 @@
+//! End-to-end MCU server-side mix workload, on real speech audio.
+//!
+//! An **MCU** (Multipoint Control Unit) is a conferencing server that
+//! decodes every participant's incoming stream, mixes them in PCM, and
+//! re-encodes a per-receiver output. Contrast with an **SFU** (Selective
+//! Forwarding Unit) which forwards encoded streams byte-for-byte with no
+//! decode — lower CPU, higher bandwidth, no mix.
+//!
+//! This test simulates the MCU hot loop (decode → mix → encode) and lets
+//! us answer three concrete questions with real numbers:
+//!
+//! 1. **How many concurrent meetings can one CPU core handle?** Reported
+//!    as the realtime ratio — "1000 ms of audio processed in 20 ms wall
+//!    clock" means one core can handle 50 concurrent meetings at that
+//!    configuration.
+//! 2. **What fraction of MCU time is actually encode?** Breaks the loop
+//!    into decode, mix, and encode phases so a later optimisation can
+//!    target the real bottleneck rather than the suspected one.
+//! 3. **How much bandwidth does server-side mix save over pure SFU
+//!    fanout?** Compares the MCU's outgoing byte total (one stream per
+//!    receiver, each a leave-one-out mix) against what an SFU would send
+//!    (`P × (P − 1)` stream copies across the meeting).
+//!
+//! The same test is the natural baseline for future codec work:
+//!
+//! - **Q15 coefficient-shift fix**: should reduce encoded byte totals on
+//!   bass-heavy content (music tests). Compare `bytes_out_mix` before and
+//!   after.
+//! - **Encoder search optimisation**: should reduce `encode_ns` without
+//!   hurting `bytes_out_mix`. Compare the phase breakdown before and
+//!   after.
+//!
+//! Run with `cargo test --test mcu_mix --release -- --nocapture`.
+
+use std::path::{Path, PathBuf};
+use std::time::Instant;
+
+use hound::WavReader;
+use lac::{decode_frame, encode_frame};
+
+const CORPUS_DIR: &str = "corpus";
+
+/// 20 ms frame at 16 kHz — standard voice-chat frame length. Divides
+/// cleanly by every partition order so the encoder search stays on the
+/// dense path.
+const FRAME_SIZE: usize = 320;
+
+/// Cap wall-clock runtime by limiting how many frames we actually
+/// process. At 20 ms/frame, 1500 frames is 30 s of audio per stream —
+/// enough to average out transient behaviour without making the test take
+/// minutes in CI.
+const MAX_FRAMES: usize = 1500;
+
+// ── WAV loading ─────────────────────────────────────────────────────────────
+
+fn load_mono(path: &Path) -> Option<Vec<i32>> {
+    let mut reader = WavReader::open(path).ok()?;
+    let spec = reader.spec();
+    if spec.sample_format != hound::SampleFormat::Int
+        || spec.channels != 1
+        || spec.bits_per_sample > 24
+    {
+        return None;
+    }
+    let samples: Result<Vec<i32>, _> = reader.samples::<i32>().collect();
+    samples.ok()
+}
+
+fn corpus(name: &str) -> PathBuf {
+    Path::new(CORPUS_DIR).join(name)
+}
+
+macro_rules! require {
+    ($path:expr) => {
+        if !$path.exists() {
+            eprintln!("skipping: corpus file not found: {}", $path.display());
+            return;
+        }
+    };
+}
+
+// ── MCU mix pipeline ────────────────────────────────────────────────────────
+
+/// Result of one MCU simulation run.
+#[derive(Default)]
+struct McuStats {
+    /// Number of participants in the simulated meeting.
+    participants: usize,
+    /// Number of frames processed per participant (each frame is `FRAME_SIZE` samples).
+    frames: usize,
+    /// Total nanoseconds spent in `decode_frame` across all decodes.
+    decode_ns: u128,
+    /// Total nanoseconds spent doing the leave-one-out mix additions.
+    mix_ns: u128,
+    /// Total nanoseconds spent in `encode_frame` across all output encodes.
+    encode_ns: u128,
+    /// Bytes sent *into* the MCU by participants (pre-encoded frames).
+    bytes_in: usize,
+    /// Bytes sent *out* of the MCU (one stream per receiver, each a
+    /// leave-one-out mix).
+    bytes_out_mix: usize,
+    /// Bytes an SFU would send out for the same meeting: `P × (P − 1)`
+    /// stream copies, since every participant receives every other
+    /// participant's stream verbatim with no mix.
+    bytes_out_fanout: usize,
+}
+
+impl McuStats {
+    fn total_ns(&self) -> u128 {
+        self.decode_ns + self.mix_ns + self.encode_ns
+    }
+
+    /// Audio duration processed, in milliseconds.
+    fn audio_ms(&self) -> f64 {
+        // FRAME_SIZE samples at 16 kHz = (FRAME_SIZE / 16000) seconds per frame.
+        (self.frames as f64) * (FRAME_SIZE as f64) / 16_000.0 * 1000.0
+    }
+
+    /// Realtime multiplier — audio ms per wall-clock ms. A value of 50
+    /// means this workload runs 50× faster than realtime, i.e., one core
+    /// handles 50 concurrent meetings of this configuration.
+    fn realtime_ratio(&self) -> f64 {
+        let wall_ms = (self.total_ns() as f64) / 1_000_000.0;
+        self.audio_ms() / wall_ms
+    }
+}
+
+/// Run the decode → mix → encode loop for a simulated MCU meeting with
+/// the given pre-encoded participant streams. Returns timing and byte
+/// accounting for a single run.
+fn simulate_meeting(encoded_streams: &[Vec<Vec<u8>>]) -> McuStats {
+    let p = encoded_streams.len();
+    assert!(p >= 2, "need at least 2 participants for a meeting");
+    let n_frames = encoded_streams.iter().map(|s| s.len()).min().unwrap();
+    let n_frames = n_frames.min(MAX_FRAMES);
+
+    let mut stats = McuStats {
+        participants: p,
+        frames: n_frames,
+        ..Default::default()
+    };
+
+    // Ingress bytes: each participant sends all its encoded frames to the MCU.
+    for s in encoded_streams {
+        stats.bytes_in += s[..n_frames].iter().map(|f| f.len()).sum::<usize>();
+    }
+
+    // Reusable scratch buffer for leave-one-out mixes. The mix for
+    // receiver `r` excludes participant `r`'s own voice so they don't
+    // hear themselves delayed.
+    let mut mix = vec![0i32; FRAME_SIZE];
+
+    // `frame_idx` is a tick index that selects the same position across
+    // every participant's encoded-frame vector. Converting this to
+    // `iter().zip(...)` across variable-arity participants complicates
+    // the loop body for no runtime benefit, so the integer-index form
+    // stays; silence the `needless_range_loop` lint explicitly.
+    #[allow(clippy::needless_range_loop)]
+    for frame_idx in 0..n_frames {
+        // ── Phase 1: decode every incoming stream for this frame tick ──
+        let t0 = Instant::now();
+        let decoded: Vec<Vec<i32>> = (0..p)
+            .map(|i| decode_frame(&encoded_streams[i][frame_idx]).expect("decode"))
+            .collect();
+        stats.decode_ns += t0.elapsed().as_nanos();
+
+        // ── Phase 2 + 3: for each receiver, build its leave-one-out mix and encode ──
+        for receiver in 0..p {
+            // Mix (i32 additions). Wrapping add is appropriate — i32
+            // sample range is ±2²³-1 and summing up to P-1 ≤ 31 streams
+            // keeps the running total within i32 (max 2^31-1 / 2^23 ≈ 256
+            // summands before saturation).
+            let t_mix = Instant::now();
+            mix.fill(0);
+            for (i, stream) in decoded.iter().enumerate() {
+                if i == receiver {
+                    continue;
+                }
+                for (m, &s) in mix.iter_mut().zip(stream.iter()) {
+                    *m = m.wrapping_add(s);
+                }
+            }
+            stats.mix_ns += t_mix.elapsed().as_nanos();
+
+            // Clamp the mix to the 24-bit input range LAC guarantees. In
+            // practice, summing 4 typical speech streams almost never
+            // exceeds the range (human voice peaks well under full-scale,
+            // and constructive superposition of uncorrelated speakers is
+            // rare), but clamp anyway to stay inside the codec contract.
+            for m in mix.iter_mut() {
+                *m = (*m).clamp(-(1 << 23) + 1, (1 << 23) - 1);
+            }
+
+            let t_enc = Instant::now();
+            let encoded = encode_frame(&mix);
+            stats.encode_ns += t_enc.elapsed().as_nanos();
+            stats.bytes_out_mix += encoded.len();
+        }
+
+        // Fanout byte accounting: for each frame, each participant's
+        // stream is copied to the P-1 other receivers, with no re-encode.
+        // That's P × (P-1) copies, each the original encoded frame size.
+        for stream in encoded_streams.iter() {
+            stats.bytes_out_fanout += stream[frame_idx].len() * (p - 1);
+        }
+    }
+
+    stats
+}
+
+// ── Reporting ───────────────────────────────────────────────────────────────
+
+fn report(name: &str, s: &McuStats) {
+    let total_us = (s.total_ns() as f64) / 1000.0;
+    let decode_pct = 100.0 * (s.decode_ns as f64) / (s.total_ns() as f64);
+    let mix_pct = 100.0 * (s.mix_ns as f64) / (s.total_ns() as f64);
+    let encode_pct = 100.0 * (s.encode_ns as f64) / (s.total_ns() as f64);
+    let bandwidth_ratio = s.bytes_out_mix as f64 / s.bytes_out_fanout as f64;
+
+    eprintln!();
+    eprintln!("== {name} ==");
+    eprintln!(
+        "  {} participants × {} frames = {:.1} s of audio per stream",
+        s.participants,
+        s.frames,
+        s.audio_ms() / 1000.0
+    );
+    eprintln!(
+        "  wall:     {:.1} ms  ({:.1}× realtime → {:.0} concurrent meetings/core)",
+        total_us / 1000.0,
+        s.realtime_ratio(),
+        s.realtime_ratio(),
+    );
+    eprintln!(
+        "  phase:    decode {:>5.1}%   mix {:>5.1}%   encode {:>5.1}%",
+        decode_pct, mix_pct, encode_pct
+    );
+    eprintln!(
+        "  bytes:    in {} / out_mix {} / out_fanout {} / mix_vs_fanout {:.2}",
+        s.bytes_in, s.bytes_out_mix, s.bytes_out_fanout, bandwidth_ratio
+    );
+}
+
+// ── Tests ───────────────────────────────────────────────────────────────────
+
+/// Pre-encode all participant streams into `FRAME_SIZE`-sample frames and
+/// hand the result to `simulate_meeting`. Splitting the setup out of the
+/// simulation keeps the reported `encode_ns` to the *server-side* encode
+/// work only — participant-side encoding is a separate machine and
+/// shouldn't contaminate the MCU measurement.
+fn run(name: &str, stream_names: &[&str]) {
+    run_inner(name, stream_names, Activity::Continuous);
+}
+
+/// Turn-taking activity pattern. `Continuous` is every participant
+/// producing audio every frame (the pessimistic load-bearing case for
+/// MCU mix/encode cost). `DominantSpeaker { window_frames }` zeroes
+/// every stream except a single rotating speaker for each
+/// `window_frames`-long block. This is the realistic meeting behaviour
+/// — one person talks at a time — under which the MCU compute cost
+/// drops substantially (most mixes collapse to one voice + silence) but
+/// the relative byte savings vs SFU shrink (silence forwards for
+/// essentially free on a pure SFU, so the SFU egress number also falls).
+enum Activity {
+    Continuous,
+    DominantSpeaker { window_frames: usize },
+}
+
+fn run_inner(name: &str, stream_names: &[&str], activity: Activity) {
+    let paths: Vec<PathBuf> = stream_names.iter().map(|n| corpus(n)).collect();
+    for p in &paths {
+        if !p.exists() {
+            eprintln!("skipping {name}: missing {}", p.display());
+            return;
+        }
+    }
+
+    // Cap each stream to the number of samples we'll actually simulate,
+    // so we don't spend time pre-encoding the remaining 30+ minutes of
+    // audio that `simulate_meeting` will never touch. The AMI files are
+    // multi-minute recordings; MAX_FRAMES = 1500 @ 20 ms/frame = 30 s.
+    let max_samples = MAX_FRAMES * FRAME_SIZE;
+    let mut streams: Vec<Vec<i32>> = paths
+        .iter()
+        .map(|p| {
+            let mut s = load_mono(p).expect("load_mono");
+            s.truncate(max_samples);
+            s
+        })
+        .collect();
+
+    if let Activity::DominantSpeaker { window_frames } = activity {
+        apply_dominant_speaker(&mut streams, window_frames);
+    }
+
+    let encoded_streams: Vec<Vec<Vec<u8>>> = streams
+        .iter()
+        .map(|s| s.chunks(FRAME_SIZE).map(encode_frame).collect())
+        .collect();
+
+    let stats = simulate_meeting(&encoded_streams);
+    report(name, &stats);
+
+    // Sanity assertion: MCU egress must not exceed SFU egress. Equality
+    // holds at P=2 (the leave-one-out mix is just the other participant's
+    // voice, which encodes to the same size as forwarding their original
+    // stream); strict inequality holds for P ≥ 3 because fanout's byte
+    // count grows as `P × (P − 1)` while mix grows as `P`.
+    //
+    // For dominant-speaker the invariant still holds on the egress side
+    // (MCU produces one stream per receiver; SFU forwards P-1 streams
+    // per receiver) but the absolute margin narrows because silence
+    // compresses to ~1 bit per sample and SFU's egress of N-1 silent
+    // streams is essentially free.
+    assert!(
+        stats.bytes_out_mix <= stats.bytes_out_fanout,
+        "MCU mix produced more bytes than SFU fanout: mix={} fanout={}",
+        stats.bytes_out_mix,
+        stats.bytes_out_fanout
+    );
+}
+
+/// Zero every stream except a single rotating speaker per
+/// `window_frames`-long block. Assumes every stream in `streams` has the
+/// same length and `FRAME_SIZE` divides it; the runtime calls this only
+/// with post-truncate stream slices where both hold.
+///
+/// The rotation uses the block index modulo the participant count, so
+/// each participant gets roughly `total_blocks / participants` turns
+/// spread across the measurement window. At the default
+/// `window_frames = 100` (2 s per turn at 20 ms frames) and
+/// `MAX_FRAMES = 1500`, P=8 gives each participant ~1.9 turns — enough
+/// for the phase breakdown to average over speaker transitions.
+fn apply_dominant_speaker(streams: &mut [Vec<i32>], window_frames: usize) {
+    let n = streams.len();
+    if n == 0 {
+        return;
+    }
+    // AMI files aren't guaranteed to be identical length even after the
+    // common `truncate(max_samples)` step — a short recording stays
+    // short. Use the shortest stream as the rotation horizon so the
+    // per-stream slice below never runs past a stream's own end.
+    let common_len = streams.iter().map(|s| s.len()).min().unwrap_or(0);
+    let total_frames = common_len / FRAME_SIZE;
+    let window_samples = window_frames * FRAME_SIZE;
+    for block in 0..total_frames.div_ceil(window_frames) {
+        let active = block % n;
+        let start = block * window_samples;
+        let end = (start + window_samples).min(common_len);
+        for (i, s) in streams.iter_mut().enumerate() {
+            if i == active {
+                continue;
+            }
+            for sample in &mut s[start..end] {
+                *sample = 0;
+            }
+        }
+    }
+}
+
+#[test]
+fn mcu_mix_1on1_voice() {
+    require!(corpus("ES2002a.Headset-0.wav"));
+    run(
+        "mcu_mix_1on1_voice",
+        &["ES2002a.Headset-0.wav", "ES2002a.Headset-1.wav"],
+    );
+}
+
+#[test]
+fn mcu_mix_3people_voice() {
+    require!(corpus("ES2002a.Headset-0.wav"));
+    run(
+        "mcu_mix_3people_voice",
+        &[
+            "ES2002a.Headset-0.wav",
+            "ES2002a.Headset-1.wav",
+            "ES2002a.Headset-2.wav",
+        ],
+    );
+}
+
+#[test]
+fn mcu_mix_5people_voice() {
+    require!(corpus("ES2002a.Headset-0.wav"));
+    run(
+        "mcu_mix_5people_voice",
+        &[
+            "ES2002a.Headset-0.wav",
+            "ES2002a.Headset-1.wav",
+            "ES2002a.Headset-2.wav",
+            "ES2002a.Headset-3.wav",
+            "ES2002a.Lapel-0.wav",
+        ],
+    );
+}
+
+#[test]
+fn mcu_mix_8people_voice() {
+    // Covers the cross-over where mix bandwidth savings become dramatic —
+    // fanout grows quadratically, server-mix stays linear.
+    require!(corpus("ES2002a.Headset-0.wav"));
+    run(
+        "mcu_mix_8people_voice",
+        &[
+            "ES2002a.Headset-0.wav",
+            "ES2002a.Headset-1.wav",
+            "ES2002a.Headset-2.wav",
+            "ES2002a.Headset-3.wav",
+            "ES2002a.Lapel-0.wav",
+            "ES2002a.Lapel-1.wav",
+            "ES2002a.Lapel-2.wav",
+            "ES2002a.Lapel-3.wav",
+        ],
+    );
+}
+
+#[test]
+fn mcu_mix_8people_dominant_speaker() {
+    // Same participant set as `mcu_mix_8people_voice`, but only one
+    // participant has audio at any given moment — rotating every
+    // 2 seconds (100 frames @ 20 ms each). This is the realistic
+    // meeting behaviour: one person talks while N-1 listen. The
+    // continuous-speech test above is the pessimistic workload
+    // (everyone talks simultaneously, which inflates MCU mix cost and
+    // SFU fanout byte count); this test shows what the server actually
+    // experiences in production traffic.
+    //
+    // Expected differences vs the continuous variant:
+    //   - Decode phase: unchanged in wall-clock (silent frames decode
+    //     about as cheap as voice frames — the codec still walks every
+    //     residual).
+    //   - Mix phase: still O(P²) additions per frame, unchanged.
+    //   - Encode phase: drops sharply. Most mixes collapse to "one
+    //     voice + silence + silence + …", which encodes roughly like
+    //     a single voice stream instead of a P-1-way sum.
+    //   - Egress ratio (MCU vs SFU): narrows. SFU forwards (P-1) silent
+    //     streams per receiver nearly for free, so the SFU egress
+    //     baseline drops faster than MCU egress does.
+    require!(corpus("ES2002a.Headset-0.wav"));
+    run_inner(
+        "mcu_mix_8people_dominant_speaker",
+        &[
+            "ES2002a.Headset-0.wav",
+            "ES2002a.Headset-1.wav",
+            "ES2002a.Headset-2.wav",
+            "ES2002a.Headset-3.wav",
+            "ES2002a.Lapel-0.wav",
+            "ES2002a.Lapel-1.wav",
+            "ES2002a.Lapel-2.wav",
+            "ES2002a.Lapel-3.wav",
+        ],
+        Activity::DominantSpeaker { window_frames: 100 },
+    );
+}
+
+#[test]
+fn mcu_mix_16people_voice() {
+    // Past the typical full-mesh MCU sweet spot but still plausible for
+    // a mid-size meeting before hierarchical routing kicks in. The mix
+    // phase does 16 × 15 = 240 sample-wise additions per frame vs
+    // 8 × 7 = 56 at P=8, so the quadratic mix term starts showing up in
+    // the phase breakdown. Larger real meetings (P > 20) are typically
+    // routed via dominant-speaker selection rather than full-mesh mix,
+    // so this is a reasonable ceiling for the full-mesh data point.
+    require!(corpus("ES2002a.Headset-0.wav"));
+    run(
+        "mcu_mix_16people_voice",
+        &[
+            "ES2002a.Headset-0.wav",
+            "ES2002a.Headset-1.wav",
+            "ES2002a.Headset-2.wav",
+            "ES2002a.Headset-3.wav",
+            "ES2002a.Lapel-0.wav",
+            "ES2002a.Lapel-1.wav",
+            "ES2002a.Lapel-2.wav",
+            "ES2002a.Lapel-3.wav",
+            "ES2002a.Array1-01.wav",
+            "ES2002a.Array1-02.wav",
+            "ES2002a.Array1-03.wav",
+            "ES2002a.Array1-04.wav",
+            "ES2002a.Array1-05.wav",
+            "ES2002a.Array1-06.wav",
+            "ES2002a.Array1-07.wav",
+            "ES2002a.Array1-08.wav",
+        ],
+    );
+}
diff --git a/tests/synthetic.rs b/tests/synthetic.rs
new file mode 100644
index 0000000..69c8423
--- /dev/null
+++ b/tests/synthetic.rs
@@ -0,0 +1,290 @@
+//! Synthetic round-trip tests covering bit depths and pathological
+//! content the real-audio corpus doesn't exercise.
+//!
+//! # Why these exist
+//!
+//! The `corpus.rs` suite is 16-bit PCM only (AMI + music). The spec
+//! permits any source in `|sample| ≤ 2²³ − 1`, so 8-bit, 20-bit, and
+//! 24-bit inputs are supported but untested by corpus data alone.
+//! Likewise, real audio rarely exhibits exact DC, exact full-scale,
+//! pure Nyquist, or cleanly bounded white noise — conditions the
+//! numerical-stability paths inside the encoder are expected to
+//! handle but which deserve explicit regression fences.
+//!
+//! Everything here is deterministic and integer-only: a 32-bit LFSR
+//! drives the noise cases, and fixed constants drive the pathological
+//! ones. No corpus files needed; the tests always run in CI.
+//!
+//! Frame size is 1024 (power-of-two so every partition order is
+//! available to the encoder search). Every test round-trips through
+//! `encode_frame`/`decode_frame` and asserts bit-exact recovery — the
+//! only acceptable outcome for a lossless codec.
+
+use lac::{decode_frame, encode_frame};
+
+const FRAME_SIZE: usize = 1024;
+
+// ── LFSR noise generator ────────────────────────────────────────────────────
+
+/// 32-bit Galois LFSR producing deterministic pseudo-random i32 values
+/// in `[-(2^{bit_depth-1} − 1), 2^{bit_depth-1} − 1]` — the arithmetic
+/// right shift would in principle include the extra negative value
+/// `-2^{bit_depth-1}` (from `i32::MIN >> shift`), but LAC's input
+/// contract (spec §1) excludes that value, so it's clamped out here.
+/// A fixed seed per call keeps tests reproducible across runs and
+/// platforms.
+fn lfsr_noise(n: usize, bit_depth: u8, seed: u32) -> Vec<i32> {
+    assert!((1..=24).contains(&bit_depth));
+    // Non-zero seed: a zero state would lock the LFSR at zero.
+    let mut state = if seed == 0 { 0xACE1_ACE1 } else { seed };
+    let shift = 32 - bit_depth as u32;
+    // Contract upper bound for this bit depth: ±(2^(bit_depth-1) − 1).
+    // At bit_depth=24 this matches LAC's input contract exactly; at
+    // narrower depths it matches the symmetric-range PCM convention.
+    let max: i32 = (1i32 << (bit_depth - 1)) - 1;
+    (0..n)
+        .map(|_| {
+            // Maximal-length 32-bit Galois polynomial (tap mask 0x8020_0003).
+            // Period 2^32 − 1 dwarfs any frame size this suite uses.
+            let lsb = state & 1;
+            state >>= 1;
+            if lsb != 0 {
+                state ^= 0x8020_0003;
+            }
+            // Sign-extend via `as i32`, then arithmetic-right-shift to
+            // the requested bit depth. Clamp the asymmetric lower edge
+            // up to match the symmetric contract.
+            ((state as i32) >> shift).max(-max)
+        })
+        .collect()
+}
+
+/// Encode every `FRAME_SIZE`-sample chunk of `samples`, decode, and
+/// assert exact recovery. Returns `(raw_bytes, encoded_bytes)` under
+/// the assumption that `bytes_per_sample` reflects the *source* PCM
+/// width the caller originally packed the signal into — so the
+/// reported ratio is comparable to what a user would measure when
+/// running LAC against a file of that depth.
+fn roundtrip(samples: &[i32], bytes_per_sample: usize) -> (usize, usize) {
+    assert!(!samples.is_empty());
+    let mut raw = 0usize;
+    let mut encoded_total = 0usize;
+    for chunk in samples.chunks(FRAME_SIZE) {
+        let encoded = encode_frame(chunk);
+        let decoded = decode_frame(&encoded).expect("decode_frame rejected its own output");
+        assert_eq!(
+            decoded,
+            chunk,
+            "round-trip mismatch on {}-sample frame",
+            chunk.len()
+        );
+        raw += chunk.len() * bytes_per_sample;
+        encoded_total += encoded.len();
+    }
+    (raw, encoded_total)
+}
+
+// ── Bit-depth coverage ──────────────────────────────────────────────────────
+//
+// The codec's input contract is `|sample| ≤ 2^23 − 1`, but the spec
+// emphasises that narrower sources (8/16/20-bit) "compress at the bit
+// cost of their actual values, not a 24-bit ceiling." These tests
+// verify that claim holds — round-trip is bit-exact at every width, and
+// the compressed size stays proportional to the source range, not
+// inflated to a 24-bit ceiling.
+
+#[test]
+fn roundtrip_8bit_noise() {
+    // 8-bit PCM: samples in [-128, 127]. This is the narrowest format
+    // LAC's spec mentions explicitly. Residuals are tiny, so the Rice
+    // k-selection should land at very low k (often 0-2).
+    let samples = lfsr_noise(4 * FRAME_SIZE, 8, 0x8ACE);
+    let (raw, encoded) = roundtrip(&samples, 1);
+    eprintln!(
+        "roundtrip_8bit_noise           raw={}  encoded={}  ratio={:.3}",
+        raw,
+        encoded,
+        encoded as f64 / raw as f64,
+    );
+    // White noise at 8-bit is incompressible in principle — LPC cannot
+    // predict i.i.d. values, so the Rice coding essentially passes the
+    // samples through. Ratio should be near 1.0; ceiling 1.5× absorbs
+    // the fixed-header + per-partition-k overhead at small frames.
+    assert!(
+        encoded < raw * 3 / 2,
+        "8-bit noise inflated by more than 50% (encoded={encoded}, raw={raw})"
+    );
+}
+
+#[test]
+fn roundtrip_16bit_noise() {
+    let samples = lfsr_noise(4 * FRAME_SIZE, 16, 0x16AC);
+    let (raw, encoded) = roundtrip(&samples, 2);
+    eprintln!(
+        "roundtrip_16bit_noise          raw={}  encoded={}  ratio={:.3}",
+        raw,
+        encoded,
+        encoded as f64 / raw as f64,
+    );
+    // Same reasoning as the 8-bit case. Header overhead is proportionally
+    // smaller at 16-bit, so the ceiling can be tighter (1.1×).
+    assert!(
+        encoded < raw * 11 / 10,
+        "16-bit noise inflated by more than 10% (encoded={encoded}, raw={raw})"
+    );
+}
+
+#[test]
+fn roundtrip_20bit_noise() {
+    // 20-bit PCM: studio-mastered material. Residual range is wider so
+    // Rice k ends up in the middle of its domain (~18-19).
+    let samples = lfsr_noise(4 * FRAME_SIZE, 20, 0x20AC);
+    let (raw, encoded) = roundtrip(&samples, 3);
+    eprintln!(
+        "roundtrip_20bit_noise          raw={}  encoded={}  ratio={:.3}",
+        raw,
+        encoded,
+        encoded as f64 / raw as f64,
+    );
+    // 3 bytes packs 24 bits for a 20-bit source, so ratio below ~1.0
+    // implies the codec is honouring the source width rather than
+    // charging 24-bit-ceiling rates.
+    assert!(
+        encoded < raw,
+        "20-bit noise inflated past raw size (encoded={encoded}, raw={raw})"
+    );
+}
+
+#[test]
+fn roundtrip_24bit_noise() {
+    let samples = lfsr_noise(4 * FRAME_SIZE, 24, 0x24AC);
+    let (raw, encoded) = roundtrip(&samples, 3);
+    eprintln!(
+        "roundtrip_24bit_noise          raw={}  encoded={}  ratio={:.3}",
+        raw,
+        encoded,
+        encoded as f64 / raw as f64,
+    );
+    assert!(
+        encoded < raw * 11 / 10,
+        "24-bit noise inflated by more than 10% (encoded={encoded}, raw={raw})"
+    );
+}
+
+#[test]
+fn roundtrip_24bit_full_scale() {
+    // Every sample at the 24-bit ceiling. Exercises the autocorrelation
+    // accumulator's worst case — `R[0] = N · (2^23 − 1)^2 ≈ 2^46` for a
+    // 1024-sample frame, comfortably inside i64 but worth a regression
+    // fence to catch a future narrowing to i32.
+    let samples = vec![(1 << 23) - 1; 4 * FRAME_SIZE];
+    let (_raw, encoded) = roundtrip(&samples, 3);
+    eprintln!("roundtrip_24bit_full_scale     encoded={}", encoded);
+}
+
+// ── Pathological content ────────────────────────────────────────────────────
+
+#[test]
+fn roundtrip_all_zeros() {
+    // Degenerate case called out by the spec: prediction_order MUST be 0
+    // because Levinson-Durbin is undefined at R[0] = 0. This test is a
+    // regression fence on the encoder's order-0 short-circuit.
+    let samples = vec![0i32; 4 * FRAME_SIZE];
+    let (raw, encoded) = roundtrip(&samples, 2);
+    eprintln!(
+        "roundtrip_all_zeros            raw={}  encoded={}  ratio={:.3}",
+        raw,
+        encoded,
+        encoded as f64 / raw as f64,
+    );
+    // All-zero frames compress to ~header + one bit per sample
+    // (k=0 unary terminator). At 1024-sample frames the fixed 7-byte
+    // header is still a visible fraction of the output. Measured ratio
+    // is ~0.066; ceiling 0.15 absorbs header-overhead variance at other
+    // frame sizes and keeps a ~2× regression budget.
+    assert!(
+        encoded < raw * 3 / 20,
+        "all-zero frame compressed poorly (encoded={encoded}, raw={raw})"
+    );
+}
+
+#[test]
+fn roundtrip_dc_offset() {
+    // Constant non-zero sample — `R[0] > 0` but all autocorrelation
+    // lags are equal, so the LPC model captures the signal perfectly
+    // with order 1 (coefficient = 1.0). Residuals are zero after the
+    // warm-up sample.
+    let samples = vec![12_345i32; 4 * FRAME_SIZE];
+    let (raw, encoded) = roundtrip(&samples, 2);
+    eprintln!(
+        "roundtrip_dc_offset            raw={}  encoded={}  ratio={:.3}",
+        raw,
+        encoded,
+        encoded as f64 / raw as f64,
+    );
+    // Measured ratio is ~0.097: header + one big warm-up residual for
+    // the DC level + unary-zero tail. Ceiling 0.20 leaves ~2× regression
+    // headroom without flaking on encoder-tuning changes that shift the
+    // warm-up residual's Rice k by one.
+    assert!(
+        encoded < raw / 5,
+        "DC-offset frame compressed poorly (encoded={encoded}, raw={raw})"
+    );
+}
+
+#[test]
+fn roundtrip_nyquist_square() {
+    // Pure Nyquist: alternating +A, −A, +A, −A. An order-1 predictor
+    // with coefficient −1 would give zero residuals, but the encoder's
+    // sparse LPC grid starts at order 2 and the fixed-predictor
+    // post-pass ships FLAC-style orders 1-4 whose coefficients do not
+    // include the `a = −1` Nyquist match — so this signal is
+    // structurally hard for LAC despite its regularity. The result is
+    // that Nyquist compresses only modestly (~52% measured).
+    //
+    // Kept as a regression fence: a future encoder that extends the
+    // grid or adds a Nyquist-aware fixed predictor would dramatically
+    // improve this ratio, and the ceiling here shouldn't fight that;
+    // meanwhile a regression that makes it *worse* than ~60% is real.
+    let a = 1_000_000i32;
+    let samples: Vec<i32> = (0..4 * FRAME_SIZE)
+        .map(|i| if i & 1 == 0 { a } else { -a })
+        .collect();
+    let (raw, encoded) = roundtrip(&samples, 3);
+    eprintln!(
+        "roundtrip_nyquist_square       raw={}  encoded={}  ratio={:.3}",
+        raw,
+        encoded,
+        encoded as f64 / raw as f64,
+    );
+    assert!(
+        encoded < raw * 3 / 5,
+        "Nyquist square compressed poorly (encoded={encoded}, raw={raw})"
+    );
+}
+
+#[test]
+fn roundtrip_silence_with_click() {
+    // Zero everywhere except a single full-scale impulse partway through.
+    // Exercises the case where one residual is enormous (effectively the
+    // click amplitude itself, since predecessors are zero) while every
+    // other residual is zero. The Rice k-search has to pick a k that
+    // doesn't over-serve the impulse at the cost of the silence.
+    let mut samples = vec![0i32; 4 * FRAME_SIZE];
+    samples[FRAME_SIZE / 2] = (1 << 22) - 1;
+    let (_raw, encoded) = roundtrip(&samples, 2);
+    eprintln!("roundtrip_silence_with_click   encoded={}", encoded);
+}
+
+#[test]
+fn roundtrip_prime_frame_size() {
+    // Prime frame size forces `partition_order = 0` — the Rice bitstream
+    // has a single partition, and the encoder's partition search is
+    // skipped entirely. Ensures the single-partition path is exercised
+    // independently of the corpus tests (which all use power-of-two
+    // frame sizes). 509 is the largest prime ≤ 512.
+    let samples = lfsr_noise(509, 16, 0x509D);
+    let encoded = encode_frame(&samples);
+    let decoded = decode_frame(&encoded).expect("decode");
+    assert_eq!(decoded, samples, "prime-length frame round-trip mismatch");
+}