Release complete mixed Q3/Q4 Audio8 with portable CPU, MLX and exact GGUF GPU consumers

1.882 GB shared CPU/MLX model; 304 MB smaller payload. Complete prospectively frozen 11-case original/CPU/MLX evaluation, portable Linux prefix parity, and actual CUDA/NVIDIA Vulkan/AMD Vulkan streamed smoke. Exact GGUF weights remain Q4_0 storage. Accuracy, memory, hard latency and AMD speed limitations remain explicit; experimental, not production ready.

.gitattributes

@@ -43,3 +43,6 @@ gguf/bin/linux-x86_64-cuda/libaudio8-bridge.so filter=lfs diff=lfs merge=lfs -te
 gguf/bin/linux-x86_64-vulkan/audio8-gguf filter=lfs diff=lfs merge=lfs -text
 gguf/bin/linux-x86_64-vulkan/libaudio8-bridge.so filter=lfs diff=lfs merge=lfs -text
 model/audio8-q4.a8m filter=lfs diff=lfs merge=lfs -text
+gguf/audio8-q3-exact-q4_0.gguf filter=lfs diff=lfs merge=lfs -text
+model/model.a8m filter=lfs diff=lfs merge=lfs -text
+model/tokenizer.json filter=lfs diff=lfs merge=lfs -text

README.md

@@ -7,79 +7,59 @@ language: [en, zh]
 tags: [audio8, streaming-asr, quantized, rust, mlx, gguf, experimental]
 ---
 
-# Audio8 compressed — experimental complete Q4 model
-
-**Experimental, not production ready. This is a complete 4-bit checkpoint, not a ternary model.**
-It includes the encoder, decoder, projector, tied embedding/output weights and
-small original BF16 tensors. It is much smaller than the original BF16 weights,
-but accuracy loss remains. The requested hard limit of one second after every
-spoken word is **not met universally**. The soft 1–2 GB memory target is also
-exceeded on measured consumer routes. These limits have not been renamed as
-passing acceptance gates.
-
-This release uses the RT18/240 ms training-calibrated decoder Q4 candidate.
-Silero VAD keeps its continuous state while restarting ASR after two seconds of
-silence, with 400 ms preroll. Whole-input evaluation counts words omitted by the
-gate as errors. This helps long recordings but does not cure every omission or
-prove arbitrary-duration accuracy.
-
-On one exposed 319.715-second AMI English diagnostic, the selected MLX B4
-consumer made **186 errors out of 478 reference words (38.91% WER)**; the original
-BF16 model with the same frozen silence boundaries made 171/478 (35.77%).
-The original control and MLX consumer use different compute backends, so this
-is a practical comparison rather than an exact weight-only causal experiment.
-All 22 segments and 2,831 ASR clocks completed. Measured MLX peak process RSS was
-2,645,917,696 bytes; measured process footprint was about 3.382 GB. Those are
-different memory measures. The labeled matched-word latency diagnostic had
-median 0.709 s, p95 0.970 s and 13 matches above one second, with maximum 5.559 s;
-alignment/annotation uncertainty remains. Missing and ambiguous words do not
-establish a passing latency claim. This exposed case is not a fresh held-out
-acceptance result.
-
-| Full English diagnostic | Errors /478 words | Peak process RSS | Queue /latency result |
-|---|---:|---:|---|
-| Original BF16 CUDA, frozen silence resets |171 (35.77% WER)|Not compared|Unpaced quality control; no latency claim|
-| Native CPU BF16, batch1, offline prefix |185 (38.70% WER)|2.434 GB|Peak non-EOF queue **0.518s**; matched-word p95 **0.657s**; one match exceeds1s|
-| MLX F16/BF16, batch4 |186 (38.91% WER)|2.646 GB|Non-EOF queue0.337s; 13 labeled matches >1s; memory target exceeded|
-
-See `evaluation/paired-quality.json` for exact aggregates, report hashes and
-limitations. MLX footprint was3.382GB, separately from RSS. Work-only RTF is
-not advertised as real-time speed because pauses/gating hide speech backlog.
-
-## Download one model format
-
-| Runtime | Weight file | Approximate storage |
+# Audio8 compressed: complete mixed Q3/Q4 streaming model
+
+**Complete weights and runnable CPU, Apple MLX, CUDA and Vulkan consumers. Experimental: strict one-second latency and universal real-time performance are not established. This is not ternary.**
+
+The CPU and MLX model is **1.882 GB** on disk, including the encoder, decoder, projector, tied embedding/output weights and original small BF16 tensors. All 108 decoder MLP matrices use full eight-level, group-64 Q3 GPTQ; other packed matrices retain the previous calibrated Q4 weights. It saves **304,349,184 bytes** relative to the earlier Q4 payload. CPU and MLX read the **same file** without expanding entire matrices to floating-point weights.
+
+The CUDA/Vulkan GGUF stores these exact same reconstructed weights in **Q4_0**, at **2.330 GB**. It is not a three-bit GGUF. Every one of its 4,075,552,768 packed float32 weight values was independently checked for bitwise equality with the native model; original BF16 tensor bytes also match. Use the included Audio8-specific GGML runtime: stock llama.cpp does not implement this architecture.
+
+## Measured results
+
+The candidate weights, runtime sources, profiles, original-model control and input identities were frozen before running **all 11 reserved clips: 470.249 seconds**, comprising three English recordings and eight short Chinese clips. No cases were dropped. The original CUDA BF16 model used identical frozen silence boundaries and full references. These are practical cross-backend comparisons, not an isolated weight-only experiment.
+
+| Reserved evaluation | Original BF16 CUDA | Rust CPU, Ryzen AI 9 HX370 | MLX, Apple M2 |
+|---|---:|---:|---:|
+| English word errors / 947 words | 183 / 947 (19.32%) | 197 / 947 (20.80%) | 198 / 947 (20.91%) |
+| Chinese character errors / 118 characters | 1 / 118 (0.85%) | 0 / 118 | 0 / 118 |
+| Peak process RSS across all 11 clips | Not compared | **2.126 GB** | **2.342 GB** |
+| Peak macOS process footprint, separate from RSS | — | — | **3.074 GB** |
+| Mature-cache work/audio ratio on three English clips | Unpaced control | **0.925–0.938** | **0.777–0.780** |
+| Matched-word delay, median / p95 | Not measured | **0.491 / 0.641 seconds** | **0.712 / 0.903 seconds** |
+
+Memory values use decimal GB. RSS and macOS footprint are different measurements and must not be added. The soft 1–2 GB RAM target is narrowly exceeded on CPU and more substantially on Mac; file size is not RAM usage. Mature-cache work includes trims and excludes EOF padding; it is measured over eligible speech windows after the cache fills, not the elapsed duration of a paced recording. CPU uses eight physical cores and AVX512 BF16 on the tested Ryzen. No real-time claim extends to other CPUs or the AMD Vulkan route.
+
+Word-end labels exist for the AMI recording, not every reserved clip. Native timing covers 423 matched reference words, including 13 ambiguous matches; MLX covers 422, also including 13 ambiguous matches. Native had one match above one second, with ambiguous alignment; no unambiguous match exceeded one second (maximum 0.770 s). MLX had three matches above one second, including two unambiguous matches (maximum 1.101 s). Missing/substituted words remain errors, not latency successes. Annotation and overlapping-speaker uncertainty remain. **A universal maximum of one second after each spoken word is not proven.**
+
+The supplied GLIBC 2.35 CPU executable separately matched the qualified host build's English and Chinese token IDs, winning-logit bits, and clocks exactly, both with fresh prefixes and restored prefixes. Full reserved timing used the pinned host build; the portability check is not a second full performance evaluation.
+
+See [the complete paired report](evaluation/reserved-11/verification.json) and [the prospective freeze](evaluation/reserved-11/qualification.json). Per-case raw events, host receipts, original-model results and boundary evidence are included. The smaller training and exposed diagnostic reports are also preserved, clearly separate from the reserved evaluation. Evaluation audio is not redistributed here. Upstream pretraining overlap is unknown.
+
+## Download only the format you need
+
+| Runtime | Required weight file | Storage |
 |---|---|---:|
-| Linux Rust CPU | `model/audio8-q4.a8m` | 2.187 GB |
-| Apple Silicon MLX | `mlx_weights/weights.bin` plus its metadata | 2.187 GB |
-| CUDA / Vulkan custom GGML runtime | `gguf/audio8-q4_0.gguf` | 2.330 GB |
+| Rust CPU or Apple MLX | `model/model.a8m` and `model/manifest.json` | 1.882 GB plus small assets |
+| CUDA or Vulkan | `gguf/audio8-q3-exact-q4_0.gguf` | 2.330 GB |
 
-These are alternative downloads, not three models that must be loaded together.
-GGUF preserves the packed source's reconstructed values; its group32 scales
-increase file size. Stock llama.cpp does **not** implement this Audio8 graph.
-Use the supplied Audio8 consumer, not an ordinary chat-model GGUF loader.
+The launchers additionally need their runtime files and `assets/`. MLX also needs the small JSON assets in `model/`. A full repository download contains both alternative weight formats; they are not loaded together. The previous Q4 release remains available at [its immutable revision](https://huggingface.co/Reza2kn/Audio8-ASR-Infinite-Compressed/tree/8ef2a61deda11337cfbb63dce98174c907ff7809).
 
-## Input and readable output
+## Audio input and streaming captions
 
-All launchers take mono, 16 kHz, float32 little-endian PCM. Convert a file with
-the separately installed FFmpeg utility:
+Input is mono 16 kHz float32 little-endian PCM. Convert audio with a separately installed FFmpeg:
 
 ```sh
 ffmpeg -i input.wav -f f32le -acodec pcm_f32le -ar 16000 -ac 1 audio.f32le
 ```
 
-The runtime flushes `caption_stream_ready`, `caption_text_delta` and completion
-JSON lines. Each text-delta event has a `text` string to append. Use `-` instead
-of a filename for stdin; a live producer should wait for readiness before
-starting its audio clock. File decoding without pacing is not a live-latency
-measurement. Loading and projection warmup happen before readiness.
+Every launcher accepts `-` instead of a filename for streaming stdin. Append the `text` field of flushed `caption_text_delta` JSON lines. A live producer should wait for `caption_stream_ready` before starting its audio clock. Model loading and optional projection warmup occur before readiness; they are not included in warmed caption delay. An unpaced file run is not a live latency measurement.
+
+Silero VAD runs continuously in 512-sample frames. After two seconds of silence it resets the ASR state, retaining 400 ms of preroll; the VAD state itself continues. Only global EOF receives synthetic drain frames. All reference words, including speech missed by this gate, remain in accuracy scoring. This is streaming with silence-driven resets, not a guarantee of arbitrary-duration accuracy.
 
 ## Linux CPU
 
-The executable requires Linux x86_64 and GLIBC2.35 or newer. The new path uses
-four-query encoder attention and exact BF16 cache-rebase acceleration. For the
-lowest measured startup delay, prepare the audio-independent cache once on the
-machine where inference will run, then pass it explicitly:
+Requires Linux x86_64, GLIBC 2.35 or newer, and Python 3 for physical-core selection. BF16 arithmetic and the measured fast path require suitable CPU instructions; other hardware and fallbacks are not performance-qualified. Prepare an audio-independent prefix once on the destination machine:
 
 ```sh
 chmod +x bin/linux-x86_64/audio8-stream
@@ -87,40 +67,21 @@ sh ./run-cpu-linux-x86_64.sh --prepare-prefix en ./prefix-en.a8pfx
 sh ./run-cpu-linux-x86_64.sh audio.f32le en ./prefix-en.a8pfx
 ```
 
-Use `zh` and a separately prepared Chinese prefix for Chinese input. Preparation
-is a separate operation and does not read microphone audio. Prefixes are bound to
-the executable, weights, frontend, CPU/OS, language and execution profile; prepare
-a new file after any mismatch. Every silence reset checks the prefix again.
-The existing two-argument invocation remains supported, with slower speech-start
-processing. Arbitrary runtime flags are refused.
-
-On Ryzen AI9 HX370, eight physical cores, Linux7.0/glibc2.43 and nice15, the full
-319.715s paced diagnostic preserved all2831 tokens. Mature-cache model work,
-including trims, took53.361s for55.2s of audio (RTF0.9667). Peak non-EOF backlog
-was0.518s. Matched-word delay was0.484s median and0.657s p95; one matched unit
-exceeded1s and omissions remain errors. This is **not a universal one-second
-latency pass**. Process peakRSS was2.434GB. Model/prefix loading and separate
-prefix preparation are outside the warmed streaming interval; start live audio
-after `caption_stream_ready`. The full timing used a host build from the same
-source; the supplied GLIBC2.35 binary separately passed EN/ZH prefix parity.
-
-The launcher selects eight distinct physical cores within its inherited allowed
-mask. If topology is unavailable it preserves that mask and reports the fallback;
-performance on other CPU families or instruction fallbacks is unqualified.
-Python3 is used by this topology selector. The fixed arithmetic is BF16 activation
-and cache, RT18/240, batch1, eight workers and four tasks. The raw binary's legacy
-A8 default failed quality checks for these weights, so use the launcher.
-
-Exact sources and dependency locks are included:
+Use `zh` and its own prefix for Chinese. Prefixes are bound to the binary, model, frontend, CPU/OS, language and execution profile. Recreate them after any identity change. The two-argument run without a prefix also works but computes the conditioning prefix at speech start. Prefix preparation is separate from audio capture and never reads microphone data.
+
+The launcher selects eight distinct physical cores within its allowed mask. It preserves the existing mask if that topology is unavailable, reporting the fallback. It uses BF16 activations/cache, RT18/240 ms, batch 1, eight workers, four tasks and tiled encoder attention. Use the launcher: the raw binary's legacy A8 default is not the validated arithmetic profile.
+
+Build sources, Cargo locks and vendored dependencies are in `sources/native-source.tar.gz`:
 
 ```sh
-cargo build --manifest-path native/Cargo.toml --locked --release --features x86-vnni,silero --bin audio8-stream
+mkdir native-source
+ tar -xzf sources/native-source.tar.gz -C native-source
+cargo build --manifest-path native-source/native/Cargo.toml --locked --release --features x86-vnni,silero --bin audio8-stream
 ```
 
-## Apple Silicon
+## Apple Silicon MLX
 
-Use Python3.12 on Apple Silicon macOS. The tested route used an M2 on macOS26.5.1.
-Install the pinned MLX, NumPy and **CPU** ONNX Runtime packages in a virtualenv:
+Tested on Apple M2, macOS 26.5.1, Python 3.12 and MLX 0.32.2:
 
 ```sh
 python3.12 -m venv .venv
@@ -129,31 +90,11 @@ python -m pip install -r requirements-mlx.txt
 sh ./run-mlx.sh audio.f32le en
 ```
 
-The shipped source is exactly the completed B4 diagnostic snapshot: compiled
-F16 compute, BF16 cache, fused projections, projection warmup and batch4 after
-the first batch1. The allocator limit is 4 GiB, not a process-RSS guarantee.
+The selected profile is compiled float16 compute, BF16 cache, fused projections, projection warmup and batch 4 after the first batch 1. The 4 GiB allocator limit is not a process-memory guarantee. MLX is Apple-specific; the GGUF GPU route provides CUDA/Vulkan separately.
 
-## CUDA and Vulkan
+## CUDA and Vulkan GGUF
 
-GPU consumers use explicit devices and never silently substitute a CPU backend.
-Their availability, tested devices and actual linked-library requirements are
-recorded below. Native drivers remain external dependencies. Diagnostic GPU
-binaries may require the exact newer GNU/CUDA/Vulkan environment reported;
-they do not establish compatibility with every Linux distribution or GPU.
-The current GPU executables/bridges require **GLIBC2.43**, unlike the CPU
-binary's GLIBC2.35 floor. These are diagnostic builds with narrower portability.
-
-| GPU route | Tested device | Build/runtime scope | Result scope |
-|---|---|---|---|
-| CUDA | NVIDIA RTX5080 Laptop | CUDA13.3 runtime libraries, SM120a build, Linux x86_64 /GLIBC2.43 | Exact short EN0 gated smoke; other GPU architectures unverified |
-| Vulkan | NVIDIA RTX5080 Laptop | Compatible Vulkan loader/driver, Linux x86_64 /GLIBC2.43 | Exact short EN0 gated smoke |
-| Vulkan | AMD Radeon890M integrated GPU | Same Vulkan binary and explicit device1 | Correct short smoke, slower than input clock |
-
-CUDA users must make the matching CUDA13.3 shared libraries discoverable by the
-system loader (for example `LD_LIBRARY_PATH=/usr/local/cuda-13.3/lib64` when
-installed there). GPU package/source files do not include proprietary drivers.
-After the corresponding component is marked `smoke_passed`, restore executable
-permissions after downloading, then run:
+These Linux x86_64 binaries are narrower than the CPU package: **GLIBC 2.43**, matching system GPU libraries and drivers are required. CUDA is built with CUDA 13.3 for SM120a and tested on RTX 5080 Laptop only. Other NVIDIA architectures are not qualified. Vulkan was exercised on that NVIDIA GPU and AMD Radeon 890M with explicit devices; AMD was **slower than real time** on the smoke clip.
 
 ```sh
 chmod +x gguf/bin/linux-x86_64-cuda/audio8-gguf
@@ -162,84 +103,18 @@ sh ./run-cuda.sh audio.f32le en 0
 sh ./run-vulkan.sh audio.f32le en 0
 ```
 
-The GGUF file is pinned by full SHA256 on every load. GPU source archives include
-the custom Audio8 graph and backend patches; consumer and linked-backend source
-envelopes are preserved separately where built separately.
-
-```json
-{
-  "native": {
-    "status": "focused_tests_passed",
-    "scope": "Linux x86_64, Ubuntu22.04 build, GLIBC>=2.35; improved source passed same-binary EN/ZH prefix parity. Full paced timing below used the identical source in a separately pinned host build.",
-    "tests": {
-      "caption": 7,
-      "gated": 3,
-      "cli": 10,
-      "bf16_mode": 1
-    },
-    "unfiltered_library_suite_run": false,
-    "portable_prefix_parity": true
-  },
-  "mlx": {
-    "status": "full_input_diagnostic_passed",
-    "scope": "Apple M2 / macOS26.5.1, exact compiled F16/BF16 B4 source; accuracy and word-delay misses remain."
-  },
-  "cuda": {
-    "status": "smoke_passed",
-    "tested_scope": "Exact packaged CLI with --silero-vad, RT18/240ms/B1, new calibratedQ4GGUF, complete5.855s EN0 via actual20ms stdin. Three short development functionality smokes only. NVIDIA RTX5080LaptopCUDA0.",
-    "limitations": [
-      "The1/17 scorer difference is the retained Mister/Mr abbreviation normalization; no dropped reference words in this clip.",
-      "First readable receipt is measured from input start, not word-end-aligned latency. The one-second per-word requirement is not qualified by this short fixture.",
-      "AMD integrated Vulkan is slower than the input clock in this smoke.",
-      "WorkRTF includes VAD-gated silence; it is not sustained uninterrupted-speech throughput.",
-      "ProcessRSS excludes device-resident GPU allocation. PeakGPU memory was not sampled; buffer/payload figures are separate.",
-      "Known long-speech omissions and memory target misses remain; strict per-word latency and broad runtime qualification are unproven."
-    ],
-    "glibc_required": "2.43",
-    "linkage_scope": "CLI resolves adjacent bridge via $ORIGIN; external GPU driver and matching system runtime libraries are required.",
-    "cuda_scope": "CUDA13.3, SM120a; tested RTX5080 Laptop only"
-  },
-  "vulkan": {
-    "status": "smoke_passed",
-    "tested_scope": "Exact packaged CLI with --silero-vad, RT18/240ms/B1, new calibratedQ4GGUF, complete5.855s EN0 via actual20ms stdin. Three short development functionality smokes only. NVIDIA RTX5080LaptopVulkan0 and AMD Radeon890M Vulkan1.",
-    "limitations": [
-      "The1/17 scorer difference is the retained Mister/Mr abbreviation normalization; no dropped reference words in this clip.",
-      "First readable receipt is measured from input start, not word-end-aligned latency. The one-second per-word requirement is not qualified by this short fixture.",
-      "AMD integrated Vulkan is slower than the input clock in this smoke.",
-      "WorkRTF includes VAD-gated silence; it is not sustained uninterrupted-speech throughput.",
-      "ProcessRSS excludes device-resident GPU allocation. PeakGPU memory was not sampled; buffer/payload figures are separate.",
-      "Known long-speech omissions and memory target misses remain; strict per-word latency and broad runtime qualification are unproven."
-    ],
-    "glibc_required": "2.43",
-    "linkage_scope": "CLI resolves adjacent bridge via $ORIGIN; external GPU driver and matching system runtime libraries are required."
-  }
-}
-```
+The CUDA 13.3 runtime libraries must be discoverable, for example through the system loader or `LD_LIBRARY_PATH=/usr/local/cuda-13.3/lib64`. Proprietary drivers are not bundled. The executable resolves the adjacent `libaudio8-bridge.so`. Device selection is explicit and no silent CPU ASR fallback is allowed. Floating-activation sentinels and backend counters verify the GPU path; no activation quantization is silently substituted.
 
-## Profile, provenance and integrity
+All three routes completed the same exposed 5.855-second English clip via actual 20 ms stdin chunks, producing the complete same transcription. This is a functionality/packaging check, not a long-stream GPU quality or maximum-latency qualification. CPU process RSS excludes device allocation; these GPU smokes did not measure peak VRAM. The exact GGUF conversion preserves weights, but different kernels can still produce different decoder decisions. CUDA/Vulkan source envelopes and inherited backend build evidence are included under `sources/` and `provenance/`.
 
-The launchers enforce `execution_profile.json`; only input, language and the declared prefix operation are configurable.
+## Provenance and integrity
 
-`run-cpu-linux-x86_64.sh` uses BF16 activations, realtime startup, 240 ms model delay, 8 workers, 4 tasks per worker, batch 1 after first batch 1, BF16 cache, default worker QoS, and optional, explicitly prepared constant prefixes. The tiled encoder is enabled. Arbitrary runtime flags are refused.
+Source: `Edge0/Audio8-ASR-Infinite`, revision `b4413de154ed6bdef0a4011028b1ebd12aca8152`, Apache 2.0. The Q3 MLP fit uses full-correlation GPTQ with group-64 FP16 scales, eight codes representing signed values -4 through 3, and original column order. Calibration used only the declared training clips and RT18/240 ms clocks. The encoder remains Q4; there was no claim that an untrained ternary conversion preserves accuracy.
 
-This Linux launcher also requires Python 3. It selects one logical CPU from each of 8 distinct physical cores inside the inherited allowed mask, ranking static maximum frequency first and then CPU ID. It changes only its own process affinity and records the actual selection on stderr. If topology or enough physical cores are unavailable, it preserves the inherited mask; performance in that fallback is unverified. No speed claim extends to untested hardware.
+`execution_profile.json` records runtime bindings. `release_manifest.json` and `SHA256SUMS` identify shipped bytes. Historical export records retain their export-time `accuracy_validated: false` and `production_ready: false`; later measured results are in the evaluation reports rather than retroactively rewriting those records.
 
-Its process nice setting is None (null means inherited).
-
-`run-mlx.sh` explicitly selects realtime18/240 ms, float16 compute, BF16 cache, batch 4, fused projections, compiled math and projection warmup before readiness. The MLX allocator limit is 4 GiB; it is not a process-RSS guarantee.
-
-The optional Silero caption profile is explicitly bound to the declared experimental ASR weights and the ONNX, policy, source and dependency hashes in `execution_profile.json`. Silero uses 512-sample frames at 16 kHz, probability ≥0.5, 400 ms preroll and 2 s of silence to reset ASR state; its own VAD state continues. Only global EOF receives synthetic audio drain. Gated speech omissions remain errors in whole-input evaluation. MLX uses the pinned CPU ONNX Runtime package; native uses the source-pinned tract dependency. The MIT license and exact vendored-model origin are included under `licenses/` and `provenance/`. This policy is not a general latency or accuracy guarantee.
-
-Source model: `Edge0/Audio8-ASR-Infinite`, revision
-`b4413de154ed6bdef0a4011028b1ebd12aca8152`; Audio8 source commit
-`c8ba8eea829be0339e8d7757f8ca52dac06e1e32`. Decoder calibration used only the
-declared training clips and matched RT18/240 clocks. Earlier ternary/Q3 and
-other failed candidates are not these weights. Upstream pretraining overlap
-with evaluation audio is unknown.
+```sh
+shasum -a 256 -c SHA256SUMS
+```
 
-`release_manifest.json` and `SHA256SUMS` identify every shipped byte. Check with
-`sha256sum -c SHA256SUMS` on Linux or `shasum -a 256 -c SHA256SUMS` on macOS.
-Model metadata retains source, parent, training-capture and fitter provenance.
-Only aggregate evaluation evidence is included; no raw audio or reference
-transcripts are distributed here. See `LICENSE`, `THIRD_PARTY_NOTICES.md`,
-`licenses/silero-MIT.txt` and retained dependency/source notices.
+Known limitations: residual accuracy loss, speech omissions, some late captions, CPU/MLX memory above the soft target, slow AMD Vulkan, narrow prebuilt GPU compatibility, and no broad multilingual or arbitrary-hardware qualification. The release is complete and usable on the tested routes, but these remaining requirements are not represented as passed.

SHA256SUMS

@@ -1,6 +1,6 @@
 cfc7749b96f63bd31c3c42b5c471bf756814053e847c10f3eb003417bc523d30  LICENSE
-9550bfbe585313ec12d6aff5524db39b109c8377ee761913ab1cc5f270621e55  README.md
-bf1bdaa245a5a4886d7a061d09a072e819079d20d55440e817156cf1f3133497  THIRD_PARTY_NOTICES.md
+c75360bb450ceac1dd865f6f7fa054350eb693493632a24a7cd63490ebc3f608  README.md
+d90764d395c58ae956d0972ff4d03459f8e80f495b3376e7fef3c0442dccce0d  THIRD_PARTY_NOTICES.md
 744baed356a8c86a9791fc76cecb73219ed4aff795147c6cdc082337a13f019c  assets/config.json
 ab3a69e95c9a7fd54adeec09c9cdfe4c79fa81f85908f2154d074bde9ee43102  assets/frontend.a8m
 d3f96050ed55e02136d3cea2d1c03c0163d8e93631cdfb87bf0e82945ed2db64  assets/generation_config.json
@@ -10,20 +10,314 @@ ee0dac67c684faa527db5d26a75109e168723fdae38b49e0c1bb471a953f6c45  assets/preproc
 7fdc1e903297ea1fa438b77503db993c50a67f8b325b4e55754f08b8579c5410  assets/tokenizer.a8tok
 72f8b7e878ee6606c309881f68201e277f9dae50175a387074a5181d771b9599  assets/tokenizer.json
 ceca11f549d6a8550430c7272e9aa40582bffd633f8998335883a428f4d77fb9  assets/tokenizer_config.json
-f10ccbdc33ed5bc73d96516403634cd5551c81a05be823af91060a178a92d2d3  bin/linux-x86_64/audio8-stream
-50f953d865bc9203e5f78db181ebfe8fb0576b537f9f435db6d6cf873adedee0  evaluation/native-cpu-is1000a-baseline-v1.json
-9c17000800c34aae880867c03d5d6f1b49d185e223d0e5f0a0ad1460cab7326e  evaluation/native-cpu-is1000a.json
-2d5f1ea91f1dcc518297748dfd2c673b7a4c03fe92153665ac8a0740aa7e79c6  evaluation/native-cpu-prefix-phase-summary.json
-7064c936b7c769914ed11659eba2ed1343a1df920ad4a5651df4b0ce934b054b  evaluation/native-cpu-prefix-strict-verification.json
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THIRD_PARTY_NOTICES.md

@@ -1 +1 @@
-Audio8 weights/upstream: Apache-2.0 (LICENSE). Silero: MIT (licenses/silero-MIT.txt, provenance/silero-source.json). Native runtime: MIT as declared in native/Cargo.toml. Arm/KleidiAI notices remain under vendor/. tract dependencies are pinned in vad_probe/Cargo.lock. MLX and CPU ONNX Runtime dependencies are pinned in requirements-mlx.txt and retain their own licenses. GPU sources/licenses, when included, are under gguf/.
+Audio8 weights/upstream: Apache-2.0 (LICENSE). Silero: MIT (licenses/silero-MIT.txt, provenance/parent-silero-source.json). Native runtime: MIT as declared in native/Cargo.toml inside sources/native-source.tar.gz. Arm/KleidiAI notices remain in the vendor directory inside that source archive. tract dependencies are pinned in its vad_probe/Cargo.lock; dependency license inventory is under licenses/. MLX and CPU ONNX Runtime dependencies are pinned in requirements-mlx.txt and retain their own licenses. GPU source envelopes are under sources/gguf-parent/ and licenses under gguf/licenses/.

bin/linux-x86_64/audio8-stream

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f10ccbdc33ed5bc73d96516403634cd5551c81a05be823af91060a178a92d2d3
-size 28410544
+oid sha256:d7d112e497a954b01c19fdb9d5a700116112d6b992a03b18a7f6dd85efbc75ca
+size 28417488

evaluation/{native-cpu-prefix-strict-verification.json → exposed-native-stream.json}

@@ -1,9 +1,18 @@
 {
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-  "independent_delta_token_clock_oracle": true,
-  "raw_sha256": "5d36868e22753b611280e62e2c31facd687caa905c22f5aa3445e5805c67bb93",
+  "status": "verified_exposed_diagnostic",
+  "production_ready": false,
+  "model_changed": true,
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+    "substitutions": 39,
+    "deletions": 137,
+    "insertions": 4,
+    "reference_units": 478,
+    "hypothesis_units": 345,
+    "errors": 180,
+    "error_rate": 0.37656903765690375
+  },
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     "substitutions": 46,
     "deletions": 134,
@@ -17,20 +26,36 @@
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     "timing_basis": "Independent host receipt of flushed JSONL since paced20ms producer start; all source words retained",
-    "correctly_matched_units": 298,
-    "ambiguous_matched_units": 8,
+    "correctly_matched_units": 302,
+    "ambiguous_matched_units": 9,
     "ambiguity_method": "all minimum unit-cost Levenshtein paths, without timing-based selection",
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+    "unmatched_reference_units": 176,
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     "matched_units_above_one_second": 1,
     "all_matched_units_within_one_second": null,
     "whole_release_pass": false,
     "limitation": "Lag summaries use one deterministic text alignment and are descriptive when alternative optimal alignments exist. Only unambiguous matches can support per-word timing claims. Omissions/substitutions remain errors, never zero-latency successes. Published reference timing uncertainty and overlapping-speaker word order are not independently corrected."
-  }
+  },
+  "independent_delta_token_clock_oracle": true,
+  "all_ids_logits_clocks_exact_q3_v1": true,
+  "memory": {
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+    "os_peak_memory_footprint_bytes": null,
+    "footprint_available": false,
+    "rss_source_unit": "KiB (1024 bytes)",
+    "elapsed_seconds": 324.52,
+    "user_seconds": 887.31,
+    "system_seconds": 73.95,
+    "scope": "Fresh native child process including loading and inference; excludes Python harness. RSS and footprint are separate measurements and must not be summed."
+  },
+  "mature_work_rtf_including_trims": 0.9405229254891304,
+  "peak_non_eof_receipt_backlog_seconds": 0.3471983608733922,
+  "raw_sha256": "cc977ded1479cbccd64494a800a5ed43570cba91d71bce851da4919dcf7ed0bf",
+  "scope": "Previously exposed full meeting; memory, sustained CPU work and caption-after-word clocks. No protected evaluation acceptance."
 }

evaluation/gguf-smoke/campaign.json

@@ -0,0 +1,149 @@
+{
+  "status": "complete",
+  "results": [
+    {
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+      "device": 0,
+      "returncode": 0,
+      "status": "complete",
+      "report_sha256": "3cfd24e18de3eb73ba02632f1722ffc2efb02f43a9f409cb0ac36a6bc4eed235",
+      "command": [
+        "/home/rezo/miniconda3/bin/python",
+        "/dev/shm/audio8-q3-exact-gpu-v1/probe_q3_exact_gguf_smoke_v1.py",
+        "--backend",
+        "cuda",
+        "--device",
+        "0",
+        "--batch",
+        "1",
+        "--case",
+        "en0-short",
+        "--timeout-seconds",
+        "180",
+        "--output",
+        "/dev/shm/audio8-q3-exact-gpu-v1/smoke-v2/cuda-0.json",
+        "--binary",
+        "/dev/shm/audio8-q3-exact-gpu-v1/cuda-attempt3/bin/audio8-gguf",
+        "--binary-sha256",
+        "fddd6ef5150c84060a6a6770da7ac7d60f7eef51f5f2e3d944831b625bb8e2fb",
+        "--bridge",
+        "/dev/shm/audio8-q3-exact-gpu-v1/cuda-attempt3/bin/libaudio8-bridge.so",
+        "--bridge-sha256",
+        "07bf390862f5038339de1ff08398a62c61a9a44b0c47420ee35effb1d89025a2",
+        "--model",
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evaluation/gguf-smoke/cuda-0.stderr.txt

@@ -0,0 +1,2 @@
+ggml_cuda_init: found 1 CUDA devices (Total VRAM: 15839 MiB):
+  Device 0: NVIDIA GeForce RTX 5080 Laptop GPU, compute capability 12.0, VMM: yes, VRAM: 15839 MiB

evaluation/gguf-smoke/cuda-0.time.txt

@@ -0,0 +1,23 @@
+	Command being timed: "/dev/shm/audio8-q3-exact-gpu-v1/cuda-attempt3/bin/audio8-gguf /dev/shm/audio8-q3-exact-gguf-v1/model.gguf - en --backend cuda --device 0 --batch 1 --model-sha256 f447bfe0d62200be97e0ce36e0883eb4499a42baded0840b15e9a1b68be17f83 --silero-vad /home/rezo/audio8-q4-recovery-20260924/ggml-caption-runtime-v1/silero_vad.onnx"
+	User time (seconds): 6.93
+	System time (seconds): 0.98
+	Percent of CPU this job got: 72%
+	Elapsed (wall clock) time (h:mm:ss or m:ss): 0:10.89
+	Average shared text size (kbytes): 0
+	Average unshared data size (kbytes): 0
+	Average stack size (kbytes): 0
+	Average total size (kbytes): 0
+	Maximum resident set size (kbytes): 635552
+	Average resident set size (kbytes): 0
+	Major (requiring I/O) page faults: 6392
+	Minor (reclaiming a frame) page faults: 115257
+	Voluntary context switches: 7334
+	Involuntary context switches: 56
+	Swaps: 0
+	File system inputs: 416968
+	File system outputs: 0
+	Socket messages sent: 0
+	Socket messages received: 0
+	Signals delivered: 0
+	Page size (bytes): 4096
+	Exit status: 0

evaluation/gguf-smoke/vulkan-0.feeder.jsonl

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evaluation/gguf-smoke/vulkan-0.stderr.txt

@@ -0,0 +1,3 @@
+ggml_vulkan: Found 2 Vulkan devices:
+ggml_vulkan: 0 = NVIDIA GeForce RTX 5080 Laptop GPU (NVIDIA) | uma: 0 | fp16: 1 | bf16: 1 | fp4: 0 | warp size: 32 | shared memory: 49152 | int dot: 1 | matrix cores: NV_coopmat2
+ggml_vulkan: 1 = AMD Radeon 890M Graphics (RADV STRIX1) (radv) | uma: 1 | fp16: 1 | bf16: 0 | fp4: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat

evaluation/gguf-smoke/vulkan-0.time.txt

@@ -0,0 +1,23 @@
+	Command being timed: "/dev/shm/audio8-q3-exact-gpu-v1/vulkan-attempt3/bin/audio8-gguf /dev/shm/audio8-q3-exact-gguf-v1/model.gguf - en --backend vulkan --device 0 --batch 1 --model-sha256 f447bfe0d62200be97e0ce36e0883eb4499a42baded0840b15e9a1b68be17f83 --silero-vad /home/rezo/audio8-q4-recovery-20260924/ggml-caption-runtime-v1/silero_vad.onnx"
+	User time (seconds): 6.68
+	System time (seconds): 0.78
+	Percent of CPU this job got: 72%
+	Elapsed (wall clock) time (h:mm:ss or m:ss): 0:10.23
+	Average shared text size (kbytes): 0
+	Average unshared data size (kbytes): 0
+	Average stack size (kbytes): 0
+	Average total size (kbytes): 0
+	Maximum resident set size (kbytes): 248112
+	Average resident set size (kbytes): 0
+	Major (requiring I/O) page faults: 1398
+	Minor (reclaiming a frame) page faults: 33116
+	Voluntary context switches: 4062
+	Involuntary context switches: 93
+	Swaps: 0
+	File system inputs: 276456
+	File system outputs: 0
+	Socket messages sent: 0
+	Socket messages received: 0
+	Signals delivered: 0
+	Page size (bytes): 4096
+	Exit status: 0

evaluation/gguf-smoke/vulkan-1.feeder.jsonl

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evaluation/gguf-smoke/vulkan-1.json

@@ -0,0 +1,560 @@
+{
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evaluation/gguf-smoke/vulkan-1.stderr.txt

@@ -0,0 +1,3 @@
+ggml_vulkan: Found 2 Vulkan devices:
+ggml_vulkan: 0 = NVIDIA GeForce RTX 5080 Laptop GPU (NVIDIA) | uma: 0 | fp16: 1 | bf16: 1 | fp4: 0 | warp size: 32 | shared memory: 49152 | int dot: 1 | matrix cores: NV_coopmat2
+ggml_vulkan: 1 = AMD Radeon 890M Graphics (RADV STRIX1) (radv) | uma: 1 | fp16: 1 | bf16: 0 | fp4: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat

evaluation/gguf-smoke/vulkan-1.time.txt

@@ -0,0 +1,23 @@
+	Command being timed: "/dev/shm/audio8-q3-exact-gpu-v1/vulkan-attempt3/bin/audio8-gguf /dev/shm/audio8-q3-exact-gguf-v1/model.gguf - en --backend vulkan --device 1 --batch 1 --model-sha256 f447bfe0d62200be97e0ce36e0883eb4499a42baded0840b15e9a1b68be17f83 --silero-vad /home/rezo/audio8-q4-recovery-20260924/ggml-caption-runtime-v1/silero_vad.onnx"
+	User time (seconds): 7.58
+	System time (seconds): 1.46
+	Percent of CPU this job got: 43%
+	Elapsed (wall clock) time (h:mm:ss or m:ss): 0:20.63
+	Average shared text size (kbytes): 0
+	Average unshared data size (kbytes): 0
+	Average stack size (kbytes): 0
+	Average total size (kbytes): 0
+	Maximum resident set size (kbytes): 207316
+	Average resident set size (kbytes): 0
+	Major (requiring I/O) page faults: 11
+	Minor (reclaiming a frame) page faults: 73129
+	Voluntary context switches: 2807
+	Involuntary context switches: 125
+	Swaps: 0
+	File system inputs: 3232
+	File system outputs: 0
+	Socket messages sent: 0
+	Socket messages received: 0
+	Signals delivered: 0
+	Page size (bytes): 4096
+	Exit status: 0

evaluation/native-cpu-is1000a-baseline-v1.json

@@ -1,146 +0,0 @@
-{
-  "schema": "audio8.native_caption_diagnostic_summary.v1",
-  "status": "complete",
-  "release_type": "experimental",
-  "scope": "One previously exposed AMI IS1000a recording; no fresh heldout evaluation and no population-quality claim.",
-  "runtime": {
-    "os": "Linux x86_64 GNU",
-    "cpu": "AMD Ryzen AI 9 HX 370",
-    "physical_cpus": [
-      0,
-      1,
-      2,
-      3,
-      4,
-      5,
-      6,
-      7
-    ],
-    "workers": 8,
-    "row_tasks_per_worker": 4,
-    "nice": 15,
-    "activation": "bf16",
-    "activation_backend": "avx512_bf16_q4",
-    "batch_windows": 1,
-    "startup": "realtime18",
-    "delay_ms": 240,
-    "prefix_used": false,
-    "minimum_strong_glibc": "2.35",
-    "silero": "tract-onnx0.23.4; fixed existing v5 ONNX"
-  },
-  "model_sha256": "d40c393cfdb4fbd231c5fab593d844018b26f80d8a0113c9ae297b8edbee60ad",
-  "model_body_sha256": "0a5949f95ac476d7b9bd90ae70b55e6940e6a72ae5a614093f2c181bbb1c3553",
-  "binary_sha256": "30486025c4ba0cb6d8f4d094b556fb22dbe7ecd2018caaeda740ed235ff51626",
-  "source_manifest_sha256": "e52a0d57d942261cb9cc22cbaf8280dbf46dd888aedae2d3a6ccb9abda0cdb4e",
-  "audio_seconds": 319.715,
-  "input_sha256": "a2ca3b651137e316ec19127b5f4c785c258673968a93cd97df0834f97fcd125f",
-  "fixed_segments": 22,
-  "emissions": 2831,
-  "selected_samples": 3593008,
-  "unconsumed_selected_samples": 14264,
-  "all_input_bytes_observed_and_sha_verified": true,
-  "all_fixed_vad_boundaries_equal": true,
-  "token_parity": {
-    "all_ids_exact_mlx": true,
-    "ids": 2831,
-    "generated_ids_sha256": "d1c20a0f5c3f2ea79642f1397b00b8f7167c9592ef3a6507636d49ea4d048355",
-    "limitation": "Greedy token parity on this recording; not bitwise floating-point arithmetic equivalence or a general fidelity guarantee."
-  },
-  "quality_counts": {
-    "hits": 298,
-    "substitutions": 46,
-    "deletions": 134,
-    "insertions": 5,
-    "reference_units": 478,
-    "hypothesis_units": 349,
-    "errors": 185,
-    "error_rate": 0.38702928870292885
-  },
-  "prior_original_reset_errors": 171,
-  "prior_original_reference_units": 478,
-  "phase_seconds": {
-    "model_seconds": 209.74198503299976,
-    "reset_seconds": 0.32344611599999995,
-    "vad_seconds": 1.9816165189999988,
-    "read_seconds": 110.4583317700005,
-    "elapsed_seconds": 322.584235459,
-    "work_rtf": 0.663237720056925
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-  "model_window_work_seconds": {
-    "p50": 0.062017852,
-    "p95": 0.089313997,
-    "max": 0.721454188
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-  "load_seconds": 5.439074583,
-  "first_readable_host_seconds": 1.8761147260665894,
-  "host_receipt_max_queue_seconds": 10.145683053080006,
-  "host_receipt_non_eof_max_queue_seconds": 10.145683053080006,
-  "published_word_timing": {
-    "correctly_matched_units": 298,
-    "ambiguous_matched_units": 8,
-    "unambiguous_matched_units": 290,
-    "unmatched_reference_units": 180,
-    "matched_reference_fraction": 0.6234309623430963,
-    "p50_seconds": 1.839195849895475,
-    "p95_seconds": 8.944219085872191,
-    "maximum_seconds": 10.365784198902531,
-    "unambiguous_maximum_seconds": 10.365784198902531,
-    "matched_units_above_one_second": 213
-  },
-  "word_timing_limitation": "Lag summaries use one deterministic text alignment and are descriptive when alternative optimal alignments exist. Only unambiguous matches can support per-word timing claims. Omissions/substitutions remain errors, never zero-latency successes. Published reference timing uncertainty and overlapping-speaker word order are not independently corrected.",
-  "source_delivery": {
-    "chunk_samples": 320,
-    "scheduled_source_duration_seconds": 319.715,
-    "actual_feeder_duration_seconds": 320.3238878538832,
-    "max_delivery_lateness_seconds": 9.128275424093033
-  },
-  "weights_resident_bytes": 2188118080,
-  "peak_kv_payload_capacity_bytes": 210169856,
-  "peak_process_rss_bytes": 2431176704,
-  "maximum_input_retained_samples": 6912,
-  "gates": {
-    "one_second_caption_delay": false,
-    "at_most_two_decimal_gb_process_rss": false,
-    "production_accuracy_approved": false,
-    "release_accepted": false
-  },
-  "workload_rtf_limitation": "The0.663 workload ratio includes VAD-discarded silence in its denominator; continuous active speech still accumulated10.146s of queue. It is not a sustained low-latency pass.",
-  "evidence": {
-    "full_report": {
-      "path": "reports/native-caption-rt240-is1000a-v1/native-rt240-silero-b1-is1000a-v1.json",
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-      "sha256": "c7346ed5a1e779891279062fc6b400431a433a4a7f112aff11e50bbf550750d9"
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-      "bytes": 978692,
-      "sha256": "bbbafb1a5c9451de5b467edaa6589ed7ff28a04b4780864711a276e9a25f2d09"
-    },
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-      "path": "reports/native-caption-rt240-is1000a-v1/native-rt240-silero-b1-is1000a-v1.observed.jsonl",
-      "bytes": 741319,
-      "sha256": "f67164ea4cebffa3c518cf321913e132f5ff7d046f96c5918b24ee145606c6e7"
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-      "path": "reports/native-caption-rt240-is1000a-v1/run-plan-v1.json",
-      "bytes": 7584,
-      "sha256": "7e506b998186de644095d78c9d3fe682c359a197dabdb6faec103d6fa96f896c"
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-      "bytes": 3175,
-      "sha256": "7974bd8f1d0bb55bc3f9d0f81b140d0fc986f222df41eb275115a94860b8ccc4"
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-    "build_record": {
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-      "bytes": 7653,
-      "sha256": "5f8783ef97d7730d470c82cd74b459dd7f92c1ad6c4744dbcd1fe72a18c652a4"
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-    "mlx_raw_reference": {
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evaluation/native-cpu-is1000a.json

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-{
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evaluation/native-cpu-prefix-phase-summary.json

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-{
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evaluation/native-portable-parity/en-export.jsonl

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evaluation/native-portable-parity/en-fresh.jsonl

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evaluation/{native-portable-prefix-parity.json → native-portable-parity/gate.json}

@@ -2,17 +2,17 @@
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-      "path": "/home/rezo/audio8-q4-recovery-20260924/native-caption-prefix-ubuntu2204-v1/caption_prefix_token_oracle_v1.py",
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@@ -55,7 +55,7 @@
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@@ -69,7 +69,7 @@
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@@ -88,11 +88,11 @@
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-        "/home/rezo/audio8-q4-recovery-20260924/native-gptq-q4-decoder-rt240-v1/model.a8m",
+        "/dev/shm/audio8-native-q3-portable-v1/bin/audio8-stream",
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-        "/home/rezo/audio8-q4-recovery-20260924/native-caption-prefix-ubuntu2204-v1/prefix-gate-v2/en.a8pfx"
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-        "/home/rezo/audio8-q4-recovery-20260924/native-caption-prefix-ubuntu2204-v1/prefix-gate-v2/en.f32le",
+        "/dev/shm/audio8-native-q3-portable-v1/prefix-gate-v2/en.f32le",
         "en",
         "--workers",
         "8",
@@ -158,25 +158,25 @@
         "--encoder-tiled-attention"
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       "exit_code": 0,
-      "elapsed_seconds": 15.062812566757202,
+      "elapsed_seconds": 12.040664434432983,
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-        "/home/rezo/audio8-q4-recovery-20260924/native-gptq-q4-decoder-rt240-v1/model.a8m",
+        "/dev/shm/audio8-native-q3-portable-v1/bin/audio8-stream",
+        "/dev/shm/audio8-q3-mlp-model-v1/model.a8m",
         "/home/rezo/audio8-q4-recovery-20260924/native-candidate-gptq-q4-v1/artifacts/frontend-primitive.a8m",
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-        "/home/rezo/audio8-q4-recovery-20260924/native-caption-prefix-ubuntu2204-v1/prefix-gate-v2/en.f32le",
+        "/dev/shm/audio8-native-q3-portable-v1/prefix-gate-v2/en.f32le",
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@@ -198,28 +198,28 @@
         "/home/rezo/audio8-q4-recovery-20260924/ggml-caption-runtime-v1/silero_vad.onnx",
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         "--prefix-in",
-        "/home/rezo/audio8-q4-recovery-20260924/native-caption-prefix-ubuntu2204-v1/prefix-gate-v2/en.a8pfx"
+        "/dev/shm/audio8-native-q3-portable-v1/prefix-gate-v2/en.a8pfx"
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       "exit_code": 0,
-      "elapsed_seconds": 14.595821619033813,
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+        "path": "/dev/shm/audio8-native-q3-portable-v1/prefix-gate-v2/en-resumed.stderr.txt",
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-        "/home/rezo/audio8-q4-recovery-20260924/native-gptq-q4-decoder-rt240-v1/model.a8m",
+        "/dev/shm/audio8-native-q3-portable-v1/bin/audio8-stream",
+        "/dev/shm/audio8-q3-mlp-model-v1/model.a8m",
         "/home/rezo/audio8-q4-recovery-20260924/native-candidate-gptq-q4-v1/artifacts/frontend-primitive.a8m",
         "/home/rezo/audio8-q4-recovery-20260924/native-candidate-gptq-q4-v1/artifacts/native-tokenizer-v1.a8tok",
-        "/home/rezo/audio8-q4-recovery-20260924/native-caption-prefix-ubuntu2204-v1/prefix-gate-v2/zh.f32le",
+        "/dev/shm/audio8-native-q3-portable-v1/prefix-gate-v2/zh.f32le",
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@@ -241,28 +241,28 @@
         "/home/rezo/audio8-q4-recovery-20260924/ggml-caption-runtime-v1/silero_vad.onnx",
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         "--prefix-out",
-        "/home/rezo/audio8-q4-recovery-20260924/native-caption-prefix-ubuntu2204-v1/prefix-gate-v2/zh.a8pfx"
+        "/dev/shm/audio8-native-q3-portable-v1/prefix-gate-v2/zh.a8pfx"
       ],
       "exit_code": 0,
-      "elapsed_seconds": 6.2312843799591064,
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-        "path": "/home/rezo/audio8-q4-recovery-20260924/native-caption-prefix-ubuntu2204-v1/prefix-gate-v2/zh-export.stderr.txt",
+        "path": "/dev/shm/audio8-native-q3-portable-v1/prefix-gate-v2/zh-export.stderr.txt",
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-        "/home/rezo/audio8-q4-recovery-20260924/native-gptq-q4-decoder-rt240-v1/model.a8m",
+        "/dev/shm/audio8-native-q3-portable-v1/bin/audio8-stream",
+        "/dev/shm/audio8-q3-mlp-model-v1/model.a8m",
         "/home/rezo/audio8-q4-recovery-20260924/native-candidate-gptq-q4-v1/artifacts/frontend-primitive.a8m",
         "/home/rezo/audio8-q4-recovery-20260924/native-candidate-gptq-q4-v1/artifacts/native-tokenizer-v1.a8tok",
-        "/home/rezo/audio8-q4-recovery-20260924/native-caption-prefix-ubuntu2204-v1/prefix-gate-v2/zh.f32le",
+        "/dev/shm/audio8-native-q3-portable-v1/prefix-gate-v2/zh.f32le",
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@@ -285,25 +285,25 @@
         "--encoder-tiled-attention"
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       "exit_code": 0,
-      "elapsed_seconds": 19.04717469215393,
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-        "/home/rezo/audio8-q4-recovery-20260924/native-gptq-q4-decoder-rt240-v1/model.a8m",
+        "/dev/shm/audio8-native-q3-portable-v1/bin/audio8-stream",
+        "/dev/shm/audio8-q3-mlp-model-v1/model.a8m",
         "/home/rezo/audio8-q4-recovery-20260924/native-candidate-gptq-q4-v1/artifacts/frontend-primitive.a8m",
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-        "/home/rezo/audio8-q4-recovery-20260924/native-caption-prefix-ubuntu2204-v1/prefix-gate-v2/zh.f32le",
+        "/dev/shm/audio8-native-q3-portable-v1/prefix-gate-v2/zh.f32le",
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@@ -325,17 +325,17 @@
         "/home/rezo/audio8-q4-recovery-20260924/ggml-caption-runtime-v1/silero_vad.onnx",
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         "--prefix-in",
-        "/home/rezo/audio8-q4-recovery-20260924/native-caption-prefix-ubuntu2204-v1/prefix-gate-v2/zh.a8pfx"
+        "/dev/shm/audio8-native-q3-portable-v1/prefix-gate-v2/zh.a8pfx"
       ],
       "exit_code": 0,
-      "elapsed_seconds": 18.46669030189514,
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       "stdout": {
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-        "path": "/home/rezo/audio8-q4-recovery-20260924/native-caption-prefix-ubuntu2204-v1/prefix-gate-v2/en.a8pfx",
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@@ -365,16 +365,16 @@
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           "activation_mode": "bf16",
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           "worker_qos": "default",
           "pool_driver": true,
           "uname_stdout": "Linux 7.0.0-31-generic x86_64\n",
@@ -386,8 +386,8 @@
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@@ -397,13 +397,13 @@
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       "prefix": {
-        "path": "/home/rezo/audio8-q4-recovery-20260924/native-caption-prefix-ubuntu2204-v1/prefix-gate-v2/zh.a8pfx",
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@@ -413,16 +413,16 @@
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-        "model_body_sha256": "0a5949f95ac476d7b9bd90ae70b55e6940e6a72ae5a614093f2c181bbb1c3553",
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           "activation_mode": "bf16",
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           "uname_stdout": "Linux 7.0.0-31-generic x86_64\n",
@@ -434,16 +434,36 @@
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   "measured_latency": false,
   "quality_acceptance": false,
   "production_ready": false,
-  "finished_unix": 1790315365.9362092,
+  "qualified_host_parity": [
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+  "finished_unix": 1790328847.3434107,
   "all_assets_unchanged": true
 }

evaluation/native-portable-parity/zh-export.jsonl

@@ -0,0 +1 @@
+{"kind":"native_stream_prefix","path":"/dev/shm/audio8-native-q3-portable-v1/prefix-gate-v2/zh.a8pfx","body_sha256":"564c9a4cd2a01288335e945351656a8ea249ade03b3876ce8d86d1934dadcc2b","load_and_generation_seconds":3.478060336,"artifact_bytes":18454412}

evaluation/native-portable-parity/zh-fresh.jsonl

@@ -0,0 +1,268 @@
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evaluation/native-rebase-component.json

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-{
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evaluation/paired-quality.json

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-{
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-        "limitation": "Lag summaries use one deterministic text alignment and are descriptive when alternative optimal alignments exist. Only unambiguous matches can support per-word timing claims. Omissions/substitutions remain errors, never zero-latency successes. Published reference timing uncertainty and overlapping-speaker word order are not independently corrected."
-      },
-      "all_source_audio_observed": true,
-      "emissions": 2831,
-      "segments": 22
-    },
-    "original": {
-      "error_rate": 0.3577405857740586,
-      "substitutions": 48,
-      "deletions": 118,
-      "insertions": 5,
-      "hits": 312,
-      "reference_units": 478,
-      "errors": 171,
-      "scope": "Original BF16 CUDA, same frozen22 silence segments; unpaced quality only."
-    }
-  },
-  "limits": [
-    "Original and MLX controls differ in backend/activation arithmetic.",
-    "Work RTF includes gated silence and does not establish sustained speech throughput.",
-    "Memory target and universal one-second word latency are unmet.",
-    "Ambiguous/unmatched words cannot establish passing latency."
-  ]
-}

evaluation/reserved-11/identity.json

@@ -0,0 +1,5 @@
+{
+  "qualification_sha256": "0c96a730cf50cce413033ff196959264134c63469d95fd1d81c137f66d3a8897",
+  "status": "frozen_before_vad_and_asr",
+  "cases": 11
+}

evaluation/reserved-11/mlx/BAC009S0902W0121/invocation.json

@@ -0,0 +1,48 @@
+{
+  "qualification_sha256": "0c96a730cf50cce413033ff196959264134c63469d95fd1d81c137f66d3a8897",
+  "command": [
+    "/Users/Ajab/conductor/workspaces/visualears/experiments/audio8-ternary/.venv-mlx/bin/python",
+    "-c",
+    "import sys; sys.path.insert(0, '/Users/Ajab/conductor/workspaces/visualears/experiments/audio8-ternary/work/mlx-native-q3-v1'); from mlx_runtime.cli import main; main()",
+    "--bundle",
+    "/Users/Ajab/conductor/workspaces/visualears/experiments/audio8-ternary/artifacts/native-q3-mlp-rt240-v1",
+    "--config",
+    "/Users/Ajab/conductor/workspaces/visualears/experiments/audio8-ternary/models/original/config.json",
+    "--frontend",
+    "/Users/Ajab/conductor/workspaces/visualears/experiments/audio8-ternary/artifacts/frontend-primitive.a8m",
+    "--tokenizer",
+    "/Users/Ajab/conductor/workspaces/visualears/experiments/audio8-ternary/artifacts/native-tokenizer-v1.a8tok",
+    "--input",
+    "-",
+    "--language",
+    "zh",
+    "--startup",
+    "realtime18",
+    "--delay-ms",
+    "240",
+    "--dtype",
+    "float16",
+    "--cache-dtype",
+    "bfloat16",
+    "--batch-windows",
+    "4",
+    "--math-mode",
+    "compiled",
+    "--fuse-projections",
+    "--warmup-projections",
+    "--silero-vad",
+    "/Users/Ajab/conductor/workspaces/visualears/experiments/audio8-ternary/vendor/Audio8-ASR-Infinite/client/vendor/silero_vad.onnx"
+  ],
+  "case": {
+    "id": "BAC009S0902W0121",
+    "role": "heldout",
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+  },
+  "segment_plan_sha256": "eac9599687dd64ebf73018c5bcb06dc225bfd70d0cd5a6c938e2f5519e1c0c2f",
+  "timeout_seconds": 900,
+  "ready_timeout_seconds": 120,
+  "maximum_events": 20000
+}

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