Reduce MLX cache-rebase allocation and report sustained GPU streaming

All 11 previously evaluated inputs retain identical token IDs and window schedules. Weights, native CPU and GPU binaries are unchanged. Complete paced CUDA/Vulkan meeting measurements retain recognition errors, original latency scores and causal alignment limitations.

README.md

@@ -15,11 +15,34 @@ The CPU and MLX model is **1.882 GB** on disk, including the encoder, decoder, p
 
 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.
 
-Fresh public downloads of both full model files and the shipped launchers passed CPU and MLX English/Chinese streaming checks, CUDA on RTX 5080 Laptop, and Vulkan on NVIDIA and AMD. See [post-publication verification](evaluation/published-consumer/summary.json). These checks bind the immutable release commit `c49eca996a633fa64c0ec326436ce2cd131800dc`; those checks apply to that revision. The current Mac launcher uses the separately qualified batch-2 profile described below; model and runtime source bytes remain unchanged.
+Fresh public downloads of both full model files and the shipped launchers passed CPU and MLX English/Chinese streaming checks, CUDA on RTX 5080 Laptop, and Vulkan on NVIDIA and AMD. See [post-publication verification](evaluation/published-consumer/summary.json). These checks bind the immutable release commit `c49eca996a633fa64c0ec326436ce2cd131800dc`; those checks apply to that revision. The current Mac launcher uses the separately qualified batch-2 profile described below; model bytes remain unchanged; the current runtime update is described below.
 
-## Current Mac batch-2 qualification
+## Current runtime memory update
 
-The current batch-2 launcher also passed English and Chinese streamed-stdin checks from a **fresh public download**, including the complete model file and hash verification: [consumer report](evaluation/published-consumer/mlx-batch2/verification.json), pinned to commit `18c3e32a29402802af4c2053d9928d3ca61b1101`. This evidence update changes no inference files.
+The Mac runtime now materializes encoder cache rebases one layer at a time. All tokens and window schedules matched the previous runtime on all 11 previously evaluated recordings; this is a runtime regression check, not a new held-out accuracy result. Weights and inference settings are unchanged.
+
+| Same 11 recordings, Apple M2 | Previous runtime | Current runtime |
+|---|---:|---:|
+| Peak process RSS | 2.342 GB | 2.340 GB |
+| Peak macOS footprint | 3.111 GB | 2.975 GB |
+| Peak MLX allocation | 2.750 GB | 2.395 GB |
+
+Current mature-cache work/audio ratio: **0.863–0.864**. These memory measurements are separate and must not be added. Serial measurements are not a controlled speed comparison. The soft memory target remains exceeded. [Complete regression and unchanged error counts](evaluation/mlx-memory-regression-11/verification.json).
+
+## Long CUDA and Vulkan streaming checks
+
+Both shipped GPU launchers were checked on the same complete, previously evaluated 319.715-second meeting with actual 20 ms paced stdin and the frozen causal silence boundaries. These are exposed-case backend checks, not a new held-out qualification. Hardware: **RTX 5080 Laptop GPU**.
+
+| Backend | Mature work/audio ratio | Word errors | Same-session unambiguous matched-word p95 / max |
+|---|---:|---:|---:|
+| CUDA | 0.465 | 181 / 478 | 0.557 / 0.786 s |
+| Vulkan | 0.558 | 180 / 478 | 0.579 / 0.868 s |
+
+The original BF16 CUDA control had 171/478 word errors on this recording; the published MLX model had 179/478. GPU kernel differences can change decoder decisions even with identical reconstructed weights. The original global text-alignment reports retain their late cross-session matches; the supplementary timing audit cannot turn omissions or misrecognitions into latency successes. Peak device memory was not measured. The existing AMD Vulkan smoke remains slower than real time, and the GPU binaries retain their narrow GLIBC 2.43 compatibility. [CUDA evidence](evaluation/gpu-long/cuda/run.json), [Vulkan evidence](evaluation/gpu-long/vulkan/run.json).
+
+## Earlier batch-2 accuracy qualification
+
+The preceding batch-2 runtime passed English and Chinese streamed-stdin checks from a **fresh public download**, including the complete model file and hash verification: [consumer report](evaluation/published-consumer/mlx-batch2/verification.json), pinned to commit `18c3e32a29402802af4c2053d9928d3ca61b1101`. That verification predates the cache-rebase runtime change.
 
 The Mac launcher now uses batch 2, selected on a previously exposed recording before a separate frozen 11-recording evaluation (471.630 seconds). This is a different corpus from the earlier batch-4 table, so the two tables are not a paired batch-speed comparison. The original CUDA BF16 model used the same full references and causal silence boundaries.
 

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+    "/Users/Ajab/conductor/workspaces/visualears/experiments/audio8-ternary/scripts/verify_mlx_q3_memory_regression_v1.py": "368b63a07853603f4eb8dd7bcaba05f73764d2c35ab220a3eb3f8d6c6e3aca37"
+  }
+}

evaluation/gpu-long/vulkan/run.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/gpu-long/vulkan/run.time.txt

@@ -0,0 +1,23 @@
+	Command being timed: "/bin/sh /dev/shm/audio8-q3-public-linux-consumer-v1/run-vulkan.sh - en 0"
+	User time (seconds): 86.74
+	System time (seconds): 1.72
+	Percent of CPU this job got: 27%
+	Elapsed (wall clock) time (h:mm:ss or m:ss): 5:22.90
+	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): 313080
+	Average resident set size (kbytes): 0
+	Major (requiring I/O) page faults: 1470
+	Minor (reclaiming a frame) page faults: 43891
+	Voluntary context switches: 90686
+	Involuntary context switches: 1724
+	Swaps: 0
+	File system inputs: 237096
+	File system outputs: 168
+	Socket messages sent: 0
+	Socket messages received: 0
+	Signals delivered: 0
+	Page size (bytes): 4096
+	Exit status: 0

evaluation/mlx-memory-regression-11/BAC009S0906W0121/invocation.json

@@ -0,0 +1,33 @@
+[
+  "/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-trim-eval-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",
+  "2",
+  "--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"
+]

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evaluation/mlx-memory-regression-11/BAC009S0906W0121/run.json

@@ -0,0 +1,179 @@
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evaluation/mlx-memory-regression-11/BAC009S0906W0121/run.time.txt

@@ -0,0 +1,18 @@
+       15.49 real         9.01 user         2.45 sys
+          2338635776  maximum resident set size
+                   0  average shared memory size
+                   0  average unshared data size
+                   0  average unshared stack size
+              147866  page reclaims
+                   0  page faults
+                   0  swaps
+                   0  block input operations
+                   0  block output operations
+                   0  messages sent
+                   0  messages received
+                   0  signals received
+                 136  voluntary context switches
+               28117  involuntary context switches
+         96427711912  instructions retired
+         33054679564  cycles elapsed
+          2648623456  peak memory footprint

evaluation/mlx-memory-regression-11/BAC009S0906W0122/invocation.json

@@ -0,0 +1,33 @@
+[
+  "/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-trim-eval-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",
+  "2",
+  "--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"
+]

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evaluation/mlx-memory-regression-11/BAC009S0906W0122/run.time.txt

@@ -0,0 +1,18 @@
+       13.53 real         8.45 user         2.00 sys
+          2338488320  maximum resident set size
+                   0  average shared memory size
+                   0  average unshared data size
+                   0  average unshared stack size
+              147717  page reclaims
+                   0  page faults
+                   0  swaps
+                   0  block input operations
+                   0  block output operations
+                   0  messages sent
+                   0  messages received
+                   0  signals received
+                  91  voluntary context switches
+               21914  involuntary context switches
+         91474645354  instructions retired
+         31581234328  cycles elapsed
+          2604059024  peak memory footprint

evaluation/mlx-memory-regression-11/BAC009S0907W0121/invocation.json

@@ -0,0 +1,33 @@
+[
+  "/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-trim-eval-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",
+  "2",
+  "--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"
+]

evaluation/mlx-memory-regression-11/BAC009S0907W0121/run.feeder.jsonl

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evaluation/mlx-memory-regression-11/BAC009S0907W0121/run.time.txt

@@ -0,0 +1,18 @@
+       14.63 real         8.79 user         2.24 sys
+          2338668544  maximum resident set size
+                   0  average shared memory size
+                   0  average unshared data size
+                   0  average unshared stack size
+              147831  page reclaims
+                   0  page faults
+                   0  swaps
+                   0  block input operations
+                   0  block output operations
+                   0  messages sent
+                   0  messages received
+                   0  signals received
+                 117  voluntary context switches
+               25385  involuntary context switches
+         94163830701  instructions retired
+         32375337692  cycles elapsed
+          2792606048  peak memory footprint

evaluation/mlx-memory-regression-11/BAC009S0907W0122/invocation.json

@@ -0,0 +1,33 @@
+[
+  "/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-trim-eval-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",
+  "2",
+  "--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"
+]

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evaluation/mlx-memory-regression-11/BAC009S0907W0122/run.time.txt

@@ -0,0 +1,18 @@
+       13.87 real         8.50 user         2.06 sys
+          2339995648  maximum resident set size
+                   0  average shared memory size
+                   0  average unshared data size
+                   0  average unshared stack size
+              147738  page reclaims
+                   0  page faults
+                   0  swaps
+                   0  block input operations
+                   0  block output operations
+                   0  messages sent
+                   0  messages received
+                   0  signals received
+                 104  voluntary context switches
+               23034  involuntary context switches
+         92301139891  instructions retired
+         31845997361  cycles elapsed
+          2609006944  peak memory footprint

evaluation/mlx-memory-regression-11/BAC009S0908W0121/invocation.json

@@ -0,0 +1,33 @@
+[
+  "/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-trim-eval-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",
+  "2",
+  "--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"
+]

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