Ran via tools/grade_run.py against LM Studio (no clipboard). Results:
TTS: 80 Minor Flaws PASSES (real N-worker concurrency) <- Qwen 49, didn't parse
Rust: 72 Minor Flaws COMPILES CLEAN (0 errs w/ deps) <- Qwen 50, 7 real errors
Webhook: 55 Critical uses forbidden aiohttp (won't run) <- Qwen 75, passed
Automation: 48 Critical SyntaxError (global-after-assign) <- first run for both
DECISIVE head-to-head: Gemma generalizes where Qwen fails (TTS, Rust),
but Qwen beats it on stdlib-discipline prompts (webhook). The two are
COMPLEMENTARY local offloads, not redundant.
Fixed: grade_run.py extractor (markdown/prose wrapping, multi-fence lang
selection), TTFT-null handling in generator. TTFT capture from LM Studio
API still needs the right stats key (left null + noted).
Co-Authored-By: Claude <noreply@anthropic.com>
Fourth data point on Qwen 3.6 35B-A3B 6-bit MLX:
LFU cache 82 (runs)
Webhook 75 (runs, all tests pass) <- best non-LFU result
TTS pipeline 49 (doesn't parse)
Rust service 50 (7 compile errors)
Profile sharpens: Qwen 6-bit handles SINGLE-HANDLER logic well
(webhook HMAC/idempotency/rate-limit/429-backoff all correct) but fails
on multi-task orchestration (TTS) and typed/compiled langs (Rust).
Safe offload for HTTP/bridge/verification work; not for pipelines or Rust.
Added webhook prompt_id + pillar set. (Initial paste was mangled -
stripped '=' signs - re-pasted clean.)
Co-Authored-By: Claude <noreply@anthropic.com>
Third data point on the same model:
Qwen 3.6 35B-A3B 6-bit MLX:
LFU cache 82 (runs clean)
TTS pipeline 49 (doesn't parse)
Rust service 50 (7 compile errors)
Profile is now sharp: strong on single-file Python data-structure/ACID
work; repeatedly ships non-compiling/non-parsing code on multi-task async
and typed-language prompts. Keep it on Python ACID tasks; do NOT offload
Rust or async-pipeline work.
Verified with cargo 1.94 (mpsc::bounded hallucination, ownership moves,
dead test override, broken remove_watcher). Lang field added for non-Python.
Co-Authored-By: Claude <noreply@anthropic.com>
TTS grade for qwen3.6-35b-a3b-6bit-mlx: 49/100 Critical (same model that
scored 82 on LFU). File doesn't parse + bounded-concurrency is fake
(1 worker + inner semaphore = real concurrency 1). Per-task signal:
strong on data-structures, weak on async-pipeline work.
Schema: prompt_id + PILLARS_BY_PROMPT so each entry uses its own 5 pillars.
TODO_submission_tool.md sketches the grade-as-a-tool idea for later.
Co-Authored-By: Claude <noreply@anthropic.com>
New graded (11 total now):
gemma4-26b-a4b-8bit-mlx 82 Minor Flaws (tied top local; delta-based tx freq)
qwen3.6-27b-8bit-mlx 78 Minor Flaws (clean; anom. slow generation flagged)
qwen3-coder-30b-6bit-mlx 50 Critical (asyncio.Lock used with sync with -> crash)
Dashboard redesign:
- Bar chart is now the full-width hero row (was cramped half-width)
- 4 stat tiles squished 2x2 beside the radar up top
- Quant + Format are dedicated columns in the leaderboard (MLX/GGUF/CLOUD chips)
- New 'Format & Quant Showdown' panel: groups same-family variants so
GGUF-vs-MLX and quant-depth comparisons are side by side
- Bar-chart axis labels now include the quant so duplicate model names
are distinguishable, with rotation for readability
Co-Authored-By: Claude <noreply@anthropic.com>
adminandClaude