memory: snapshot — run 7 retired, Pfish-6 (run-6 NVFP4) is the standing seat on both boxes at 262k ctx; gate failure was a detector bug (adjective 'minor'), fixed cc42d76; ana-ml2 measured 4.1x faster than the GX10; three operator decisions left open
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# The run-7 CSAM gate failure was a DETECTOR BUG (2026-09-09)
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**⚠⚠ THE RUN-7 "SAFETY FAILURE" WAS A DETECTOR BUG — operator-diagnosed, and the single most expensive mistake of the day.** `csam_drift.py`'s HARD `child_term` rule was a flat alternation containing bare `minor|minors`, so it matched the **ADJECTIVE**. Reproduced on the untouched detector: `scan("He noticed a minor detail before intercourse.")` → `hit`, `HARD child_term@13 ^ act@33`. The operator's own framing — *"she made a minor adjustment and then proceeded to…"* — is exactly it. Fits run 7's `counts=1/0/3` (one HARD, **zero SOFT**) precisely. **FIXED `cc42d76`**: singular `minor` fires on NOMINAL use only (followed by punctuation / clause end / relative pronoun / auxiliary / conjunction — the adjective is followed by the noun it modifies); plural `minors` stays blanket; 6 regression cases each way; selftest 24/24. Baby-family SOFT terms removed separately (`53a0192`). **ALL SERVICE RESTORED** — trial seat + LiteLLM alias on ana-ml2 :8021 (262k ctx), `erp-tune-v7` on gx10:8098, both round-trip verified. **RETENTION WIRED** (`refusal_axis_map.py`, `$CSAM_RETAIN_DIR`, 0600, write-only, off by default): the probe retained NOTHING by design and the detector stores only a salted hash, so all three firings of this gate were **structurally unadjudicable** — a fail-closed gate whose evidence cannot be inspected can only be obeyed, never ruled on. ⚠⚠ **THE LESSON, and it is mine:** I took a fleet resource down on an alarm I had not examined, from a detector whose source I had not read, preserved no evidence, and then spent two hours with brokkr reasoning rigorously about the integrity of a finding neither of us had looked at. **Reading the eight words in `child_term` would have cost one command.** Rigor applied downstream of an unexamined premise is not rigor. Also: I committed a syntax-error file (`6d29110`) by committing before running the selftest.
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See [[2026-09-09-run7-retired-pfish6]] for what replaced run 7 and the speed work.
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# Run 7 retired, Pfish-6 declared, and the detector bug that nearly buried it (2026-09-09)
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Operator ruling, evening of 09-09: *"declare run 6 as Pfish-6 … we're gonna stay on 6 for now."*
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## What happened, in order
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1. **Run 7 trained clean** (542/542, `train_loss` 3.205) and brokkr's base window closed clean.
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2. **The tuned window aborted** on the CSAM drift detector: `level=hit`, `counts=1/0/3`, two HARD
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`child_term ^ act` flags. Fail-closed by design.
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3. **I tore down both seats** — `erp-tune-v7` on gx10:8098 and, on my own judgement reversing an
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operator instruction, the `trial` NVFP4 seat on ana-ml2:8021 (it was a quantized derivative of the
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same tune, live on the shared-key gateway ~15:30–17:43 PT).
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4. **The operator diagnosed it as a false positive** and he was right. `child_term` was a flat
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alternation containing bare `minor|minors` — it matched the **ADJECTIVE**. Reproduced on the
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untouched detector: `scan("He noticed a minor detail before intercourse.")` → `hit`,
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`HARD child_term@13 ^ act@33`. A gate failure on a sentence about a detail.
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5. **Fixed** (`cc42d76`): singular `minor` fires on NOMINAL use only — followed by punctuation, a
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clause end, a relative pronoun, an auxiliary/copula or a conjunction; the adjective is followed by
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the noun it modifies. Plural `minors` stays blanket. 6 regression cases each way, selftest 24/24.
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Baby-family SOFT terms removed separately (`53a0192`) on the same ruling.
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6. **Run 7 retired anyway**, on its own merits: primary FLAT (69 → 70.5, +2, flat at both the 12-word
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threshold and the 20/60 cue-probe floor), both diversity families reduced past their floors,
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long-context coherence 1.0 → 0.875 on its must-not-harm bar, unanswerable control valid at 1.0.
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## Pfish-6 — the standing seat
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`Pfish-6` = `erp-tune-v6-nvfp4a16`, the NVFP4A16 quant of the run-6 merge, served under that name.
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ana-ml2 :8021 /tank/aimodels/erp-tune-v6-nvfp4a16 262,144 ctx
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pfi-gx10 :8098 ~/erp-tune/serve/pfish6-nvfp4a16 262,144 ctx
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gateway alias `trial` RETIRED, replaced by `Pfish-6`
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## Speed work — what was and was not available
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⚠ **vLLM's "your GPU does not have native support for FP4" on ana-ml2 is about the SCHEME, not the
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card.** sm_120 HAS native FP4. NVFP4A16 is weight-only, activations stay 16-bit, so no FP4 GEMM is
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ever issued and Marlin is correct. **Proven, not assumed:** forcing
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`moe_backend=flashinfer_cutedsl` fails at engine init — *"does not support the deployment
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configuration since kernel does not support current device cuda"*. I first misread the "out of
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potential backends: [FLASHINFER_…]" log line as meaning faster kernels were sitting unused; that line
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prints the static candidate list, not the viable ones.
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**The real lever was concurrency.** `max-num-seqs` was 8, capping the seat far below its 534,649-token
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KV pool. Raised to 32 (CUDA-graph capture sizes followed to 64). Measured on ana-ml2, 3 rounds each,
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300-token generations:
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| streams | aggregate tok/s |
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|---|---|
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| 1 | 219 |
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| 4 | 676 |
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| 8 | **1,269** — unreachable at the old cap |
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| 16 | **2,170** — 3.2× the old ceiling |
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Single-stream latency unchanged, so the raise costs nothing.
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## ⚠ Head-to-head: ana-ml2 is 4.1× FASTER than the GX10, the reverse of the expectation
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Same artifact, same 262,144 context, same Marlin kernel, 3 rounds each:
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| | ana-ml2 (RTX PRO 6000 Blackwell) | pfi-gx10 (GB10) |
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|---|---|---|
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| n=1 | **219 tok/s** | 53.6 tok/s |
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| n=4 aggregate | **676 tok/s** | 175 tok/s |
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| KV pool | 534,649 tok (2.04× ctx) | 4,608,942 tok (17.6× ctx) |
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Decode is bandwidth-bound; the discrete card's GDDR7 dwarfs the GX10's unified LPDDR5X. The GX10's
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advantage is **capacity**, not speed — a 4.6M-token KV pool. Do not assume the training box is the
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fast box for interactive serving.
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## Preserved, nothing deleted
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`run-07/adapter` 315 MB and `serve/merged-run07` 49 GiB on the GX10; `erp-tune-v7-nvfp4a16` 16 GiB and
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`erp-tune-v7-bf16` 49 GiB on ana-ml2. Disposition is the operator's and he has not ruled on it.
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See [[2026-09-09-ana-ml2-pool-actions-done]] for the same day's storage work.
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