4 Commits
Author SHA1 Message Date
vh ea818380ff memory: the rack is one circuit — my blast-radius objection was wrong
Operator supplied the topology: "the entire rack is on the same circuit,
public ip is served by firewall on the same circuit. load tripped
breaker, entire rack goes dark."

That inverts the argument I committed one commit ago in 3cc55b4. I held
the load attribution partly because a site-wide blackout looked like too
large a blast radius for one GPU box. It is not — it is exactly the
blast radius a shared circuit predicts. The observation I treated as
unexplained was the signature of the mechanism.

Kept the wrong version visible with a superseded marker rather than
editing it away, per the superseded-claims convention: the reasoning
circulated in two althing messages and a peer adopted it.

Holding the attribution as unmeasured was still correct; the argument
used to hold it was reasoning about wiring neither side had seen and
neither side asked for.

Records the finding that outlives the incident: the same circuit powers
ana-ml2, ana-gw, ana-wg, ana-nas and the BMCs, so the load takes every
recovery path with it. Composed with ana-gw's WAN admin being closed
(tunnel-only) and the tunnel terminating on ana-wg, there is no remote
management path to Anaheim during a rack power event, in-band or out.
Open question for the weekend triage: is any of that rack on UPS or a
second circuit?
2026-08-27 11:04:42 -07:00
vh 3cc55b4b40 memory: separate the measured breaker trip from the load hypothesis
The record read "power capacity is the open item" next to ana-ml2's
~600 W, which reads as a cause. It is not one. The trip and its timing
are measured; the attribution to the training load is the operator's
working read and the reason for the weekend triage.

The observation that makes the single-load story incomplete on its own
terms: a site-wide blackout is a larger blast radius than one GPU box
accounts for. If ana-ml2's draw were the whole story, ana-nas, ana-wg
and the public address would not have gone dark with it.

Shedding seats may still be the right first move and it is cheap. That
is not the same as having identified what loaded the circuit, and the
distinction matters going into a triage that will act on it.
2026-08-27 11:01:44 -07:00
vh 88d79375f7 memory: run 3c had TWO launches — the third was an untimestamped report
brokkr-smithy-dev asked how many times 3c was launched rather than
reconstructing it, and their reading was three. It was two.

  #1  17:53:33 PDT  killed by the power loss at step 80/604
  #2  20:58:41 PDT  stopped deliberately at 21:07:40, healthy

The phantom third came from a report I wrote at 23:03 narrating the
21:07 kill in the present tense with no timestamp. Every fact in it was
accurate; it was unreadable in sequence against a correctly-observed
22:46 snapshot of an idle GPU.

Evidence is ZFS birth times (a `>` redirect truncates the log but keeps
its birth, so mtime alone cannot separate "rewritten" from "created"),
plus the absence of any mtime under /tank/erp-tune after 21:07:34 — a
relaunch would have rewritten three files there.

Also pins the outage window to 18:14:45-18:17:00 PDT and corrects the
downtime from "~90 minutes" to 1h58m: the last journald entry before a
hard power loss is the last time anything wanted to log, not the moment
of the loss, and here it was 20 minutes early.

Corrects the in-flight header (step 22 -> last-logged step 24, stop
deliberate) and its stale "as of" stamp.
2026-08-27 10:59:29 -07:00
vh 98e7d4886a memory: snapshot — run 3 gated DO-NOT-SERVE, run 3c held on a tripped breaker
Run 3 trained, gated and dispositioned do-not-serve on a measured 44pp self-harm
guardrail regression that its own preregistered rule passed -- a pooled preserve-list
test cannot see a single-axis collapse. Run 3c (lr 20x cut, single variable) launched,
killed by an Anaheim power-breaker trip at step 80, relaunched, then stopped by the
operator at step 22 pending a weekend power triage.

Also captured: the corpus mix was specified in a unit the optimiser never sees
(45.8% dialogue by context, 24.2% by loss); the dose-response says benefit and damage
are one direction in weight space, so the merge-back measures the problem rather than
fixing it; four guests including the storage SPOF had onboot unset and never came back
from the outage, now fixed with dependency ordering; and a transport failure that
enters a measurement as a value looks like whatever you hoped to find -- which found a
live defect in another agent's instrument an hour after it was reported.

Auto-archived 8 entries to archival-memory.md (Recent decisions: 8, Tried and
abandoned: 0); 4 held back on open deferred-work pointers.
2026-08-27 07:27:41 -07:00
10 changed files with 572 additions and 140 deletions
+142
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@@ -4,6 +4,148 @@ _Entries moved out of persistent-memory.md to keep the active file scannable. Re
## Recent decisions (archived)
# eRP dual-seat overhaul — MeroMero-v2 + Dark-Scarlett, NVFP4A16 @ 256K on ana-ml2
`[2026-08-12]` Replaced the two legacy char-rp seats with home-quantized NVFP4A16 vLLM
seats. Operator-driven, end to end this session.
## What landed
| Seat (LiteLLM alias) | Model | Role | GPU | Context |
|---|---|---|---|---|
| `char-rp` (:8016) | **G4-MeroMero-v2-31B** (Gemma-4) | non-thinking PROSE, **multimodal (vision)** | GPU0 | 256K @ 2.07× (util 0.52) |
| `char-rp-reasoning` (:8018) | **Dark-Scarlett-v1.0-27B** (Qwen3.6) | THINKING (default) | GPU1 | 256K @ 1.62× (util 0.44) |
- Both **NVFP4A16 weight-only** (llm-compressor, `compressed-tensors`), `--kv-cache-dtype fp8`.
- Replace: `char-rp-gguf` (Magidonia-24B GGUF/llama.cpp, :8016) + `heretic2-charrp-reasoning`
(DavidAU Qwen3.6-27B-Heretic2 modelopt NVFP4+MTP, :8018). Old stacks/containers **stopped +
retained** for rollback.
- Compose-ified: `stacks/meromero-charrp` + `stacks/darkscarlett-charrp-reasoning` (ana-ml2
`/opt/docker/compose/`, mirrored to eshpfi, commit **`f08b6cb`**) → survive reboot.
- Research that drove picks: `docs/pfi/erp-thinking-finetunes-2026.md` (from the `gecko-65` Booth).
## Load-bearing lessons (the whole point of this file)
1. **Load via the ConditionalGeneration WRAPPER class, never `AutoModelForCausalLM`.** For a
multimodal-capable base (Gemma-4, Qwen3.6), `AutoModelForCausalLM.from_pretrained` +
`save_pretrained` writes a FLAT text config (`Qwen3_5TextConfig`, `model.layers.*`) that
**both vLLM AND SGLang reject** (SGLang: "Qwen3_5ForCausalLM has no SGLang implementation";
vLLM wants `Qwen3_5ForConditionalGeneration`). Loading via `Qwen3_5ForConditionalGeneration` /
`Gemma4ForConditionalGeneration` keeps the wrapper config they accept. **This was the DS
blocker** — re-quant via the wrapper fixed it (`Dark-Scarlett-...-NVFP4A16-wrapper`).
2. **NVFP4A16 is weight-only → DATA-FREE.** llm-compressor infers `DataFreePipeline`; calibration
data is unused (only matters for W4A4 activation quant). W4A16 chosen per NVIDIA's sm_120
long-context guidance (W4A4 KLD 2-4× worse past ~10k ctx).
3. **Load on CPU (`device_map=None`)** so llm-compressor onloads one layer at a time. `device_map=
"auto"` packs the whole model onto the GPU and OOMs when the card isn't fully free.
4. **Both models are KV-EFFICIENT — the "dense = KV-hungry" worry was WRONG.** MeroMero (Gemma-4)
uses **sliding-window attention** (most layers cache only a bounded window); DS (Qwen3.6) uses
**hybrid GatedDeltaNet linear-attention** (3:1 linear:full, linear layers carry no KV). Both
hit full native 256K easily. (MeroMero KV pool ~542K tokens at util 0.52.)
5. **MeroMero vision reconstruction.** The finetune ships `processor_config.json` (image_processor
inline, `Gemma4ImageProcessor`) but NOT `preprocessor_config.json` — the old-format file vLLM's
feature-extractor loader wants. **Even google/gemma-4-31B-it (ungated!) ships only
processor_config.json.** FIX: extract the `image_processor` section → write
`preprocessor_config.json` verbatim, serve WITHOUT `--language-model-only`. Verified (model
correctly ID'd a red circle). Audio is config-declared but WEIGHTLESS (0 audio tensors).
6. **GPU placement.** Match the KV-heavier model to the roomier GPU. GPU0 (gen neighbor, ~54GB
free) > GPU1 (utility cluster, ~45GB free). Swapped MeroMero→GPU0, DS→GPU1. Pins via compose
`deploy.resources.reservations.devices`.
## Dead ends (tried + abandoned)
- **DS via llm-compressor `AutoModelForCausalLM`** → flat config vLLM/SGLang reject. → wrapper class.
- **DS via NVIDIA ModelOpt** → modelopt↔transformers **version deadlock**: current transformers
supports `qwen3_5` but crashes modelopt's sparse-moe plugin (`issubclass()` on a non-class);
modelopt 0.43.0 pulls an old transformers that can't load `qwen3_5` at all. Abandoned.
- **DS via SGLang** → `Qwen3_5ForCausalLM has no SGLang implementation`. Abandoned, but it REVEALED
that both engines need the wrapper (→ the fix in lesson 1).
- **`device_map="auto"` for the quant** → CUDA OOM in the weight observer. → `device_map=None`.
## granite retired + gateway repoint
- `vllm-granite` (granite-4.1-8b, fleet summarizer, GPU1) **`docker stop`ped** (reversible) to
reclaim ~13.6GB GPU1 for RP context.
- LiteLLM (`ana-docker:/opt/docker/conf/litellm/config.yaml`, backed up
`.bak-pre-granite-down-*`): **`granite-4.1-8b` alias RETIRED** — commented out, now 404s cleanly
(the `*` wildcard→llama-swap was decommissioned 2026-06-20, so no fallthrough). **`summarizer` +
`classifier` REPOINTED to gen** (`hosted_vllm/qwen3.6-35b-a3b-heretic` @ :8015,
`enable_thinking:false`) — both verified. ⚠ This LiteLLM change is **server-only / not
version-controlled** (a follow-up).
## MTP — deferred
DS's MTP heads were dropped by the CausalLM loader; **deferred, not restored** (spec-decode is
net-negative at RP temps: ~38-52% accept at temp 0.8-1.25, below vLLM's 0.5 cutoff). The
splice-back path (`splice_mtp.py` in the heretic2 work dir) exists if ever wanted. MeroMero
(Gemma-4) has no MTP by architecture.
## On-disk / where things live
- Quant pipelines: `ana-ml2:/tank/aimodels/meromero-v2-nvfp4-work/` +
`/tank/aimodels/darkscarlett-nvfp4-work/` (scripts, BF16 source, NVFP4 outputs).
- Compose stacks: `ana-ml2:/opt/docker/compose/{meromero-charrp,darkscarlett-charrp-reasoning}/`.
- Gateway aliases (unchanged, port-based): `char-rp`→:8016, `char-rp-reasoning`→:8018. (char-rp was
also fixed from the stale `magidonia-24b-v4.3` backend model name → `char-rp`.)
## Open follow-ups
1. LiteLLM granite/repoint change NOT version-controlled (server + backup only).
2. eshpfi unpushed (many commits this session incl. `f08b6cb`, `7bd7375`, `398b58a`).
3. MTP deferred (see above).
4. DS thinks verbosely (~13:1 reasoning:content) — eval item; consumers need generous `max_tokens`.
5. MeroMero full 256K needs util 0.55 (GPU0 ~1.8GB free, tight); ran at 0.52 for headroom (~4.6GB).
_Archived 2026-08-27._
- `[2026-08-12]` **infra-ops now holds an all-zones Cloudflare DNS-edit token (vaulted) + wgtunnel Phase-0 DNS landed.** Operator handed over a `Zone·DNS·Edit` (all zones) CF token → `secret put nh3-dev/.config/cloudflare/infra-ops-dns-token` (round-trip verified; /tmp drop shredded). Fleet DNS is now self-serve for infra-ops (⚠ HIGH blast radius — all zones). First use: created `boring.phasefinal.com` CNAME → `ana-srv1.phasefinal.com`, **DNS-only** (proxied:false), verified resolving to 38.120.12.44 on both authoritative NS (louis/wren) + 1.1.1.1 — NOT Cloudflare-proxied. Unblocks wgtunnel's wstunnel ACME cert. phasefinal.com zone id `f812ba74ed9a75cf21bbe7ce9188db50`. auto-memory `reference_infra_ops_cloudflare_dns_token`. (Earlier gap: the only prior vaulted CF token, jackdaw's, had `zone:read`+`worker:edit` but no `dns_records:edit`.)
_Archived 2026-08-27._
- `[2026-08-12]` **wgtunnel stood up as its own repo (`vh/wgtunnel`, private) after a live endpoint-verification pass.** Operator directed own-repo (mirrors stonehenge-park/tts-stack). Verified off the fleet before seeding: `ana-wg` WG server = **UDP/31337** (not 51820), subnet 10.30.10.0/24, MTU 1420, active roaming peer proves the public UDP DNAT works; traefik on ana-docker **terminates TLS :443** (ACME `anaprod` http-challenge, docker+file providers, CrowdSec bouncer) → confirms the clean design (wstunnel container on `traefik-net`, Host-routed, WS→UDP to `ana-wg:31337`); edge `38.120.12.44` direct-A, `tunnel.phasefinal.com` free (⚠ must be **direct**, NOT Cloudflare-proxied like vaultwarden). Repo pre-seeded (README/CLAUDE/persistent-memory/ROADMAP + `docs/verified-infrastructure.md` = ground truth) + pushed; commit `9584d38`, Vuong-attributed. vh gitea token pulled from the vault (`secret get`), not persisted to `.git/config`. **NEXT = `/vor-plan` or `/vor` (operator's call, interactive).** Deps to line up in the plan: DNS A-record, FortiGate :443 host-routing, a new ana-wg peer for the laptop, client tooling.
_Archived 2026-08-27._
`[2026-08-11]` **stonehenge-park — new fleet `/park` service repo stood up + designed.**
**What.** A separate greenfield repo (`~/development/stonehenge-park`, gitea `vh/stonehenge-park`,
pushed) for a self-contained `/park` service: one durable place to park any idea (repo-born OR
personal), find it by search, and have it **actively resurface** (by due-date or staleness) until
acted on — so parked ideas stop dying when a repo goes cold. NOT part of eshpfi; this is a pointer.
**Design (via `/vor-plan`, converged + persisted to `docs/design/`):** four contract-sized units —
**U1** core store+API (SQLite+FTS5, slug minting, bearer auth, REST) — the tracer, build first; **U2**
scheduler+notifier (in-process; due/stale → statusline `due-count` + althing push to a dedicated
**assistant channel**; keep-surfacing until promote/drop/re-snooze); **U3** `park` CLI (mirrors the
`secret` CLI); **U4** browse UI. `/vor-ui` ran too (U4 brief persisted).
**Locked decisions (operator):** SQLite, self-contained, ONE container, no external DB ("don't want
to troubleshoot it when a database upgrade happens") — a hard `[OPS]` invariant; system-minted
title-derived slugs + short ID (addressable as `park/<slug>`); active keep-surfacing resurfacing with
**re-snooze as the anti-nag valve**; bearer key, LAN/WG-internal; host nh3-docker; `/park` **replaces**
the global ROADMAP parking-lot discipline (deferred ideas → `/park`, `source`-tagged; ROADMAP keeps
only the v1 target) as a **fast-follow after v1** incl. migrating existing lots.
**Deferred (in the plan):** the althing assistant-channel handle **name** (decide at U2 contract
time); staleness threshold + re-push cadence (env-tunable defaults ~30d/~daily); design U2's emit
structured/consumable so a future **mission-control (Ledger→orchestrator)** can read it — park does
NOT build the orchestrator.
**State.** Pre-seeded for a fresh agent (CLAUDE/persistent-memory/ROADMAP/README + the design docs),
committed (`294ee98`), pushed. Next build task lives in that repo: the **U1 tracer contract** under
the House Code Discipline. Auto-memory candidate not yet written (repo is self-documenting).
_Archived 2026-08-27._
- `[2026-08-12]` **Global `~/.claude/CLAUDE.md`: `secret`/vault tool entry + "store in AND pull from the vault" standing directive** (dotfiles `9db703b`, pushed); statusline reset-countdowns + a latent tab-collapse parse-bug fix, now tracked in the dotfiles stow tree. Dogfooded the directive: created `vh/stonehenge-park` pulling the gitea token via `secret get`. (dotfiles + global config, not eshpfi.)
_Archived 2026-08-27._
- `[2026-08-11]` **TTS stack extracted to its own repo (`tts-stack`) + eshpfi stood down on TTS dev.** Operator: hand all TTS tuning/dev to a separate agent with a self-contained repo (knowledge + infra access + a live knowledge list), and move the voice corpus in. New repo `~/development/tts-stack` (commit `9ee3288`) carries: dots-tts stack (canonical intent), `voices/` corpus (MOVED out of eshpfi), `KNOWLEDGE.md` (engine landscape + prosody findings + foot-guns), `docs/infrastructure.md` (irv-ml1 access + gated deploy runbook + rollback), CLAUDE/persistent-memory/ROADMAP, `tools/` (pause-probe + Booth render). Followed the **chatterbox-fast precedent**: eshpfi `stacks/dots-tts/` reduced to a POINTER README; the ~15 experimental TTS compose wrappers stay here as reference (catalogued in tts-stack KNOWLEDGE). Blast-radius check: no eshpfi playbook/script reads the canonical corpus (other `voices/` refs = unrelated host paths). **Reverses** the earlier "Corpus home = eshpfi `voices/` (keep-here)" call. ⚠ tts-stack is LOCAL-ONLY until pushed — needs a gitea remote (`vh/tts-stack`) + push before the separate agent can clone (operator's call — outward-facing + repo-create creds).
_Archived 2026-08-27._
- `[2026-08-10]` **dots-tts v3 — clause-break → period pause mapping.** Operator: v2 "sounds good" but donut won't pause at semicolons/dashes. ROOT CAUSE (measured via a pause-probe A/B — synth duration over N runs, non-determinism averaged out): dots' prosody honors a real pause **only for ellipsis (~+0.43s) and period (~+0.3s, capitalization-independent)**; comma/semicolon/colon/dash all run **flat (~+0.03s vs no-punct)**. Two distinct sub-causes: **dashes regressed in v2** (the `—`→`-` fold made em-dashes read as word-joiners), while **semicolons were NEVER a v2 change** — dots ignores them natively, only newly noticeable because v2 made everything else clean. Operator call: ellipsis "too much" → **map `;`, clause `:`, and em-dash `—` → period** in `_sanitize` (believable ~0.3s clause break). GUARDS (pinned by 11 unit tests, `stacks/dots-tts/test_sanitize.py`): digit-guarded colon `(?<!\d)\s*:\s*(?!\d)` so times `3:45` / ratios `2:1` survive; en-dash `–`→hyphen KEPT (numeric-range `10–20` safety — em-dash breaks, en-dash ranges, different jobs); genuine ellipsis left at full strength (author meant a long pause). Gated deploy (redeploy2 pattern → v3): build → throwaway :8199 test container + **pause-gate** (semicolon sentence must run ≥0.12s longer than baseline; measured **+0.427s**) → only then cut live over. LIVE + healthy `local/dots-tts:v3` on :8198. **rollback = `sed -i 's/^DOTS_TAG=.*/DOTS_TAG=v2/' .env + docker compose up -d dots-tts`** (v2 image retained). Booth `dots-pauses` (A=old-flat / C=ellipsis-too-much / D=live-v3). [[reference_chatterbox_fast_repo]]
_Archived 2026-08-27._
- `[2026-08-10]` **dots-tts v2 — contraction fix (curly-sanitize) + sentence-chunking + dependency-pin recovery.** Operator: donut read contractions wrong ("you're"→"you ree", "donut's"→"donut ess"). ROOT CAUSE (isolated via A/B booth): **curly/typographic apostrophes** (`’` U+2019 from ratatoskr's LLM) — dots' tokenizer mispronounces them; STRAIGHT apostrophes read clean under `normalize_text=True`. FIX (`app.py`): fold curly→ASCII (`str.maketrans`) before synth, **KEEP `normalize_text=True`** (operator call — retains number/date expansion). Also added **server-side sentence-chunking** (pack ≤280 chars): dots caps one `generate()` at ~500 patches/~40s, so long RP turns (the Zev monologue = 160s audio) truncated; chunking stitches them (verified full 160.3s, not 40s-cut). **⚠ BUILD FOOT-GUNS (both bit this redeploy):** (1) upstream dots.tts `constraints/recommended.txt` now pins **`gradio==6.17.0` — phantom, not on PyPI** → fresh `pip install dots.tts` unsatisfiable; FIX = pin `dots.tts==0.2.1` + **DROP** the `-c recommended.txt` constraints (0.2.1 pulls working gradio 6.17.3). (2) pinning only `torch==2.8.0` let **torchaudio float to 2.11.0 → dots.tts refuses to load** (minor-version match check); FIX = pin `torchaudio==2.8.0`. **⚠ DEPLOY LESSON:** `docker compose up -d` to a new tag swaps the LIVE container BEFORE any health check — a broken image crash-loops production (**ratatoskr TTS down ~1-2min this session**). NEW PATTERN = build → test in a THROWAWAY container on an alt port (:8199) → health+verify → only THEN cut live over (redeploy2.sh). v2 LIVE + healthy on irv-ml1:8198, **CONSUMER-CONFIRMED clean** (ratatoskr verified end-to-end on their :8765 — apostrophe string reads clean, /api/tts 200 @ 48kHz, no client change; the ~1-2min blip didn't hit them, their concurrent auto-audio issue was client-side localStorage). **rollback = `sed DOTS_TAG=v1 + docker compose up -d dots-tts`** (v1 image retained). Also: deployed container GPU crept ~6→13.9GB over 8h serving (cache accumulation; a redeploy resets it — watch item). [[reference_chatterbox_fast_repo]]
_Archived 2026-08-27._
- `[2026-08-07]` **Personal-Worldtree kb-contamination incident (WT #394) diagnosed; attribution CLOSED UNRESOLVED.** A reconcile `WingStore._embed` full-tree walk (kb `fs_root=KB_PATH` root, sibling wings nested) swept 5,354 fiction+main rows into personal's `knowledge_base` (2 superseded generations served as current). Fixed by WT #394 (aca39a1, kb walks exclude sibling wings; ships b182). Trigger un-attributable — peer reconcile via the SHARED infra-ops identity + 0 dockerd exec-logging = fingerprint-less. Durable finding → auto-memory `infra_ops_shared_identity_attribution_gap`, PARKED (operator ruled A) into [[project_migrate_infra_access_to_claude_credentials]]. Evidence hold on the 5,354 rows until operator sequences cleanup (w/ Brokkr, on #394's agenda).
_Archived 2026-08-22._
@@ -1,28 +0,0 @@
`[2026-08-11]` **stonehenge-park — new fleet `/park` service repo stood up + designed.**
**What.** A separate greenfield repo (`~/development/stonehenge-park`, gitea `vh/stonehenge-park`,
pushed) for a self-contained `/park` service: one durable place to park any idea (repo-born OR
personal), find it by search, and have it **actively resurface** (by due-date or staleness) until
acted on — so parked ideas stop dying when a repo goes cold. NOT part of eshpfi; this is a pointer.
**Design (via `/vor-plan`, converged + persisted to `docs/design/`):** four contract-sized units —
**U1** core store+API (SQLite+FTS5, slug minting, bearer auth, REST) — the tracer, build first; **U2**
scheduler+notifier (in-process; due/stale → statusline `due-count` + althing push to a dedicated
**assistant channel**; keep-surfacing until promote/drop/re-snooze); **U3** `park` CLI (mirrors the
`secret` CLI); **U4** browse UI. `/vor-ui` ran too (U4 brief persisted).
**Locked decisions (operator):** SQLite, self-contained, ONE container, no external DB ("don't want
to troubleshoot it when a database upgrade happens") — a hard `[OPS]` invariant; system-minted
title-derived slugs + short ID (addressable as `park/<slug>`); active keep-surfacing resurfacing with
**re-snooze as the anti-nag valve**; bearer key, LAN/WG-internal; host nh3-docker; `/park` **replaces**
the global ROADMAP parking-lot discipline (deferred ideas → `/park`, `source`-tagged; ROADMAP keeps
only the v1 target) as a **fast-follow after v1** incl. migrating existing lots.
**Deferred (in the plan):** the althing assistant-channel handle **name** (decide at U2 contract
time); staleness threshold + re-push cadence (env-tunable defaults ~30d/~daily); design U2's emit
structured/consumable so a future **mission-control (Ledger→orchestrator)** can read it — park does
NOT build the orchestrator.
**State.** Pre-seeded for a fresh agent (CLAUDE/persistent-memory/ROADMAP/README + the design docs),
committed (`294ee98`), pushed. Next build task lives in that repo: the **U1 tracer contract** under
the House Code Discipline. Auto-memory candidate not yet written (repo is self-documenting).
@@ -1,91 +0,0 @@
# eRP dual-seat overhaul — MeroMero-v2 + Dark-Scarlett, NVFP4A16 @ 256K on ana-ml2
`[2026-08-12]` Replaced the two legacy char-rp seats with home-quantized NVFP4A16 vLLM
seats. Operator-driven, end to end this session.
## What landed
| Seat (LiteLLM alias) | Model | Role | GPU | Context |
|---|---|---|---|---|
| `char-rp` (:8016) | **G4-MeroMero-v2-31B** (Gemma-4) | non-thinking PROSE, **multimodal (vision)** | GPU0 | 256K @ 2.07× (util 0.52) |
| `char-rp-reasoning` (:8018) | **Dark-Scarlett-v1.0-27B** (Qwen3.6) | THINKING (default) | GPU1 | 256K @ 1.62× (util 0.44) |
- Both **NVFP4A16 weight-only** (llm-compressor, `compressed-tensors`), `--kv-cache-dtype fp8`.
- Replace: `char-rp-gguf` (Magidonia-24B GGUF/llama.cpp, :8016) + `heretic2-charrp-reasoning`
(DavidAU Qwen3.6-27B-Heretic2 modelopt NVFP4+MTP, :8018). Old stacks/containers **stopped +
retained** for rollback.
- Compose-ified: `stacks/meromero-charrp` + `stacks/darkscarlett-charrp-reasoning` (ana-ml2
`/opt/docker/compose/`, mirrored to eshpfi, commit **`f08b6cb`**) → survive reboot.
- Research that drove picks: `docs/pfi/erp-thinking-finetunes-2026.md` (from the `gecko-65` Booth).
## Load-bearing lessons (the whole point of this file)
1. **Load via the ConditionalGeneration WRAPPER class, never `AutoModelForCausalLM`.** For a
multimodal-capable base (Gemma-4, Qwen3.6), `AutoModelForCausalLM.from_pretrained` +
`save_pretrained` writes a FLAT text config (`Qwen3_5TextConfig`, `model.layers.*`) that
**both vLLM AND SGLang reject** (SGLang: "Qwen3_5ForCausalLM has no SGLang implementation";
vLLM wants `Qwen3_5ForConditionalGeneration`). Loading via `Qwen3_5ForConditionalGeneration` /
`Gemma4ForConditionalGeneration` keeps the wrapper config they accept. **This was the DS
blocker** — re-quant via the wrapper fixed it (`Dark-Scarlett-...-NVFP4A16-wrapper`).
2. **NVFP4A16 is weight-only → DATA-FREE.** llm-compressor infers `DataFreePipeline`; calibration
data is unused (only matters for W4A4 activation quant). W4A16 chosen per NVIDIA's sm_120
long-context guidance (W4A4 KLD 2-4× worse past ~10k ctx).
3. **Load on CPU (`device_map=None`)** so llm-compressor onloads one layer at a time. `device_map=
"auto"` packs the whole model onto the GPU and OOMs when the card isn't fully free.
4. **Both models are KV-EFFICIENT — the "dense = KV-hungry" worry was WRONG.** MeroMero (Gemma-4)
uses **sliding-window attention** (most layers cache only a bounded window); DS (Qwen3.6) uses
**hybrid GatedDeltaNet linear-attention** (3:1 linear:full, linear layers carry no KV). Both
hit full native 256K easily. (MeroMero KV pool ~542K tokens at util 0.52.)
5. **MeroMero vision reconstruction.** The finetune ships `processor_config.json` (image_processor
inline, `Gemma4ImageProcessor`) but NOT `preprocessor_config.json` — the old-format file vLLM's
feature-extractor loader wants. **Even google/gemma-4-31B-it (ungated!) ships only
processor_config.json.** FIX: extract the `image_processor` section → write
`preprocessor_config.json` verbatim, serve WITHOUT `--language-model-only`. Verified (model
correctly ID'd a red circle). Audio is config-declared but WEIGHTLESS (0 audio tensors).
6. **GPU placement.** Match the KV-heavier model to the roomier GPU. GPU0 (gen neighbor, ~54GB
free) > GPU1 (utility cluster, ~45GB free). Swapped MeroMero→GPU0, DS→GPU1. Pins via compose
`deploy.resources.reservations.devices`.
## Dead ends (tried + abandoned)
- **DS via llm-compressor `AutoModelForCausalLM`** → flat config vLLM/SGLang reject. → wrapper class.
- **DS via NVIDIA ModelOpt** → modelopt↔transformers **version deadlock**: current transformers
supports `qwen3_5` but crashes modelopt's sparse-moe plugin (`issubclass()` on a non-class);
modelopt 0.43.0 pulls an old transformers that can't load `qwen3_5` at all. Abandoned.
- **DS via SGLang** → `Qwen3_5ForCausalLM has no SGLang implementation`. Abandoned, but it REVEALED
that both engines need the wrapper (→ the fix in lesson 1).
- **`device_map="auto"` for the quant** → CUDA OOM in the weight observer. → `device_map=None`.
## granite retired + gateway repoint
- `vllm-granite` (granite-4.1-8b, fleet summarizer, GPU1) **`docker stop`ped** (reversible) to
reclaim ~13.6GB GPU1 for RP context.
- LiteLLM (`ana-docker:/opt/docker/conf/litellm/config.yaml`, backed up
`.bak-pre-granite-down-*`): **`granite-4.1-8b` alias RETIRED** — commented out, now 404s cleanly
(the `*` wildcard→llama-swap was decommissioned 2026-06-20, so no fallthrough). **`summarizer` +
`classifier` REPOINTED to gen** (`hosted_vllm/qwen3.6-35b-a3b-heretic` @ :8015,
`enable_thinking:false`) — both verified. ⚠ This LiteLLM change is **server-only / not
version-controlled** (a follow-up).
## MTP — deferred
DS's MTP heads were dropped by the CausalLM loader; **deferred, not restored** (spec-decode is
net-negative at RP temps: ~38-52% accept at temp 0.8-1.25, below vLLM's 0.5 cutoff). The
splice-back path (`splice_mtp.py` in the heretic2 work dir) exists if ever wanted. MeroMero
(Gemma-4) has no MTP by architecture.
## On-disk / where things live
- Quant pipelines: `ana-ml2:/tank/aimodels/meromero-v2-nvfp4-work/` +
`/tank/aimodels/darkscarlett-nvfp4-work/` (scripts, BF16 source, NVFP4 outputs).
- Compose stacks: `ana-ml2:/opt/docker/compose/{meromero-charrp,darkscarlett-charrp-reasoning}/`.
- Gateway aliases (unchanged, port-based): `char-rp`→:8016, `char-rp-reasoning`→:8018. (char-rp was
also fixed from the stale `magidonia-24b-v4.3` backend model name → `char-rp`.)
## Open follow-ups
1. LiteLLM granite/repoint change NOT version-controlled (server + backup only).
2. eshpfi unpushed (many commits this session incl. `f08b6cb`, `7bd7375`, `398b58a`).
3. MTP deferred (see above).
4. DS thinks verbosely (~13:1 reasoning:content) — eval item; consumers need generous `max_tokens`.
5. MeroMero full 256K needs util 0.55 (GPU0 ~1.8GB free, tight); ran at 0.52 for headroom (~4.6GB).
@@ -0,0 +1,123 @@
# `[2026-08-27]` Anaheim tripped a power breaker — and four guests including the NAS never came back
Site-wide outage. **ana-ml2 was down 1h58m** — power lost between **18:14:45 and 18:17:00 PDT**,
boot at **20:13:14** (the "~90 minutes" first recorded here was an estimate; the window is now
pinned by run 3c's training log and the hourly cron that never ran — see
[[2026-08-27-run3c-launch-count-reconstruction]]). **Operator-confirmed cause: a tripped power breaker**, not a
fault and not the tunnel. The discriminator that established scope: `ana-srv1`
(38.120.12.44:443, Anaheim's PUBLIC address) was dark **from the internet**, so it was not the
NH3↔ANA IPsec tunnel stranding NH3 — the site was not answering on any path. `ana-ml2` returned
with `up 1 min`, confirming a hard power event.
## ⚠ THE DURABLE FINDING — `onboot` was unset on four guests
pfi-pve came back and auto-started everything **except**:
CT109 ana-nas the storage SPOF
CT113 ana-wg the WireGuard remote-access path
CT112 ana-filebot
VM106 corviduo-dev
All four had `onboot` unset. **Recovery was manual and would have been manual every time** —
including for the NAS that postgres/PBS/cross-site-restic depend on, and the WireGuard host
that is the way in when the site misbehaves.
**FIXED, with dependency ordering** (operator-authorised):
CT109 ana-nas onboot=1 order=1,up=45 <- first; 45s for NFS to SERVE
CT113 ana-wg onboot=1 order=2 <- remote access before anything can fail
VM104/105 Mongo/Postgres order=3,up=60 (pre-existing)
VM102 ANA-Docker order=4 (pre-existing)
VM101 ANA-DC order=5,up=120 (pre-existing)
CT112 ana-filebot onboot=1 order=10
VM106 corviduo-dev onboot=1 order=10
Every guest on pfi-pve now auto-starts. ana-nas precedes the databases deliberately; the
`up=45` is for NFS to be *serving*, not merely for the container to be *running* — the exact
distinction that killed `rest-server` on ana-docker, which came up before the NAS existed,
found nothing to serve, and exited 255.
## ⚠ `/tank` came back DEGRADED — a disk is genuinely gone
tank DEGRADED, raidz2-0, 7 devices ONLINE
9477159196657038377 FAULTED was /dev/nvme4n1p1
errors: No known data errors
**Only 7 physical NVMe present where the pool expects 8** — checked, so not renumbering. One
drive did not re-enumerate. raidz2 carries two disks of parity; one is spent. Operator taking
it; chassis is a Supermicro AS-4125GS-TNRT2 with PCIe hot-plug slots, so a swap should not
need a power-down.
## ⚠ `/mnt/smithy` is manual by design — it will be missing after EVERY reboot
Not in fstab, and **deliberately so**: a cross-site NFS entry can hang boot on a GPU host, and
it is `soft` rather than `hard` because ana-ml2 is cross-site from that NAS and a hard mount
turns a link blip into unkillable D-state. Remount with the recorded spec, do NOT "fix" it into
fstab:
sudo mount -t nfs4 -o ro,soft,timeo=30,retrans=3,proto=tcp,vers=4.1 \
10.100.50.50:/volume1/smithy /mnt/smithy
Full rationale: [[2026-08-23-smithy-mount-ana-ml2]].
## Power capacity is now the open item
Operator: *"we'll triage this weekend, probably shut down some seats."* ana-ml2 alone was
pulling ~600 W across both GPUs at their 300 W caps during training. `gen` stays up by
instruction; everything else on that box is idle.
MEASURED a breaker tripped (operator-confirmed)
MEASURED power lost between 18:14:45 and 18:17:00 PDT
MEASURED the WHOLE Anaheim site went dark from the internet
TOPOLOGY ONE CIRCUIT FEEDS THE ENTIRE RACK, including the firewall serving
the public IP (operator, 2026-08-27)
OPERATOR "load tripped breaker, entire rack goes dark." Consistent with every
DETERMINATION observation. Not a per-circuit measurement, and no longer needs to be —
the operator has the site knowledge and has ruled.
⚠ **SUPERSEDED — the blast-radius objection I raised here was WRONG, and it was committed.**
An earlier revision of this section (commit `3cc55b4`) argued that *"a site-wide blackout is a
larger blast radius than one GPU box's ~600 W accounts for on its own: if ana-ml2's draw were
the whole story, why did ana-nas, ana-wg and the public address go dark with it?"*
**One shared circuit inverts that completely.** Site-wide darkness is not too large a blast
radius for a single overloaded box — **it is exactly the blast radius the topology predicts.**
The fact I treated as unexplained was the signature of the mechanism.
Holding the attribution as unmeasured was still right (there is no per-circuit meter); the
*argument* used to hold it was reasoning confidently about wiring neither I nor
brokkr-smithy-dev had ever seen, and neither of us asked for it. Kept visible rather than
silently corrected so the old reasoning stops circulating.
## ⚠ THE FINDING THAT OUTLIVES THE INCIDENT — the recovery path shares the failure domain
One circuit powers, together:
ana-ml2 the load most likely to trip it
ana-gw the firewall serving the public IP (38.120.12.44)
ana-wg the WireGuard host — the way in when the site misbehaves
ana-nas the storage SPOF
the BMCs ana-ml2 IPMI 10.250.250.50, pfi-pve iDRAC 10.250.250.30 — same rack
**So the thing that fails takes every path used to fix it with it.** Compounding two facts
already in the record separately: ana-gw's WAN admin is closed, so management is tunnel-only
([[2026-08-24-ana-gw-admin-closed-acme-disabled]]) — and the tunnel terminates on ana-wg, on
this circuit. **During a rack power event there is no remote management path to Anaheim at
all**, in-band or out-of-band. Recovery is: wait for power. Until 2026-08-27 it was worse —
ana-wg had `onboot` unset and would not have come back on its own.
Open question for the weekend triage, and the cheapest fix if the answer is no: **is any of
that rack on UPS or a second circuit?** Nothing in this repo records one, and the site went
dark instantly and stayed dark 1h58m, which is behaviourally indistinguishable from no
coverage for these loads. Putting *only* ana-gw + ana-wg + one BMC on separate power would
mean a load trip no longer costs the way in.
Load-shed on ana-ml2 is still the right first move and it is cheap. It reduces how often the
breaker trips; it does not change what a trip costs.
## Blast radius beyond us
heid lost **both gateway-routed arms of a four-arm panel** mid-dispatch and discovered the
outage by losing half a panel. That report produced the single most valuable artifact of the
incident — see [[2026-08-27-empty-response-as-a-datum]].
@@ -0,0 +1,62 @@
# `[2026-08-27]` The dose-response says benefit and damage are ONE direction in weight space
vLLM **cannot LoRA-serve Gemma-4-26B-A4B at all** — it is an MoE and the LoRA manager has no
expert mapping (`AttributeError: To support LoRA for MoE model, 'get_expert_mapping' must be
implemented`, `vllm/lora/utils.py:398`, v0.24.0). Found by trying it: one container start,
which is exactly what playbook §3.10 exists to buy.
So each scale point was **pre-merged** instead — `merge_and_unload` with the adapter's alpha
pre-scaled, which reproduces exactly what a LoRA at scale s would serve, on the same serving
path as the gate. Artifacts held at `/tank/erp-tune/serve/merged-run03{,-s075,-s050,-s025}`.
scale attractor gain kept noise@31 damage prose@40 cost
s=0.50 0.9684 0.0% 1.0000 0.00pp 0.00pp
s=0.75 0.8966 42.0% 0.9688 3.12pp 6.25pp
s=1.00 0.8049 100.0% 0.5938 40.62pp 15.62pp
first 42% of the gain costs 3.12pp of noise coherence
last 58% of the gain costs 37.50pp more -> 12x worse per point
**Every axis is monotone in scale — attractor, distance, marker density, RP length, both
coherence measures, even truncation count. No knee anywhere.**
## The conclusion, which is stronger than an exchange rate
An exchange rate says the trade is expensive. This says **there is no trade to make**: the
adapter learned ONE direction and everything rides it. brokkr's framing, worth keeping:
**scaling moves you along the direction the adapter already learned; it cannot give you a
different one.**
That converts the merge-back from a candidate fix into a **measurement of the problem**.
zerofata's MeroMero v1 ships the merge-back as its answer, so it was worth testing — and
testing it is what proved it cannot be the answer here.
## The T4 mechanism is NOT register capture
pad type base tuned
prose 1.0000 flat mild knee, onset ~1,600 tok
noise 1.0000 flat 1.0000 -> 0.5938 <- SEVERE
The prose-gradient "wedge" predicted **prose** should be the worst case. Instead prose is the
mild axis and **shuffled tokens are where it collapses** — a continuation prior has nothing to
continue in shuffled tokens. Every miss is `wrong-name`: correct format, on task, wrong answer.
**State mis-tracking, not register capture.**
brokkr: *"The tune did not teach it to continue prose — it destroyed its ability to skip text
that is not worth reading."*
## ⚠ INSTRUMENT FLOOR — temperature 0 is NOT deterministic under concurrency
same seat, same items, temperature 0, --jobs 8
prose reps 31 0.9375 0.9688 0.9688 spread 3.12pp
noise reps 24 0.7500 0.7188 0.7188 spread 3.12pp
vLLM's continuous batching is not numerically invariant to batch composition. **Any eval delta
under ~3.1pp at n=64/jobs=8 is inside the floor.** Only `--jobs 1` shrinks it; more n averages
over it. Also in auto-memory as
`reference_vllm_temp0_not_deterministic_under_jobs`.
Corollary: it retro-closes the window-2 concurrency worry — measured dirty-vs-clean divergence
was 1.56pp, comfortably inside this floor.
See [[2026-08-27-mix-specified-in-the-wrong-unit]] for the wedge this displaced.
@@ -0,0 +1,56 @@
# `[2026-08-27]` A transport failure that enters a measurement as a VALUE looks like whatever you hoped to find
The most transferable thing the Anaheim outage produced, and it came from a peer losing half a
panel rather than from anyone investigating.
## The report
heid's four-arm cross-frontier panel lost **both gateway-routed arms simultaneously** when
ana-docker went down. The failure presented to their dispatcher as **`rc=0` with zero bytes** —
a clean exit and an empty answer. Nothing in the transport layer distinguished *"gateway
unreachable"* from *"the model answered with nothing."*
## The correction that made it actionable
It cannot be fixed gateway-side — a powered-off machine cannot emit an error. **But the signal
arrives distinct and the client flattens it:**
gateway UP, model returns nothing -> HTTP 200, empty choices
gateway DOWN -> TCP refused / timeout, NO HTTP response
Two fixes were offered, ranked. **The ranking is the transferable part:** a pre-dispatch
liveness probe tells you about *this* failure mode; **refusing to score an empty answer catches
every future one that presents the same way, including ones nobody has predicted.**
Generalised by heid as: **prefer the check that does not require you to have anticipated the
cause.**
## ⭐ The catch it produced an hour later, in a different agent's instrument
brokkr-smithy-dev audited all four of their measurement instruments against that shape:
counted_classifier / probe B EMPTY its own bucket, excluded SAFE
diversity_battery empty excluded from usable SAFE
reasoning_battery empty_content tracked and excluded SAFE
t4_dissect SCORED AN EMPTY BODY AS A WRONG ANSWER
**An outage mid-sweep would have fabricated an accuracy drop out of an infrastructure failure**
— and that instrument was measuring a model's collapse on incoherent input, running from
1.0000 down toward 0.56. **An infrastructure-shaped null would have been indistinguishable from
the finding they were trying to establish.**
Fixed, and verified in BOTH directions: empty bodies now bucket as errors with
`accuracy: None`, and the guard does not fire on good data. **They also checked the
already-collected data rather than assuming the fix made it clean** — 238 misses across every
cell, all `wrong-name`, zero empties. That step is the one people skip, and skipping it is the
same defect one level up.
## The standing form
**When a transport failure can enter your measurement as a VALUE rather than as an error, the
value will look like whatever you were hoping to find.** Audit for it wherever a null has a
plausible in-domain meaning — that is exactly where it is invisible.
Path was: heid's report -> infra-ops relaying the *mechanism* rather than the incident ->
brokkr's audit. Three agents, none working on the same thing, inside an hour. heid's own rule
from it: *when a note contains a principle, pass the principle in its author's words to anyone
it could reach — the reader who can apply it is often not the one it was addressed to.*
@@ -0,0 +1,45 @@
# `[2026-08-27]` The corpus mix was specified in a unit the optimiser never sees
Run 3's recipe specified its mix as **context shares** — dialogue 45.8% / kvasir 38.0% /
fireball 16.2% — and was approved, built and trained on that basis.
**As TRAINED the gradient was 24.2% dialogue and 75.8% prose.**
effective_mix, adapter provenance.json, LOSS shares
kvasir 0.5310
fireball 0.2271 prose 75.81%
c2-logs 0.0861
cwm 0.0763
bluemoon 0.0796 dialogue 24.20%
Not a reinterpretation — **the trainer wrote both numbers into the same manifest and nobody
read the second one**, across three runs.
## The mechanic
F2/F3/F4 mask loss off dialogue turns while leaving their context in place. So **the harder
the dialogue filters work, the more prose-dominant the gradient becomes.** Every mix ruling
was made in the wrong unit.
## Why it survived review
infra-ops set kvasir's subset to 38.0% *of context* because that is the unit the recipe stated
a share in, and because fireball's 12% landed exactly on context — which was read as
confirmation the recipe meant context throughout. It did. **The specification was in the wrong
unit and it was matched faithfully**, which is a worse failure mode than an arithmetic error
because every check agreed with it.
## The fix — a RENAME, not a reordering
Harness commit `dd5a12e` (eitri-smithy). Both numbers were already printed, adjacent, with
context first — and that was enough for three runs of people reading the wrong one. Demoting
context would not have stopped a fourth.
[mix] LOSS share is what the optimiser sees. ctx share is a memory budget, NOT the mix.
[mix] kvasir loss 0.5310 [memory budget: ctx 0.3800]
Calling it a *memory budget* makes "the mix is 38% kvasir" a sentence someone has to actively
mis-say. Found by brokkr-smithy-dev's CPU arm after the run-3 gate.
See also [[2026-08-27-dose-response-entanglement]] — the wedge this finding produced was
consistent with four separate failures and was still not the whole story.
@@ -0,0 +1,53 @@
# `[2026-08-27]` Run 3 gated: the rule PASSED and a k=25 follow-up found a self-harm guardrail collapse
Run 3 (`/tank/erp-tune/run-03`, adapter verified, `harness_commit 9d27b4fe`) completed in
2h26m35s and was gated by brokkr-smithy-dev across five instruments. **The preregistered gate
passed. A follow-up at higher n on two axes flagged as n=5 pointers did not.**
axis base (k=25) tuned (k=25) delta Fisher p
selfharm/methods 25H 0D 0E 11H 3D 11E -> 0.560 -44.0pp 1.19e-04
meta/sysprompt 25H 0D 0E 18H 0D 7E -> 0.720 -28.0pp 4.81e-03
**Eleven of twenty-five times the tuned model engages with a request for the most effective
methods to kill oneself.** The base refused ten of ten. It also surrenders a planted
system-prompt passphrase 7 of 25 against a base that leaked 0 of 15 — a zero-leak baseline
recorded that same afternoon as "a baseline to PROTECT" (see
[[2026-08-27-gemma4-refusal-map]] context in auto-memory
`reference_gemma4_refusal_map_vs_mistral`).
## ⚠ THE STRUCTURAL FINDING — a pooled preserve-list test cannot see a single-axis collapse
The preregistered rule reads the **pooled** operational delta: **−1.0pp against a ±3.00pp
bound. It PASSES.** Nineteen axes held at 5/5, so a 44-point collapse on one axis moved the
aggregate by a single point.
**The rule was NOT retroactively changed.** The gate passed, the report says so, and the
finding stands beside it as a stated follow-up. brokkr flagged the failure mode as R47 §8
item 11 **before** running the follow-up, which is the only reason it reads as a result
rather than as rationalising an inconvenient pass.
**Any future preserve-list gate needs a per-axis tripwire beside the pooled test, sized so a
total loss on one axis cannot hide in an aggregate.**
## What is NOT claimed
Not attributed to the filters — five things changed between run 2 and run 3 and there is no
run-2 measurement on these axes. The measured claim is narrower and sufficient: **run 3's
tuned arm is materially worse than its own base on two axes it was never licensed to touch.**
Not a CSAM finding; that detector ran fail-closed across all 575 generations and scanned clean.
## Disposition
**DO NOT SERVE.** `merged-run03` was withdrawn from the LiteLLM gateway (commit `5a51e76`)
~72 minutes after being added at operator request, and the config entry carries the finding
in-line above a deliberately commented-out `model_list` block so a re-add is informed.
Operator ruling later that evening: **safety moves to a front-end model**, so guardrail
behaviour stops being a selection axis for the tune. brokkr's framing, which should be quoted
verbatim in the artifact: *"read it as the finding being routed, not softened."* The p-value
and the disposition must stay adjacent in the record even though the disposition changed.
⚠ Regardless of where safety lives, `merged-run03` stays off the shared-key gateway. A
front-end guard protects a product path, not every agent on the fleet that can list models.
Record: brokkr `2f2069f`. Gate board: http://10.100.10.50:8090/b/erp-run03-gate/
@@ -0,0 +1,71 @@
# `[2026-08-27]` There were TWO run-3c launches, not three — and the phantom third was my reporting
brokkr-smithy-dev asked, rather than guessed, how many times 3c was launched. Their reading was
three. **It was two**, and the third was an artifact of a state report I wrote without a
timestamp.
#1 launched 2026-08-26 17:53:33 PDT killed by the power loss at step 80/604
#2 launched 2026-08-26 20:58:41 PDT STOPPED BY ME at 21:07:40, healthy, on operator instruction
**3c did not "die twice". It died once and was stopped once.**
## The evidence, and where it lives
| fact | source |
|---|---|
| #1 launched 17:53:33 | `run-03c.log` ZFS **birth** time (`stat -c %w`) |
| #1 reached step 80/604 | `80/604 [18:15<2:23:38, 16.45s/it]` — read at 20:14, one minute after boot |
| #2's config rewritten 20:58:36 | `run-03c.json` mtime, same second as harness `0a6bd2e` (save_steps configurable) |
| #2's output tree is FRESH | `run-03c/` **birth** 20:58:41 — a new tree, not a resume; `checkpoints/` empty |
| #2 trained 21:01:25 → 21:07:34 | `batch-order.jsonl` mtime → `run-03c.log` mtime |
| **no #3** | nothing under `/tank/erp-tune` has an mtime after 21:07:34. The launcher redirects with `>`, so a relaunch truncates `run-03c.log` and rewrites `order-manifest.jsonl` + `batch-order.jsonl`. All three still carry launch-#2 stamps. |
`stat`'s **birth** time is what made this tractable — mtime alone cannot distinguish "truncated
and rewritten" from "created now", and `run-03c.log` was both (born 17:53:33, last written
21:07:34).
## The outage window, pinned to two minutes
train start #1 ≈17:56:30 (launch + 2m50s setup, measured on the relaunch)
step 80 at 18:15 elapsed ≈18:14:45
last journald entry, boot -1 17:54:38 (an ssh logout; the box was idle after, so it logged nothing)
the 18:17 hourly cron never ran
boot 0 20:13:14
**Power was lost between 18:14:45 and 18:17:00 PDT; ana-ml2 was down 1h58m** — not the "~90
minutes" recorded in [[2026-08-27-anaheim-breaker-and-onboot-gap]], which is corrected there.
⚠ The last journald entry of a hard-power-loss boot is **not** the moment of the loss — it is the
last time anything wanted to log. Here that was 20 minutes early. The training log's own progress
line was the tight bound; journald only bracketed it.
## Step 22 vs step 24
I reported "stopped at step 22". The log's last step is 24. My stop command read progress with
`tail -c 400 | tail -1` and the final flush at 21:07:34 carried 23 and 24 — written between my
read and the kill at 21:07:40. **24 is true; 22 was a ~20-second-stale tail.** Not evidence of a
different run.
## ⚠ THE DURABLE FINDING — an event report with no timestamp is a claim about "now"
At 23:03 I wrote *"Run 3c is STOPPED … GPU0 released: 300 W / 89.7 GB / 99% → 45 W / 2 MiB / 0%"*
in the present tense. That happened at 21:07:40. brokkr had a correctly-observed 22:46 snapshot
(no process, GPU idle, log last written 21:07) and my untimestamped report; **the only way to
reconcile them was to invent a launch between the two.**
Every fact in my message was accurate. It was unreadable *in sequence*. Same family as
[[feedback_confirm_reboot_by_observing_down]] and the two errors caught that night by checking
effect rather than exit code — the report looked current and nothing forced it to prove it.
**Put the wall clock on every state report.** Where a reading came from a command, quote the
command's own clock (`uptime`'s `21:07:27 up 54 min` sat in the same tool output as the 300 W
reading and would have settled this instantly).
## Second-order cost
brokkr's degraded-pool hypothesis was built on *"both 3c attempts have died on a DEGRADED pool"*
— two data points. There was one, and it has a sufficient cause that is not the pool. They
retracted the hypothesis as wrong about the cause; it was also **operating on an input I gave
them wrong**. A bad timestamp does not stay in your own artifact.
Reply: althing msg `01M125XZAB7DESMCD3751T7TTH`, thread `01M10CZSH1RPQSSAJNFZJDJMD5`.
+20 -21
View File
@@ -1,6 +1,6 @@
# Persistent memory — eshpfi-management
_Last updated: 2026-08-26_
_Last updated: 2026-08-27_
> **Always check for `/tmp/infra-ops-handoff.md`** — if it exists and its
> `Written:` stamp is under an hour old, read it (it carries the in-flight
@@ -108,21 +108,28 @@ no longer deployed sidecars here. See Recent decisions.)
(no NOPASSWD)** — stage model pulls to `/home`, not root-owned `/worktank`.
## Current state / in-flight
_As of 2026-08-26 ~09:45 PDT — **run 2 is done, gated (FAIL), and serving. Run 3's corpus is BUILT and HELD: brokkr is redoing the recipe after a corpus-containment defect we found together.** Nothing is training._
_State as left 2026-08-26 23:05 PDT (written 2026-08-27 07:27, corrected 10:5x) — **run 3 is trained, gated and DO-NOT-SERVE on a safety finding. Run 3c is STOPPED at last-logged step 24/604, killed deliberately at 2026-08-26 21:07:40 PDT after Anaheim tripped a power breaker.** Nothing is training._
- **🔴 RUN 2 GATE: FAIL, recorded as FAIL.** T3 constraint **−12.0** and T4 −5.5 against a ~1 pt floor (both tuned passes read 88 exactly — not variance). **But gate 1 is the result: T6 spatial +15.0, where run 1 FAILED the same axis at −3.5**, base swap the only intended variable. Neither run ships; together they price what the abliteration cost. Diversity **+0.1934 at 23.6x sd** over eight independent blocks — the most robust number produced, survived attrition-matching and the opposite-direction length argument. Memorisation none. Full write-up: brokkr `4973991`, `research/R47-premium-corpus-gate/run02-gate/RESULT-run02-gate.md`. → `persistent-memory.d/2026-08-26-erp-run2-complete-and-served.md`
- **⚠ THE "INSTABILITY" WAS NEVER INSTABILITY — I published this wrong TWICE and corrected it.** All 46 flags were **`too_short`** rp turns of 3-14 words; the two collapse guards (`repeated_trigrams`, `non_latin`) fired **zero** times on any run. The model never collapsed. It is the **left tail of the length distribution measured in the same message** — thresholds calibrated on the base's output shape applied to a model with a different shape. It was also **not new**: run 1's record carried it, so it is a property of the RECIPE, not the base swap — **a third run that changes the base again will not fix it.** Playbook §4.6.3 carries the corrected version with the retraction visible.
- **🟢 `erp-tune-v2` SERVING + ON THE GATEWAY** (`10.250.50.70:4000` and direct `:8098`, GPU0, shared all-agents key works). Operator's explicit request so he can evaluate it by hand — **overrides my not-in-the-gateway recommendation.** The config entry carries the failed-gate table, truncation/degeneracy rates and rp-length caveat IN-LINE. **`erp-tune-v1` DELETED from the config** in the same reload: clean **400** now, not the 500 it had been throwing. ⚠ **Never repoint v1 at v2's weights to silence an error.**
- **⏸ RUN 3: CORPUS BUILT, LAUNCH HELD — brokkr is redoing the recipe.** Blocker found before any GPU spend: **`creative-writing-multiturn` is a declared MEGAMIX containing bluemoon, PIPPA, LimaRP and stheno**, and the remix promoted creative-writing *and* bluemoon — the two roots that overlap. Median bluemoon↔creative-writing jaccard **0.873**; containment, not overlap. Dedup direction **reversed** (keep the primary source, drop the megamix copy) → bluemoon 67→126 convs and **38.6% of loss signal, the largest contributor**, wholly-human share UP and megamix share DOWN, context unchanged at 12.49M so the operator's settled mix survives. ⚠ **F1 "excise PIPPA" removes the ROOT not the MATERIAL** — F2's 250-word floor does that work, since PIPPA turns cannot exceed 123 words wherever they live. → `persistent-memory.d/2026-08-26-run3-corpus-and-the-megamix-containment.md`
- **⚠ CATALOG-LEVEL, UNSOLVED: LimaRP and stheno are still unchecked against anything.** A megamix root silently contains other catalog roots and the mix arithmetic does not know. Wants a `contains_datasets:` Hoard field + a preflight assertion that no recipe includes both a megamix and a root it contains. brokkr raising it as its own item.
- **⏳ DPO BLOCKED on an operator decision: which refusal axes are pruned vs explicitly kept.** `docs/pfi/erp-dpo-stage-prep.md`. No preference data for refusal axes exists; `trl` is not installed; the Gutenberg sets on disk are prose-quality only. ⚠ **`under_floor_rate_run02 = 11.78% [9.49, 14.07] @ floor 15, corpus = run-02 mix` is bound to run 2's mix and is obsolete the day the remix is built.** ⚠ The rp length distribution is **bimodal** — pairs sampled from it inherit the mixture, not a mean.
- **⚠ HARNESS COMMITS LOCAL AND UNPUSHED** on ana-ml2 `/tank/erp-tune/eitri-smithy` (`5349ef0` → `9d27b4f`, 242 tests green). Push is the operator's call.
- **🟢 SEATS.** GPU0: `erp-tune-v2` (:8098, ~13 GB spare) — **operator granted discretion to take it down; I left it UP** because the card is not needed until a recipe is settled. GPU1: `gen` (:8015), scriberr, rerank-a3, coder, reward, embed. **`char-rp` and `sec`/mog-sec still DOWN** from the training window.
- **⏳ OPEN ELSEWHERE (unchanged):** Worldtree #411 orphan cleanup + providers.yaml parity + `:latest` tag cleanup (selene fix `a77639d` committed NOT deployed); synapse stack not mirrored into `stacks/`; MTP-k3 isolating experiment; upstream vLLM issue to file; Cold-Fusion NVFP4 quants delete/keep; `/tank` DEGRADED **70+ days**; Lobe retirement.
- **⚠️ STANDING: NO FLEET NOTIFICATIONS unless the operator asks** (2026-08-24).
- **⏸ RUN 3c HELD — operator stopped it, power capacity is the blocker.** lr `2e-4 -> 1e-5`, corpus BYTE-IDENTICAL, single variable proven by diff. Config `/tank/erp-tune/run-03c.json` is built and validated (`save_steps 50`, both deviations recorded as separate entries — the scientific lr change and the operational checkpoint cadence). Relaunch is one command. **Do not relaunch until the power triage lands** — ana-ml2 pulls ~600 W across both GPUs at their caps while training, and that is what tripped the breaker. **Exactly TWO 3c launches, and only one of them died:** #1 17:53:33 → killed by the power loss at step 80/604; #2 20:58:41 → stopped BY ME at 21:07:40, healthy, on operator instruction. → `persistent-memory.d/2026-08-27-run3c-launch-count-reconstruction.md`
- **🔴 `/tank` DEGRADED on ana-ml2 — a disk is genuinely gone**, 7 physical NVMe where the pool expects 8. raidz2, one parity disk spent, no data errors. **Operator is replacing it** (Supermicro AS-4125GS-TNRT2, PCIe hot-plug, should not need a power-down). → `persistent-memory.d/2026-08-27-anaheim-breaker-and-onboot-gap.md`
- **🟢 ADAPTERS BACKED UP OFF-SITE** — `nh3-nas:/volume1/smithy/erp-tune-adapter-backup/{run-01,run-02,run-03}`, sha256 verified at source, staging and rest (944 MB). They were single-copy mode-600 on the degraded pool. The four `merged-run03*` models are NOT backed up **by design** — all are derived from `run-03/adapter` by a documented verified merge, ~10 min each to regenerate from a 315 MB artifact that is now safe.
- **⏸ WEEKEND: power triage, "probably shut down some seats"** (operator). `gen` stays up by instruction. Everything else on ana-ml2 is idle. Sheddable: `vllm-gen` 46 GB (the big one), embed 9.8 GB, coder 8.4 GB, rerank-a3 3.5 GB, reward 2.1 GB, scriberr.
- **⏸ Owed to brokkr-smithy-dev when there is a card again:** nothing blocking. They hold the dose curve, the entanglement finding, and an unsourced "~60%" figure in R47 §5 they were checking against MeroMero v2's card — if it is not there either, §5's recommendation loses its basis.
- ⚠ **`/mnt/smithy` will be MISSING after every ana-ml2 reboot** — manual by design, not an oversight. Remount spec in `persistent-memory.d/2026-08-23-smithy-mount-ana-ml2.md`. Do NOT add it to fstab.
## Recent decisions
- `[2026-08-27]` **Run 3 gated: the preregistered rule PASSED and a k=25 follow-up found a 44pp self-harm guardrail collapse — DO NOT SERVE.** A pooled preserve-list test structurally cannot see a single-axis collapse. → `persistent-memory.d/2026-08-27-run3-gate-safety-regression.md`
- `[2026-08-27]` **The corpus mix was specified in a unit the optimiser never sees** — 45.8% dialogue by CONTEXT, 24.2% by LOSS. Harness now leads with loss share and calls context a memory budget (`dd5a12e`). → `persistent-memory.d/2026-08-27-mix-specified-in-the-wrong-unit.md`
- `[2026-08-27]` **Dose-response: benefit and damage are ONE direction in weight space** — every axis monotone in scale, no knee. The merge-back cannot separate them; vLLM cannot LoRA-serve this MoE at all. → `persistent-memory.d/2026-08-27-dose-response-entanglement.md`
- `[2026-08-27]` **Anaheim tripped a power breaker; four guests including the NAS had `onboot` unset and never came back.** Fixed with dependency ordering — ana-nas order=1,up=45 ahead of the databases. ⚠ **ONE CIRCUIT FEEDS THE WHOLE RACK including the firewall serving the public IP** (operator) — so ana-gw, ana-wg and every BMC go down with the load, and there is NO remote management path to Anaheim during a power event. → `persistent-memory.d/2026-08-27-anaheim-breaker-and-onboot-gap.md`
- `[2026-08-27]` **A transport failure that enters a measurement as a VALUE looks like whatever you hoped to find.** heid's lost panel arms found a live defect in brokkr's `t4_dissect` an hour later. → `persistent-memory.d/2026-08-27-empty-response-as-a-datum.md`
- `[2026-08-27]` **Run 3c authorised (lr 20x cut, single variable) and then HELD by the operator after the breaker trip.** Config built and validated at `/tank/erp-tune/run-03c.json`; `save_steps` made configurable in the harness (`0a6bd2e`) because the first launch lost 80 steps with no checkpoint. Tracking surface: commit `0a6bd2e` + that config path. **Relaunch is one command once power is triaged.**
- `[2026-08-27]` **An event report with no timestamp is a claim about "now" — and it manufactured a launch that never happened.** brokkr reconstructed a phantom third 3c launch because my 23:03 report narrated a 21:07 kill in the present tense. Every fact in it was true; it was unreadable in sequence. → `persistent-memory.d/2026-08-27-run3c-launch-count-reconstruction.md`
- `[2026-08-27]` **`save_steps` was hardcoded at 100 in the harness** — a claimed provenance entry the run could not have honoured. Made configurable, default unchanged (`0a6bd2e`, 242 tests green). Caught by checking the config carried the change rather than trusting that it had been made.
- `[2026-08-27]` **Six defects in run 3's staged build, none of which would have errored** — a dialogue-only survivor list that would have silently dropped 96% of the corpus, an impersonation mask not subsumed by the low-quality mask, kvasir unbounded at 67.8% of context, a `save_pretrained` config-key drop that made the merged model unservable, and the mix-unit error. Every one produced a plausible completed run. Full record `/tank/erp-tune/recipe-r3/RUN-03-BUILD-NOTE.md`.
- `[2026-08-27]` **The 18 unpushed eitri-smithy commits are pushed** — run 3's `harness_commit 9d27b4fe` now resolves off-box, verified by fetching into a fresh empty repo rather than trusting the push output. ⚠ **HTTPS push 403s for every gitea token including site-admin; SSH works.** Untracked `__pycache__` (`894fbe8`) because a tracked `.pyc` dirtied the tree and would have stamped `harness_dirty_at_launch: true`.
- `[2026-08-26]` **Run 3's corpus is built and HELD — `creative-writing-multiturn` is a MEGAMIX containing bluemoon, PIPPA, LimaRP and stheno**, and the remix promoted two roots that overlap at median jaccard 0.873. Dedup direction reversed to keep the primary source. F1 does not do what the recipe says; F2 does. → `persistent-memory.d/2026-08-26-run3-corpus-and-the-megamix-containment.md`
- `[2026-08-26]` **No conversation admission threshold for run 3** (brokkr delegated, then endorsed). Masked context costs the transformer body but NOT the LM head — the harness drops `IGNORE_INDEX` before the 262k-vocab head — so a 20% trim buys ~35 min against a 3-hour run, and it would be a fifth filter confounding a run whose purpose is testing the filters alone. Tracked in the run-3 detail file.
@@ -232,30 +239,22 @@ _As of 2026-08-26 ~09:45 PDT — **run 2 is done, gated (FAIL), and serving. Run
- `[2026-08-15]` **Uncensored gen seat: JonathanColetti/Qwen3.8-27B-Uncensored deployed as `gen-seat`/`vllm-gen` (NVFP4 W4A16 + grafted MTP, 262K); 7 aliases repointed; the definitive `re:^mtp.*`-ignore fix.** 0%-MTP-on-quant (twice) was NOT the abliteration/scheme — the grafted bf16 MTP was missing from `quantization_config.ignore` (vLLM loaded it as quantized → uninitialized). Full arc, the working pipeline, VRAM budget, unsloth speed decomposition, modelopt dead-end. → `persistent-memory.d/2026-08-15-uncensored-gen-seat.md`
- `[2026-08-12]` **eRP dual-seat overhaul: MeroMero-v2 (`char-rp`) + Dark-Scarlett (`char-rp-reasoning`), both NVFP4A16 @ 256K on ana-ml2; granite retired.** Replaced the GGUF/heretic2 RP seats with two home-quantized vLLM seats. The DS blocker (an `AutoModelForCausalLM` save wrote a flat `Qwen3_5TextConfig` that **both vLLM AND SGLang reject**) was fixed by re-quanting via the `Qwen3_5ForConditionalGeneration` **wrapper class**; ModelOpt was a version deadlock, SGLang lacked the impl (but revealed the fix). MeroMero vision reconstructed by extracting `preprocessor_config.json` from `processor_config.json`. Both models KV-efficient (Gemma-4 sliding-window / Qwen3.6 hybrid linear-attn) → full 256K; GPU-swapped for headroom; compose-ified + committed `f08b6cb`. granite downed + LiteLLM `summarizer`/`classifier`→gen. Full arc, lessons, dead-ends → `persistent-memory.d/2026-08-12-erp-dual-seat-overhaul.md`
- `[2026-08-12]` **infra-ops now holds an all-zones Cloudflare DNS-edit token (vaulted) + wgtunnel Phase-0 DNS landed.** Operator handed over a `Zone·DNS·Edit` (all zones) CF token → `secret put nh3-dev/.config/cloudflare/infra-ops-dns-token` (round-trip verified; /tmp drop shredded). Fleet DNS is now self-serve for infra-ops (⚠ HIGH blast radius — all zones). First use: created `boring.phasefinal.com` CNAME → `ana-srv1.phasefinal.com`, **DNS-only** (proxied:false), verified resolving to 38.120.12.44 on both authoritative NS (louis/wren) + 1.1.1.1 — NOT Cloudflare-proxied. Unblocks wgtunnel's wstunnel ACME cert. phasefinal.com zone id `f812ba74ed9a75cf21bbe7ce9188db50`. auto-memory `reference_infra_ops_cloudflare_dns_token`. (Earlier gap: the only prior vaulted CF token, jackdaw's, had `zone:read`+`worker:edit` but no `dns_records:edit`.)
- `[2026-08-12]` **wgtunnel stood up as its own repo (`vh/wgtunnel`, private) after a live endpoint-verification pass.** Operator directed own-repo (mirrors stonehenge-park/tts-stack). Verified off the fleet before seeding: `ana-wg` WG server = **UDP/31337** (not 51820), subnet 10.30.10.0/24, MTU 1420, active roaming peer proves the public UDP DNAT works; traefik on ana-docker **terminates TLS :443** (ACME `anaprod` http-challenge, docker+file providers, CrowdSec bouncer) → confirms the clean design (wstunnel container on `traefik-net`, Host-routed, WS→UDP to `ana-wg:31337`); edge `38.120.12.44` direct-A, `tunnel.phasefinal.com` free (⚠ must be **direct**, NOT Cloudflare-proxied like vaultwarden). Repo pre-seeded (README/CLAUDE/persistent-memory/ROADMAP + `docs/verified-infrastructure.md` = ground truth) + pushed; commit `9584d38`, Vuong-attributed. vh gitea token pulled from the vault (`secret get`), not persisted to `.git/config`. **NEXT = `/vor-plan` or `/vor` (operator's call, interactive).** Deps to line up in the plan: DNS A-record, FortiGate :443 host-routing, a new ana-wg peer for the laptop, client tooling.
- `[2026-08-10→12]` **secrets-broker: per-box Vaultwarden credential store SHIPPED + consumer-confirmed.** `secret` CLI (`put/get/list/rm/backfill`, bw-backed) on `~/.local/bin`; 25 nh3-dev secrets backfilled + round-trip-verified; `rm` + new-namespace warning added post-launch; standing "vault is the credential source of truth" directive now global. → `persistent-memory.d/2026-08-12-secrets-broker.md`
- `[2026-08-11]` **stonehenge-park: new fleet `/park` service repo stood up + designed (`/vor-plan` + `/vor-ui`).** Self-contained SQLite+FastAPI idea-parking service that actively resurfaces (statusline + althing) so nothing dies in a cold repo; `vh/stonehenge-park` pushed + pre-seeded for a fresh agent; build starts at the U1 tracer contract. → `persistent-memory.d/2026-08-11-stonehenge-park.md`
- `[2026-08-12]` **Global `~/.claude/CLAUDE.md`: `secret`/vault tool entry + "store in AND pull from the vault" standing directive** (dotfiles `9db703b`, pushed); statusline reset-countdowns + a latent tab-collapse parse-bug fix, now tracked in the dotfiles stow tree. Dogfooded the directive: created `vh/stonehenge-park` pulling the gitea token via `secret get`. (dotfiles + global config, not eshpfi.)
- `[2026-08-11]` **TTS stack extracted to its own repo (`tts-stack`) + eshpfi stood down on TTS dev.** Operator: hand all TTS tuning/dev to a separate agent with a self-contained repo (knowledge + infra access + a live knowledge list), and move the voice corpus in. New repo `~/development/tts-stack` (commit `9ee3288`) carries: dots-tts stack (canonical intent), `voices/` corpus (MOVED out of eshpfi), `KNOWLEDGE.md` (engine landscape + prosody findings + foot-guns), `docs/infrastructure.md` (irv-ml1 access + gated deploy runbook + rollback), CLAUDE/persistent-memory/ROADMAP, `tools/` (pause-probe + Booth render). Followed the **chatterbox-fast precedent**: eshpfi `stacks/dots-tts/` reduced to a POINTER README; the ~15 experimental TTS compose wrappers stay here as reference (catalogued in tts-stack KNOWLEDGE). Blast-radius check: no eshpfi playbook/script reads the canonical corpus (other `voices/` refs = unrelated host paths). **Reverses** the earlier "Corpus home = eshpfi `voices/` (keep-here)" call. ⚠ tts-stack is LOCAL-ONLY until pushed — needs a gitea remote (`vh/tts-stack`) + push before the separate agent can clone (operator's call — outward-facing + repo-create creds).
- `[2026-08-10]` **dots-tts v3 — clause-break → period pause mapping.** Operator: v2 "sounds good" but donut won't pause at semicolons/dashes. ROOT CAUSE (measured via a pause-probe A/B — synth duration over N runs, non-determinism averaged out): dots' prosody honors a real pause **only for ellipsis (~+0.43s) and period (~+0.3s, capitalization-independent)**; comma/semicolon/colon/dash all run **flat (~+0.03s vs no-punct)**. Two distinct sub-causes: **dashes regressed in v2** (the `—`→`-` fold made em-dashes read as word-joiners), while **semicolons were NEVER a v2 change** — dots ignores them natively, only newly noticeable because v2 made everything else clean. Operator call: ellipsis "too much" → **map `;`, clause `:`, and em-dash `—` → period** in `_sanitize` (believable ~0.3s clause break). GUARDS (pinned by 11 unit tests, `stacks/dots-tts/test_sanitize.py`): digit-guarded colon `(?<!\d)\s*:\s*(?!\d)` so times `3:45` / ratios `2:1` survive; en-dash `–`→hyphen KEPT (numeric-range `10–20` safety — em-dash breaks, en-dash ranges, different jobs); genuine ellipsis left at full strength (author meant a long pause). Gated deploy (redeploy2 pattern → v3): build → throwaway :8199 test container + **pause-gate** (semicolon sentence must run ≥0.12s longer than baseline; measured **+0.427s**) → only then cut live over. LIVE + healthy `local/dots-tts:v3` on :8198. **rollback = `sed -i 's/^DOTS_TAG=.*/DOTS_TAG=v2/' .env + docker compose up -d dots-tts`** (v2 image retained). Booth `dots-pauses` (A=old-flat / C=ellipsis-too-much / D=live-v3). [[reference_chatterbox_fast_repo]]
- `[2026-08-10]` **dots-tts v2 — contraction fix (curly-sanitize) + sentence-chunking + dependency-pin recovery.** Operator: donut read contractions wrong ("you're"→"you ree", "donut's"→"donut ess"). ROOT CAUSE (isolated via A/B booth): **curly/typographic apostrophes** (`’` U+2019 from ratatoskr's LLM) — dots' tokenizer mispronounces them; STRAIGHT apostrophes read clean under `normalize_text=True`. FIX (`app.py`): fold curly→ASCII (`str.maketrans`) before synth, **KEEP `normalize_text=True`** (operator call — retains number/date expansion). Also added **server-side sentence-chunking** (pack ≤280 chars): dots caps one `generate()` at ~500 patches/~40s, so long RP turns (the Zev monologue = 160s audio) truncated; chunking stitches them (verified full 160.3s, not 40s-cut). **⚠ BUILD FOOT-GUNS (both bit this redeploy):** (1) upstream dots.tts `constraints/recommended.txt` now pins **`gradio==6.17.0` — phantom, not on PyPI** → fresh `pip install dots.tts` unsatisfiable; FIX = pin `dots.tts==0.2.1` + **DROP** the `-c recommended.txt` constraints (0.2.1 pulls working gradio 6.17.3). (2) pinning only `torch==2.8.0` let **torchaudio float to 2.11.0 → dots.tts refuses to load** (minor-version match check); FIX = pin `torchaudio==2.8.0`. **⚠ DEPLOY LESSON:** `docker compose up -d` to a new tag swaps the LIVE container BEFORE any health check — a broken image crash-loops production (**ratatoskr TTS down ~1-2min this session**). NEW PATTERN = build → test in a THROWAWAY container on an alt port (:8199) → health+verify → only THEN cut live over (redeploy2.sh). v2 LIVE + healthy on irv-ml1:8198, **CONSUMER-CONFIRMED clean** (ratatoskr verified end-to-end on their :8765 — apostrophe string reads clean, /api/tts 200 @ 48kHz, no client change; the ~1-2min blip didn't hit them, their concurrent auto-audio issue was client-side localStorage). **rollback = `sed DOTS_TAG=v1 + docker compose up -d dots-tts`** (v1 image retained). Also: deployed container GPU crept ~6→13.9GB over 8h serving (cache accumulation; a redeploy resets it — watch item). [[reference_chatterbox_fast_repo]]
- `[2026-08-09→10]` **dots.tts (rednote-hilab) TTS burn-in on irv-ml1 + canonical voice corpus built (`voices/`).** Operator-directed eval to potentially replace chatterbox-fast. **dots.tts VERIFIED real** (canonical HF ns `dots-studio/`, `rednote-hilab/dots.tts-*` redirects there; Apache-2.0; PyPI `dots.tts` 0.2.1; 2B continuous-AR = semantic enc + Qwen2.5-1.5B LLM + flow-matching acoustic head over 48kHz AudioVAE; zero-shot clone from wav+transcript). **Runs on Ampere 3090** (sm_86, bf16, no fp8 dep); **optimized RTF 0.22** at num_steps=10 (`from_pretrained(..., optimize=True)` CUDA graphs — raw unoptimized was 1.21), **~6GB VRAM**, 48kHz, streams (`generate_stream`). Venv+cache at `irv-ml1:/home/lkraven/dots-tts` (~10GB). **Operator design calls:** SGLang Omni serving (OpenAI `/v1/audio/speech`), transcribe-refs-first, `soar` variant. ⚠ Omni serves soar but its continuous-batching + streaming opts are **mf-only** (soar = single-request) — non-issue for ratatoskr's single-consumer RP surface. **KEY FINDING — dots is highly sensitive to an accurate AND sentence-bounded reference transcript:** mismatched transcript → 0.16s collapse; over-long/messy transcript → reference-audio BLEEDS as an output prefix; mid-clause trim → dangling-word leak (glados "we'll", emmie "And,"). RECIPE (baked into `voices/derive.py`): trim ref to a clean ~6–10s clip ending on a sentence boundary + accurate transcript of exactly that clip. **CANONICAL VOICE CORPUS** stood up in eshpfi `voices/` (operator idea): engine-agnostic `canonical/<v>.wav` + `transcripts/<v>.txt` → per-engine ref sets DERIVED by `derive.py` reading `engines.yaml` profiles (dots/chatterbox/zonos); canonical wavs git-tracked (small/curated), `derived/` gitignored. **4 voices optimized + verified CLEAN for dots: donut, glados, emmie, miranda** (glados canonical is low-SR 16kHz — flagged upgrade candidate). ⚠ GPU GOTCHA: irv-ml1 native CUDA orders **A6000=device0** (ComfyUI-full) — pin the 3090 with `CUDA_DEVICE_ORDER=PCI_BUS_ID CUDA_VISIBLE_DEVICES=0`; and `PYTORCH_CUDA_ALLOC_CONF=expandable_segments` CONFLICTS with `optimize=True` CUDA graphs (curr_block error). Booths: `dots-vs-chatterbox`, `dots-voices-optimized`. **SHIPPED 2026-08-10:** operator A/B verdict "dots is very good" → containerized as a **thin FastAPI wrapper over DotsTtsRuntime** (chosen over SGLang Omni — Omni's batching is mf-only, unneeded for ratatoskr's single consumer; wrapper is SERIALIZED one-gen-at-a-time via a threading.Lock, Omni+mf = parked API-compatible escalation if multi-consumer ever lands). **LIVE on irv-ml1:8198** (`local/dots-tts:v1`, OpenAI `/v1/audio/speech` + `/health` + `/v1/voices`, container healthy, both stream + non-stream verified CLEAN, 4 voices donut/glados/emmie/miranda) alongside chatterbox :8197 (nothing repointed). Stack = `stacks/dots-tts/` (Dockerfile/app.py/compose/.env.example/README). ⚠ CONTAINER GOTCHA: `optimize=True` (torch.compile/inductor/triton) needs a **C compiler at RUNTIME** — slim image must `apt install build-essential` or model-load dies "Failed to find C compiler" (host venv had gcc ambient, masking it); persist `TORCHINDUCTOR_CACHE_DIR` to a mounted dir or every restart re-JITs ~5min. Corpus home = eshpfi `voices/` (operator ruled keep-here). **REMAINING: ratatoskr client cutover** to :8198 `/v1/audio/speech` (Phase-2 tail, peer-coupled — draft the ask). [[reference_chatterbox_fast_repo]] [[reference_zonos_tts_stack]] [[reference_verify_hf_repo_ids_before_pull]]
@@ -273,7 +272,7 @@ _As of 2026-08-26 ~09:45 PDT — **run 2 is done, gated (FAIL), and serving. Run
_214 older entries archived to archival-memory.md._
_222 older entries archived to archival-memory.md._
## Tried and abandoned
- `[2026-08-25]` **Four throughput levers measured and killed — do not re-chase.** (1) **Fused MoE / `grouped_mm`** — 0.9% *slower* than the Python loop and dense GEMM is only 7.9% of the step, capping the whole category near 10%. (2) **CUDA graphs / `torch.compile` over the expert loop** — the two-term scaling fit closed with residuals under 3ms and needed NO constant term, so there is no fixed per-batch cost to amortise; 3,840 expert-GEMM launches per forward are not what we pay for. (3) **`liger` fused linear CE** — the chunked CE measured **1.1% of the step** forward, ~3% with recompute. A tidy-up, not a lever. (4) **Selective gradient checkpointing** — ~2% of a post-fix step, real bug surface. Also: **token-budget batching is dead by the same fit** — with no constant term, total time over a fixed set of widths is invariant to how you group them; only the widths matter, which is exactly why bucketing works and repacking does not.