Files
esh-pfi-infrastructure/persistent-memory.md
T
vh 07743c6aff memory: snapshot — tune training unattended, MFU root-caused to a Python expert loop
The in-flight section is rewritten around the run itself rather than
the decisions that led to it. The sizing and seat-call bullet collapses
to a pointer now that both are executed; its detail lives in
docs/pfi/gemma4-erp-tune-sizing.md.

Adds the measured MFU finding: 27.1 TFLOPS against a benchmarked 313.8
TFLOPS peak, root-caused by reading the source rather than inferring —
transformers runs the Gemma-4 experts in a Python loop, 128 experts
across 30 layers, roughly 11,500 iterations per optimizer step under
gradient checkpointing. Padding is a secondary 29.9% tax.

Records that my first estimate of 5% MFU was wrong in two compounding
ways: divided by unpadded tokens, and compared against a guessed peak
rather than a measured one. The operator pushed back on the number and
was right to.

The fused MoE kernel is deferred work with a tracking surface — park
id 47 — per the snapshot rule that deferred decisions go in Recent
decisions with a pointer, never into the volatile in-flight section.

Also records the resume trap: the original launch command begins with
rm -rf on the output directory, which would destroy both the encode
cache and every checkpoint. resume-run-01.sh exists so that cannot
happen.
2026-08-24 21:20:58 -07:00

292 lines
79 KiB
Markdown
Raw Blame History

This file contains ambiguous Unicode characters
This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.
# Persistent memory — eshpfi-management
_Last updated: 2026-08-25_
> **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
> handoff from the previous session), then delete it. Older than an hour:
> stale — delete it unread.
## Repo purpose
Reference workspace for PFI infrastructure: server inventory, canonical
Docker Compose stacks, ops playbooks, and conventions. Authoritative
copies of compose files live on the servers under
`/opt/docker/compose/<stack>/`; this repo mirrors them for version
control, editing, planning, and CI-driven deploys. **It was originally
spun up to handle the fleet backups** — keep that lens when triaging
backup/storage issues.
## Tools and conventions
Sister repos (separate gitea repos, deployed by playbooks here):
| Repo | Role | CI status |
|---|---|---|
| `vh/task-board` | MCP + web dashboard for assistant task state (port 7878) | push-to-main → CI deploys (2026-04-29) |
| `vh/vor` | Inquisitor UI sidecar (port 7879) | push-to-main → CI deploys (2026-04-29) |
| `vh/nevermore` | Twice-daily LLM-curated briefing (port 8181, replaces news-digest) | push-to-main → CI deploys (2026-04-30) |
| `vh/asset-engine` | Internal control plane over inference services (port 8200, LAN-direct) | push-to-main → CI deploys (2026-05-12) |
| `vh/althing` | Lean trusted inter-agent message bus — **v2 "email model" (v2.0.0b2, 2026-07)**: per-box local-SQLite bus + courier/receiver for P2P over the 10.x net; pillars = open-loops / per-box herald + wake-listener / roaming owner API `/owner/*` / `althing-mcp` stdio surface. The v0.15 lean-bus cut RIPPED moderation / chamber / forseti-daemon / agent-runner / redis-valkey. | per-box `uv tool install` (NOT CI-deploy); **nh3-dev = the DEV box** (editable install of `~/development/althing`, gets new versions first); **nh3-extdev** a mesh peer (model B: althing-svc + shared `/srv/althing`) |
| `vh/mead-hall` | Bifrost tool-provider sidecar (port 5173 on dev VM 10.100.10.50) | push-to-main → CI deploys (2026-05-16) |
| `vh/skaldsong` | Wizard + reader surface (port 8300, ana-docker, registry-pull pattern) | push-to-main → CI deploys (2026-05-19) |
| `vh/Worldtree` | Conversation API (corviduo-dev demo :8080 / personal :8081 / pinned :8082) — Heimdall auth, Bifrost integration. **gitea-runner builds on ana-docker**; claude-bot ADMIN collaborator (2026-06-20). Now v1.0.0b19. | push-to-main → CI build-and-deploy (runner on ana-docker) |
| `vh/yt-voice-clipper` | YouTube → diarized voice-clip dataset builder + audition console (irv-ml1 :8000) | push-to-main → **gitea-webhook auto-deploy** to irv-ml1 (2026-06-03) — see `docs/runbooks/ytvc-autodeploy.md` |
| `vh/arbo` | Catalog-driven ComfyUI engine (irv-ml1 :8201, comfy-dev owns engine/catalog/image) | push-to-main → gitea Actions CI (deploy-engine.sh, build-local, health-gated) now LIVE; catalog via :9009 webhook |
| `vh/zonos-gateway` | OpenAI-compatible TTS gateway over stock ZONOS2 (`:8890` irv-ml1); emotion **dials-first** + voice mapping; reached via LiteLLM `ext-tts` alias. **v0.2.1 (2026-07-18): voice-resolved emotion presets** (`resolve_preset(name,voice)`; angry/happy/startled_happy per-voice). 8 voices incl. 4 clones | pushed to gitea (main `8f1885b`/`v0.2.1`); **deployed irv-ml1 tree still NON-git** (hand-updated build context — CI-wire = open follow-up). Spec `docs/EMOTION-DIALS-SPEC.md`; host-managed voices bind-mount (`./voices:/app/voices`, drop wav + restart, no rebuild) |
| `vh/soong-lab` | Noonien Soong character-design studio (SPA + /api + WT `/bifrost/tool-call`); **containerized 2026-07-18**, LIVE on corviduo-dev `:8443` (image `vh/soong-lab:latest`). soong-dev owns Dockerfile/compose/workflow; infra-ops owns the host | CI = Gitea Actions build+push+**DEPLOY** on tag/dispatch (fleet recipe: docker:cli + raw buildx, pushes AS vh; **auto-redeploy LIVE 2026-07-18** — runner SSHes corviduo-dev as `deploy`, `compose pull && up -d` from **/opt/soong-lab**, health-gated on /api/version). Manual redeploy `sudo -u deploy bash -c 'cd /opt/soong-lab && docker compose pull && docker compose up -d'`. → `archival-memory.md` (archived 2026-08-16) |
| `model-training-forge` (mtf-dev) | Fine-tuning recipe forge; **T1 = E-RP writing LoRA, retargeted qwopus-122B→AEON-27B (2026-07-06)** (SFT→DPO, LitBench-RM reward) | training runs, not a deployed sidecar |
(`vh/volva` + Heid were re-architected from systemd daemons to Claude Code
session orchestrators 2026-06-08; their nh3-dev `.service` units were removed —
no longer deployed sidecars here. See Recent decisions.)
- **Two-layer backups** — Backrest orchestrates restic for file+DB (5
fleet repos, daily 01:00 PDT); PBS-ANA primary + PBS-NH3 DR mirror for
VM images. ana-nas is the SPOF for postgres + PBS-ANA datastore +
cross-site restic targets — see `docs/runbooks/disaster-recovery.md`
for the blast-radius matrix. **⚠️ The restic file+DB layer routes
through TWO rest-servers** (`rest-server-ana` @ ana-docker:8000 →
ana-docker/ana-ml2/esh-docker-vm/vm-esh-nas; `rest-server-nh3` @
nh3-nas:8000 → irv-ml1/nh3-docker). Both depend on their NAS's NFS
export of `/mnt/backup`. (rest-server-ana recovered 2026-06-20.)
- **`pull-hf-repo.yaml`** is the canonical "get a HuggingFace
model/dataset onto ana-ml2's shared cache at
`/tank/aimodels/huggingface/`" playbook. Supports `--var repo_type=model|dataset|space`. Replaces ad-hoc `huggingface_hub.snapshot_download` patterns.
- **Worldtree admin auth — per-instance.** Each Worldtree deployment
(demo :8080, personal :8081, pinned :8082) has its own Heimdall
registry and its own bootstrap admin key. Infra-ops's stored
long-lived admin key (`key_id 61419c92`) at
`ana-docker:/opt/docker/conf/.secrets/worldtree-infra-ops-admin`
auths against **demo only**. Personal-instance admin (the
`~/.config/worldtree/personal-admin-token`, mode 600) POSTs
`/admin/keys` (mints per-project keys; takes `user_id`+`label`, **no
scope param** — scopes are tier-derived). **On-instance mint recipe
(cleaner than DB-manip):** `docker exec worldtree-worldtree-api-1` POST
`/admin/keys` with the in-container `WORLDTREE_BOOTSTRAP_ADMIN_KEY`; cleartext
once in `.key`=`wt_live_+16hex`. auto-memory `reference_worldtree_demo_key_mint`.
- **Per-project user keys against personal Worldtree** (issued
2026-05-19): `skaldsong:79744637`, `skaldsong:7c1dbbbe`,
`althing:50d85460`, `mead-hall:a360822d`. Mint via `/admin/keys`, drop
value to `/tmp/wt-personal-<name>.key` mode 600, dev collects +
shreds (DO NOT cat to chat transcript).
- **Skaldsong CD pattern (registry-pull).** vh/skaldsong's CI builds and
pushes `gitea.phasefinal.com/vh/skaldsong:<sha>` + `:latest`;
`playbooks/deploy-skaldsong.yaml` on ana-docker pulls + recreates.
SHA-pin only. Prereq: host needs `docker login gitea.phasefinal.com` once.
- **gitea internal route for fleet hosts.** gitea is a container on
**ana-docker** — git-SSH `10.250.50.70:222`, HTTP `:3000`. Fleet/colo
hosts must use this internal route, NOT public `gitea.phasefinal.com`
(`38.120.12.44`) — the public path fail2bans the host egress IP. Full
gotcha in `docs/orientation.md` → Git/gitea.
- **docker-as-root pattern** (for ops with no admin API, or to edit
deploy-owned/root-owned files without sudo): `docker run --rm -v
<target-dir>:/wt docker:cli sh -c "..."`. docker-group membership is
effectively root via bind-mount. **Foot-gun: relative paths in compose.yaml
resolve against the sandbox CWD but the daemon interprets them against the
HOST fs — always pass `-e VAR=/abs/path` for any relative-default config dir.**
- **`scripts/elway` sudo handling** — elway prompts for the sudo password
ONCE via `getpass` before the first `sudo: true` step → can't run
unattended from a non-TTY tool if any step needs sudo. Sudo-free
playbooks run fully non-interactive over key SSH.
- **Per-host SSH identity matters for sudo.** infra-ops has NOPASSWD sudo
on most PFI Linux boxes (corviduo-dev included since 2026-06-15). On
ana-docker: **default `ssh ana-docker` = `lkraven`** (docker-group, NO
passwordless sudo); **`ssh infra-ops@ana-docker` HAS NOPASSWD root**. **
For any sudo op on ana-docker, use `ssh infra-ops@ana-docker`.** `ssh
infra-ops@10.100.10.50` (nh3-dev) ALSO NOPASSWD sudo; on **nh3-extdev** infra-ops
is sudo-LESS by design (`ssh lkraven@10.100.50.42` is the NOPASSWD path). **irv-ml1:
`ssh irv-ml1` = lkraven, docker-group (plain docker) but sudo needs a PASSWORD
(no NOPASSWD)** — stage model pulls to `/home`, not root-owned `/worktank`.
## Current state / in-flight
_As of 2026-08-25 ~04:20Z — the ERP/RP tune is TRAINING on ana-ml2 GPU0, ~17h, unattended. The homepage and char-rp arcs closed earlier. **The live thread is the run itself plus a parallel question: whether a fused MoE kernel lands fast enough to justify restarting it.**_
- **🟢 THE ERP TUNE IS RUNNING (launched 2026-08-24 ~20:40 PDT, ETA ~13h → ~09:40 PDT 08-25).** GPU0 on ana-ml2, dedicated. `gen` relocated to GPU1 and healthy; **`sec`/mog-sec STOPPED for the whole run, operator-ruled ("let it run, keep sec down")**. Restore = `playbooks/ana-ml2-training-window-close.yaml` (gates on GPU0 idle; `--var allow_busy_gpu0=true` to override). Harness **eitri-smithy `997c4a4`** at `/tank/erp-tune/eitri-smithy`, venv `/tank/erp-tune/venv` (torch 2.13.0+cu130, transformers 5.15.1, peft 0.20.0, sm_120 verified), config `/tank/erp-tune/run-01.json`, log `/tank/erp-tune/run-01.log`, output `/tank/erp-tune/run-01/`. **Config: BF16 (NOT QLoRA), max_seq_len 16384, mb2×accum8 → 1,312 steps, r64/α128, 205 modules, 74,342,400 trainable.** Step-10 loss **3.664**, grad_norm 5.178 — ⚠ above brokkr's 1.83.0 band but the doubled-divisor signature was ~0.25, so `num_items_in_batch` is NOT double-applied; hypothesis = the mix is 52.9% literary prose where every token is a loss target. GPU0 runs **84,222 MiB of 97,887** (above my measured 79.71 GiB worst case — adjacent `#w0`/`#w1` windows share micro-batches systematically, exactly as brokkr predicted). **Encode is CACHED** (`run-01/encode-cache/`, keyed on encode_version+max_seq_len+template sha) so a restart costs ~2.5 min, not the 4.3h it would single-threaded. ⚠ **encode_version must be BUMPED on ANY encoder change** — that has mattered five times. **RESUME: use `/tank/erp-tune/resume-run-01.sh`, NEVER the original launch command** — that one starts `rm -rf /tank/erp-tune/run-01`, which destroys the 609 MB encode cache AND every checkpoint. First checkpoint at step 100; `save_steps=100` at ~46.5 s/it = **~73 min of crash exposure** per interval. → `docs/pfi/gemma4-erp-tune-sizing.md`
- **⚠ MFU IS 8.6% AND THE CAUSE IS A PYTHON LOOP — measured, root-caused, parked.** 27.1 TFLOPS achieved against a **benchmarked 313.8 TFLOPS** dense BF16 peak (6.0% excluding padding). Cause is `transformers/models/gemma4/modeling_gemma4.py` ~line 1307: `for expert_idx in expert_hit:` — 128 experts × 30 layers = 3,840 loop iterations per forward, ~11,500 per step under gradient checkpointing, each a where+gather+two small GEMMs+scatter-add in eager mode. vLLM serves this model fast because it has fused grouped-GEMM MoE kernels; HF Trainer has none. **Padding is a secondary 29.9% tax** (82,337,318 padded tokens vs 57,733,156 real; `group_by_length` would make it 1.000×). ⚠ My first estimate of "5% MFU" was WRONG — I divided by UNPADDED tokens and compared against a GUESSED peak. Operator pushed back and was right to. **Break-even for restarting: a fix landing in T hours with speedup S wins if `T + 17/S < 16` — at S=2 that allows 7.5h of work, at S=4 it allows 11.75h.** → park `fused-moe-kernel-path-for-gemma-4-moe-training` (id 47)
- **⚠ TWELVE HARNESS DEFECTS FOUND BEFORE THE RUN — the two lessons worth keeping.** (1) **INERT GATES**: `auditcore` (CSAM, rc-2 never fired in 42,662 records) and `validate_vision_keys` (compared `model.state_dict()` against itself — could not fail on any input). The question that catches them is not *"does this check pass?"* but **"CAN this check fail?"** (2) **INVARIANT ENFORCED ON ONE PATH BUT NOT ITS SIBLING** — my own INV-T9(5) bug: a window with no assistant turn was blocked on the cut path and not the fits path, so a trailing user-only remainder became a zero-loss window. Also: `enable_input_require_grads()` is MANDATORY beside gradient checkpointing on a frozen base or **every adapter stays at its init and the run completes successfully having learned nothing**; the upstream Gemma-4 template FORWARD-SCANS (suppresses the closing `<turn|>` before another assistant msg) so incremental rendering cannot tile — merge assistant runs first, joined with `"\n\n"` (a deliberate data change fixing run-ons on 42.5% of pippa).
- **🛑 THE CORPUS GATE — OVERRIDDEN FOR THIS ONE RUN ONLY (operator, 2026-08-25).** Grant staged at `/mnt/smithy/datasets/derived/_recipes/erp-seat-sft-r1/TRAINING-ELIGIBILITY-OVERRIDE.md`. ⚠ It does NOT flip any root's `training_eligible` flag — they still read `false` and name both blockers, deliberately, so the signal survives. **A second run needs a second grant.** Provenance records `training_eligibility_override: operator-2026-08-25-rnd-run` + both blockers + both substitute controls; those keys are in `REQUIRED_PROVENANCE` as present-with-explicit-null so a future run cannot silently omit them. Background: Every `clean-v1/CLEANROOT.json` carries `training_eligible: false` with `training_blocked_by: [contamination-scan-not-implemented, stage-2-csam-detector-inert]`, and the recipe itself says *"nothing here is Charter §3 training-eligible"*. ⚠ **`scoped_grant: operator-2026-08-22` is NOT training clearance** — it governs INV-4 one-way tier inheritance (the adapter is permanently `internal-erp-rnd`, never distributable). I initially misread the grant as authorization and told brokkr I was proceeding; **brokkr-smithy-dev — who WROTE those fields — corrected it**: *"I wrote them so that exactly this would happen… do not take my word as clearance; I do not have the authority to give it."* **The detector is measured-inert, not suspected:** `auditcore` v3.7.2 returned its hard-drop rc-2 **zero times across 42,662 raw RP records**, its printed verdict ignores its own printed threshold, and it passed a blind-audit-identified record of sexual content involving a participant the text marks as a child (`pippa-5083`, composite 4.34 vs threshold 6.5). → `research/R47-premium-corpus-gate/FINDING-auditcore-inert.md`, Contract Amendment 11. **I verified the one decisive thing:** `pippa-5083` IS in `kept-manifest.jsonl` (4,551 rows) but **ABSENT from `recipe-dedup-kept.jsonl` (20,473 rows)** — the survivor list the harness gates on — so brokkr's substitute *stage-A lexical* screen caught it. That is one known instance caught by a stopgap; it says nothing about what the screen misses. **Both brokkr and I recommend STOPPING; only an explicit operator override opens it.** Neither blocker is hours of work (the 13-gram scanner is spec-only, DRAFT since 2026-06-01; the detector needs replacing). ⚠ **Do NOT stage or copy corpus content while gated.**
- **🟢 SIZING + SEAT CALL — DONE AND EXECUTED, full detail in the doc.** QLoRA structurally unavailable (fused 3-D experts vs bitsandbytes' nn.Linear walk); plain BF16 LoRA; chunked CE mandatory (naive CE OOMs at seq16384, 81.93 GiB at seq8192); `v_proj` exists on only 25 of 30 layers (`attention_k_eq_v`, K=V sharing — real, not a miss). `gen` moved to GPU1, `sec` down, GPU0 dedicated. → `docs/pfi/gemma4-erp-tune-sizing.md`, `playbooks/ana-ml2-training-window-{open,close}.yaml`
- **⚠ TELL EITRI BEFORE HE HARD-CODES: the trainee base changed.** Contract still names the stock BF16. It is now `/tank/aimodels/gemma4-26b-a4b-it-heretic-bf16` (llmfan46). **Base path AND chat-template path must be config keys, not constants** — and the template must point at upstream's (`gemma4-26b-a4b-it-bf16/chat_template.jinja`), never the base's own, or training renders a different prompt than production serves.
- **🟢 char-rp seat = Gemma-4 26B-A4B MoE NVFP4** on `:8016`, both aliases on ONE backend. **Currently DOWN by operator instruction** to hold GPU0 headroom for the tune. `gen` is UP and verified. MeroMero-v2 retained stopped in `created` state for rollback (stop-then-start; both bind :8016). → `persistent-memory.d/2026-08-24-charrp-gemma4-moe-swap-and-trainee.md`
- **🟢 THREE trainee-relevant model dirs on `/tank/aimodels/`, NOT interchangeable:** `gemma4-26b-a4b-it-bf16` (stock, 49 GB — its chat_template is the canonical upstream one), `gemma4-26b-a4b-it-heretic-bf16` (llmfan46 abliterated, the trainee), `gemma4-26b-a4b-it-abliterated-bf16` (TrevorJS, KL 0.09, alternate). Plus `-nvfp4` (served) and `-nvfp4a16` (activation control). ⚠ **BF16 cannot coexist with `gen`** — 48.07 GiB of weights on a 94.97 GiB card. Every BF16 window means gen stops.
- **🟢 `stacks/gemma4-trainee-bench/`** is the ephemeral BF16 bench stack — no `--quantization` flag (the production compose hardcodes `compressed-tensors` and crash-loops on BF16), `restart: "no"`, no homepage labels. Base swap is ~5 minutes because it exists.
- **🎨 Homepage runs AUSTRALIS SKYFALL with a working light/dark toggle**, recategorised on "do I open this?" (TOOLS expanded / ENDPOINTS collapsed). ⚠ **`theme:` MUST stay pinned in settings.yaml** — removing it makes the page loader throw and serve `initialSettings: {}`, the first *confirmed* trigger for the "tab bar goes missing" mystery. → `persistent-memory.d/2026-08-24-homepage-uniform-grid.md`
- **🔒 ana-gw's public admin surface is ZERO open TCP ports**; box scheduled for replacement by **OPNsense on a Dell R420** (brings WireGuard onto the edge — the downstream-WireGuard-VM design is moot, do not scope it). **No out-of-band path remains** — if both tunnels drop it is console-only. → `persistent-memory.d/2026-08-24-ana-gw-admin-closed-acme-disabled.md`
- **🟢 Both Anaheim IPsec tunnels run AES-128.** NH3 245→**270 Mbit/s**, ESH 268→**304**. Ceiling is **the UDM's software AES-CBC, not the FortiGate**. → `persistent-memory.d/2026-08-23-anaheim-ipsec-tunnel-ceiling.md`
- **🟢 Scriberr LIVE** — ana-ml2 **GPU1** :8080, built locally, uid **10001**, needs `UV_LINK_MODE=copy`. → `persistent-memory.d/2026-08-24-scriberr-ana-ml2.md`
- **🟢 ESH DNS fixed at the IPv6 layer**; RDNSS **redirected** to AdGuard. ⚠ Proxmox bridges need `accept_ra=2`. Naming scheme lives in `docs/pfi/ipv6-naming-scheme.md`**a convention, not memory state; never let a memory line be the only copy again.**`persistent-memory.d/2026-08-24-esh-dns-rdnss-and-scheme-live.md`
- **🟢 SEAT MAP.** ⚠ **ana-ml2 runs a vLLM VERSION SPREAD, not one version** — do not say "ana-ml2 runs X". Measured 2026-08-24: `gen` **0.27.2rc1.dev150** (`nightly-311b3513`), `mog-sec` **0.26.1rc1.dev1102** (`nightly-e9d1398d`), `rerank-a3`/`coder`/`reward`/`embed` **0.24.0**, char-rp + trainee-bench pinned **v0.26.0**. `v0.27.1` (tagged) and three nightlies sit on disk unused. **`gen`** = Qwen3.8-27B-Uncensored NVFP4-mixed, GPU0 :8015, 7 aliases, UP. **`char-rp`** = Gemma-4 MoE NVFP4, GPU0 :8016, DOWN deliberately. **`sec`/`sec-reasoning`** = M.O.G.-SEC, GPU1 :8019, sharing GPU1 with Scriberr.
- **⚠️ THE `sec` DEGENERATION QUESTION IS STILL OPEN AND CONFOUNDED.** Isolating experiment is **MTP k=3 on `e9d1398d`** — still not run. Operator ruling: degeneration lives in the **un-fixed vLLM**, not the weights; MTP-head hypothesis **retracted**. Both sightings n=1.
- **🟢 ana-ml2 mounts `/mnt/smithy`** ro + soft, **NOT in fstab** — manual remount after reboot. `nconnect=8` approved but deliberately not applied. → `persistent-memory.d/2026-08-23-smithy-mount-ana-ml2.md`
- **🟢 ESH IS DUAL-STACK**; v4 static is an unprovisioned Cityside ticket. **NH3 stays v6-off by explicit ruling.**
- **⏳ OPEN ELSEWHERE:** MTP-k3 isolating experiment; upstream vLLM issue to file; Cold-Fusion NVFP4 quants (44 GB) delete/keep; OWUI image-tag drift; `/tank` DEGRADED **70+ days**; Worldtree **#411** debug-room litter; Lobe retirement is the operator's call; brokkr's `gen` vs trained-reward-model bake-off. **Commits are local and unpushed** — push is the operator's call.
- **⚠️ STANDING: NO FLEET NOTIFICATIONS unless the operator asks** (2026-08-24). Direct task correspondence with a counterparty is fine; unsolicited broadcasts are not.
## Recent decisions
- `[2026-08-25]` **Fused MoE kernel path — DEFERRED, tracked at park `fused-moe-kernel-path-for-gemma-4-moe-training` (id 47).** Operator: "note the fused MoE kernel for round two… if we nail it soon, the math has us wanting to restart the run anyway." Training MFU is **8.6%** (27.1 of a benchmarked 313.8 TFLOPS) because `transformers` runs the Gemma-4 experts in a Python loop — 128 experts × 30 layers, ~11,500 iterations per step under gradient checkpointing. ⚠ **The same fused 3-D expert layout that made bitsandbytes skip 88.5% of the model is exactly what a grouped GEMM wants** — the format is good for storage and for fused kernels, and hostile only to naive iteration. Two fixes: `group_by_length` (29.9% compute, free, but breaks the seeded order manifest and re-opens a batch-composition call brokkr already made) and a grouped-GEMM/compiled MoE forward (the remaining ~10×). **Not applied to the live run** — restarting mid-flight to change batch ordering was judged a bad trade at step ~50 of 1,312.
- `[2026-08-25]` **The ERP/RP tune LAUNCHED after 12 harness defects and an operator override of the corpus gate.** Four of the twelve would have crashed the run; two were INERT GATES that passed because they could not fail. Run is `/tank/erp-tune/run-01`, harness eitri-smithy `997c4a4`. Full arc — override, defects, sizing, the measured MFU — in the in-flight section and `docs/pfi/gemma4-erp-tune-sizing.md`.
- `[2026-08-24]` **char-rp seat swapped to the Gemma-4 26B-A4B MoE; abliterated trainee base staged and measured.** OOM root-caused to `--gpu-memory-utilization` not covering CUDA context (and to gen's footprint GROWING WITH UPTIME); a benchmark finding retracted because it scored below chance; abliteration isolated at 0.6 core points but it MOVES capability rather than removing it. → `persistent-memory.d/2026-08-24-charrp-gemma4-moe-swap-and-trainee.md`
- `[2026-08-24]` **Serving the tuned ERP model: LoRA-on-NVFP4 PREFERRED, merged weights the expected fallback — and the recorded objection may be STALE.** Operator: "if you CAN load it as a lora, all the better, the issue is that we will want to run nvfp4 weights, which we had some serious trouble with loading loras on top of nvfp4." ⚠ **The archived root-cause says it was NOT NVFP4-specific**: `[2026-07-07]` vLLM 0.24.0 qwen3_5 LoRA application was a silent no-op (#47639, regression from #37912) — adapter loads HTTP 200, zero deltas at inference, proven **quant-agnostic (NVFP4 AND FP8 both inert)** and adapter-format-agnostic by a 3-peer dwarf panel. Fix PR #47640 was OPEN then. **ana-ml2 is FAR past 0.24.0 and the box runs a SPREAD, not one version** (measured 2026-08-24): `gen` on `nightly-311b3513` = **0.27.2rc1.dev150**, `mog-sec` on `nightly-e9d1398d` = 0.26.1rc1.dev1102, the small seats still on 0.24.0, and char-rp/trainee-bench pinned to v0.26.0. ⚠ **`vllm/vllm-openai:v0.27.1` is already ON DISK, unused** — a TAGGED release, which is the right retest target: no nightly variance, no pull, ~4 months past the diagnosis. So: RETEST hot-swap LoRA on **v0.27.1** before designing around merge — it is cheap, and if it works the post-tune gate can be two aliases on one engine. If it still no-ops, merged weights it is, which means the harness must EMIT merged weights and Eitri needs that in the contract while he is early. Tracked at this snapshot commit; settle it in the QLoRA sizing conversation.
- `[2026-08-24]` **Homepage rebuilt on Australis Skyfall; light mode shipped.** Two findings worth more than the theme: **(a)** the Skyfall bundle including its canonical light ramp was sitting in this repo's git history at `45c1995` — check `git show` before concluding a vendored design asset is lost; **(b)** removing `theme:` from `settings.yaml` deterministically breaks the dashboard render (six recreates empty, restoring the key fixed it in 12s), which is the first confirmed cause of the "tab bar goes missing" symptom. Retires the `homepage.log` size lead from earlier the same day — it did nothing on this episode. → `persistent-memory.d/2026-08-24-homepage-uniform-grid.md`
- `[2026-08-24]` **Homepage reorganised on the axis "do I open this?" — UI groups expanded on top, API/agent groups collapsed at the bottom** (operator-delegated: "re-categorize however you want"). Load-bearing constraint: `homepage.group` is read at container CREATION, so the 16 GPU-backed model seats keep their unlovely names rather than eat a recreate — `initiallyCollapsed` + order is free. Second rule discovered here: **group members should all have widgets or none should**, because a stat strip adds ~50px and opens a void beside plain cards. → `persistent-memory.d/2026-08-24-homepage-uniform-grid.md`
- `[2026-08-24]` **Homepage columns unified at 4 for every group; the 2026-08-18 "columns = member count" rule is retired.** It was avoiding dead cells in a short last row and bought a worse defect — card width changing at every group boundary. Also carries two CSS traps: `overflow: hidden` clips at the PADDING box (so a `padding-right` gutter is spill room, not a guard), and a `:root` override of a Homepage theme variable is silently outranked by `.theme-slate` on the same `<html>` element. → `persistent-memory.d/2026-08-24-homepage-uniform-grid.md`
- `[2026-08-24]` **AES-128 adopted on both Anaheim tunnels; the per-flow ceiling root-caused to the UDM's software AES-CBC, exonerating the FortiGate.** Proven by an A/B/A cipher swap at identical CPU — hardware offload is not cipher-cost-sensitive. → `persistent-memory.d/2026-08-23-anaheim-ipsec-tunnel-ceiling.md`
- `[2026-08-24]` **ana-gw's public admin surface closed to zero open ports, ACME listener included.** Two of my diagnoses were wrong first (an "ISP proxy" that was the FortiGate, and an "all-port VIP" alarm that was a parser gap) — both from reading config instead of measuring from outside. → `persistent-memory.d/2026-08-24-ana-gw-admin-closed-acme-disabled.md`
- `[2026-08-24]` **Scriberr deployed on ana-ml2 GPU1, image built from source.** Three upstream bugs: the Blackwell image was never published, it must run as uid 10001, and `UV_LINK_MODE=copy` is required or two backends fail silently. → `persistent-memory.d/2026-08-24-scriberr-ana-ml2.md`
- `[2026-08-24]` **ESH DNS fixed at the IPv6 layer and the naming scheme went live on three hosts.** UniFi's RDNSS cannot be disabled but CAN be redirected — the field is only honoured when an explicit server is given. → `persistent-memory.d/2026-08-24-esh-dns-rdnss-and-scheme-live.md`
- `[2026-08-24]` **`speaches` on irv-ml1 stopped, stack retained** — Eyra was abandoned pre-implementation (Scriberr covers the need), leaving it no consumer. Disposition confirmed to eyra-dev; one command to restart. Tracked at althing thread `01M0RRJX8GPZEBDHF1E3W18RZF`.
- `[2026-08-24]` **esh-vm-db brought onto the fleet infra-ops identity and given its first vaulted credential.** It previously had none: root and infra-ops refused key auth and `lkraven`'s sudo wanted a password nobody held, leaving `qm guest exec` from the hypervisor as the only privileged path. Break-glass root password at `secret get esh-vm-db/root-breakglass-password` (console-only; plaintext never crossed the wire — only its SHA-512 hash did).
- `[2026-08-24]` **`nconnect=8` on `/mnt/smithy` — approved but DEFERRED at operator instruction.** brokkr-smithy-dev pre-approved it for "once the FortiGate work settles" and does not need re-asking; the operator declined it in this session's scope. Tracked at althing thread `01M0R46SFYF83099N16WD67KGD`.
- `[2026-08-23]` **Anaheim's IPsec tunnel ceiling — investigated, then CLOSED 2026-08-24.** The 25%-of-2-Gbps framing was wrong (NH3's uplink is 1 Gbps); AES-GCM proved impossible; AES-128 landed instead. → `persistent-memory.d/2026-08-23-anaheim-ipsec-tunnel-ceiling.md`
- `[2026-08-23]` **selene retired after losing a head-to-head on its own job; `chat-judge` moved to gen, the model name 404s by design.** Also surfaced that **7 aliases share one seat** — cross-checking between them is an echo, which caught a real defect in brokkr's 46k-exposure R47 gate. → `persistent-memory.d/2026-08-23-selene-retired-alias-collision.md`
- `[2026-08-23]` **hrafn adopted; its CI reported green for its whole life while deploying nothing.** A staging dir inside the rsync target destroyed its own source mid-copy; the deeper fault was verify steps that asserted uptime, never content. → `persistent-memory.d/2026-08-23-hrafn-adopted-ci-frozen-source.md`
- `[2026-08-23]` **Worldtree b187 shipped; all three instances de-armed from a 69-day-stale `:latest`; Matrix homeserver re-plumbed to personal.** Includes the `:8009`-is-demo port trap that an IP-only fix would have walked into. → `persistent-memory.d/2026-08-23-worldtree-b187-pins-matrix.md`
- `[2026-08-23]` **Every secret-bearing `.env` on ana-docker tightened to 0600** — eight stacks including vaultwarden and traefik, verified exposed by reading one as `nobody`. → `persistent-memory.d/2026-08-23-ana-docker-env-perms-sweep.md`
- `[2026-08-23]` **`pfi` gitea org created; claude-bot is an Owner and creates repos self-serve.** Closes the repo-creation half of the credential-migration directive — `vh` is a USER namespace so no service account could ever create there. Repo creation needs `write:user` + `write:repository` + `write:organization`; `POST /users/{u}/tokens` is basic-auth only, so minting needs the account password. Default new repos to `pfi/`. (`vh/eitri-smithy` was its first tenant, then moved.)
- `[2026-08-23]` **Booth: kept boards are deletable and link rows are prunable.** `release` on a kept card drops the sentinel so the existing × applies; `booth links` / `booth unlink <id|index>` prune one row. Rows are addressed by **content id, never position** — the board is append-only and multi-writer. **Releasing a board RESETS its TTL clock** (unlink bumps the dir mtime), so unkeep-and-wait is a 24h delay, not a delete. (`4be880f`, `0ad332b`)
- `[2026-08-22]` **DFlash2 spec-decode measured on our own stack; `sec` promoted to it.** +1821% accepted length and +1518% throughput over MTP k=3, drafter proved model-agnostic across two finetunes to 0.06%, and the k=7 MTP *control* showed deeper MTP is a throughput trap. → `persistent-memory.d/2026-08-22-dflash2-spec-decode.md`
- `[2026-08-22]` **Quant pipeline shipped a crippled tokenizer for months — fixed at source.** `quant_mixed_nvfp4.py` baked its calibration truncation (`max_length 2048`) into every mixed-NVFP4 build; latent on old transformers, fatal on new. Both live quants corrected, pipeline now saves a source-pristine tokenizer and asserts it. Playbook §3.14. (`0755ba7`)
- `[2026-08-22]` **`sec` retuned to util 0.52 / 420K after a runtime OOM at 0.55/480K** — `gpu-memory-utilization` is not a hard reservation; activation grows past the dummy-data profile and six vLLM containers share GPU1. Also measured: the KV pool varies ~6.6% between boots, so max-model-len must be sized against the *lower* observation. (`6e82899`)
- `[2026-08-22]` **Max-Q 1.8× spread does NOT apply to LLM decode — measured, not argued.** ana-ml2 draws 256266 W of 300 W under sustained 100% decode with `SW Power Cap: Not Active` and clocks pinned. Corrected to brokkr-smithy-dev after I had lent the claim credibility; 122B figure (~9093 tok/s at 262K) stands as a straight number.
- `[2026-08-21]` **ESH internal IPv6 live on two LANs; the Cityside v4 static is a CARRIER problem, proven.** A full gateway reboot forced a fresh DHCP DISCOVER and returned the identical CGNAT address. YaRN was already configured — "1M needs YaRN, absent" was false. → `persistent-memory.d/2026-08-22-dflash2-spec-decode.md` sibling entry in `ad21302`
- `[2026-08-21]` **speaches ASR live on irv-ml1 for Eyra — and `no_speech_prob` alone is a weak hallucination gate.** Silence and room tone both hallucinated "Thank you." under 0.11; `avg_logprob` separates ~6× better. Consumers should gate on a composite. (`aa5863c`, `c7e2187`)
- `[2026-08-20]` **Cold-Fusion abliteration — Robinson recipe captured; the fight was the environment, not the recipe.** Stock Cold-Fusion measured ~33% creative refusal → worth abliterating ourselves (supersedes waiting for DavidAU's heretic build). Recipe maps 1:1 (131 tensors); capture succeeded only in **fp32** — transformers' Qwen3.5 DeltaNet linear-attn NaNs nondeterministically in bf16 without the unbuildable `causal-conv1d` kernel (precision cancellation, not overflow). Direction finite at layer 22 but agreement 0.59 (vs Robinson's 0.99) → **calibration-set expansion is next.**`persistent-memory.d/2026-08-20-coldfusion-abliteration-capture.md`
- `[2026-08-19]` **A *software* watchdog is not watchdog protection — esh-pve froze for 4.5h holding one.** softdog cannot fire when the kernel it runs in is wedged, and Proxmox's `watchdog-mux` never arms without HA resources, so the box *looked* protected and wasn't. Moved to the PCH `iTCO_wdt` under systemd. Also: a single cross-VLAN DNS entry with no secondary turns any VM outage into a whole-site outage. → `persistent-memory.d/2026-08-19-esh-pve-freeze-dns-spof.md`
- `[2026-08-19]` **Fleet `.internal` DNS built and live — git-sourced, agent-managed, three resolvers.** Zone-scoped authority (ESH's hand-made `esteban.net` rewrites survive); the colo had no resolver at all; v6 column empty on purpose because SLAAC addresses rotate. → `persistent-memory.d/2026-08-19-fleet-internal-dns.md`
- `[2026-08-19]` **waterland studio containerised on irv-ml1 — three landmines, all measured.** cupy needs CUDA *headers* the host had by accident; `uv run` re-syncs and prunes cupy at RUNTIME; the A6000 is container-index 0, not the host's 1. → `persistent-memory.d/2026-08-19-waterland-studio-containerised.md`
- `[2026-08-19]` **Homepage cleaned up, then themed with Australis Skyfall + an Arbo-generated background.** Includes the hour lost to a self-healing tab-bar red herring, and the CSS-iteration loop that prevents it recurring. → `persistent-memory.d/2026-08-19-homepage-skyfall-theme.md`
- `[2026-08-19]` **Four unmanaged stacks found on live hosts — two quietly broken.** A dashboard card is a cheap census of what is actually running; check whether the stack is even in `stacks/` before debugging the symptom. → `persistent-memory.d/2026-08-19-unmanaged-stacks-searxng-seafile.md`
- `[2026-08-19]` **`claude-bot` granted read on `vh/waterland`** (operator-empowered, verified `admin:false push:false pull:true`) so irv-ml1 can self-update without the operator's site-admin token living on a GPU box. Precedent for the standing migrate-off-operator-creds directive: grant the service account, wire a repo-scoped 0600 credential helper, keep the remote URL clean. Commit `8189076`.
- `[2026-08-19]` **AI-tab Dormant regrouping BELAYED by the operator** — six seats (char-rp Magidonia, char-rp-reasoning Heretic2, Granite summarizer, Qwen-Image-Bench, Skaldsong, Chatterbox Fast) show amber EXITED inside live groups rather than `AI - Dormant`. Fix is a label change + recreate per stack; needs the operator's read on which are retired vs temporarily down. `untracked by operator choice` (his words: "belay the ai dormant regrouping for now").
- `[2026-08-18]` **esh-pve-nas migration STAGED — and staging is where three landmines surfaced, none of which the plan predicted.** (1) The runbook's `/boot` LV had **nowhere to live**: VG `pve` had 4 MB free and mounted ext4 cannot shrink, so the space came from the 768 MB swap LV (operator's call: shrink to 256 MB, not drop). (2) The runbook's `zpool set cachefile=… nvme` would have **broken the NAS** — populating a cache flips the host to import-by-cache, and a one-pool cache leaves `ssd`+`tank` unimported under CT 103's twelve bind mounts. (3) **`update-grub` silently emitted a pool-less `root=ZFS=/ROOT/pve-1`**, because GRUB's ZFS reader cannot open a pool with `encryption`/`large_dnode`/`zstd_compress` and the probe failure is swallowed. All three were caught by *verify steps that asserted effective state*, not by reading the plan. → `persistent-memory.d/2026-08-17-esh-pve-nas-dom.md`
- `[2026-08-17]` **esh-pve-nas PVE root is on a USB DOM — mitigated, and the migration replanned to split boot from root.** Operator's design beats my reinstall plan; wear was never the issue, blocked patching is. → `persistent-memory.d/2026-08-17-esh-pve-nas-dom.md`
- `[2026-08-17]` **irv-ml1 cleared of 782 GB, and Homepage brought under version control.** One dead-looking Gradio app pinned three delete targets at once; `/opt/ComfyUI` is NOT the ComfyUI that serves. → `persistent-memory.d/2026-08-17-irv-ml1-cleanup-homepage.md`
- `[2026-08-17]` **Gen seat swapped to `absolute-heresy` — and the three bugs the swap exposed are worth more than the swap.** Candidate `MuXodious/Qwen3.8-27B-absolute-heresy` (Heretic v1.4.0 + SOMPOA, T377) beat the incumbent on refusals AND KL simultaneously, which is the unusual part — those normally trade off. Validated on the probe port per operator ruling, promoted, all 7 aliases green. **Durable lessons banked:** (1) **A CPU-only MTP head hash can replace the ~56 GB bf16 acceptance gate.** The `Qwen3_5ForConditionalGeneration` wrapper never loads the MTP head, so PEFT merges / Heretic runs / llm-compressor passes all leave `mtp.*` pristine — hashing it against a head we have already measured (the incumbent's, 47.7%) answers the question for free. Predicted 47.7%, measured 47.2%. Saved downing meromero. Tool: `services/gen-seat-mixed-quant/compare_mtp_head.py` (hash bf16 via **uint8 reinterpret** — numpy has no bfloat16). (2) **`post_quant.py` assumed a standalone `model-mtp.safetensors`**; a full checkpoint keeps `mtp.*` in a NUMBERED shard, so the copy silently no-op'd while the index was still rewritten to point at a file that never existed — 15 unresolvable tensors behind a correct-looking tensor count. Its own FAILED-CHECKS assertion caught it; **that is why the check exists rather than an assumption**. Fixed to extract. (3) **A probe that does not mirror the live seat manufactures failures.** `serve_probe.sh` hardcoded `:latest` (seat is a pinned nightly for #51113), had no tool-call/reasoning parsers, and its `--speculative-config` JSON died twice on quoting — **bash BRACE-EXPANDS `{"a":1,"b":2}` on the comma** unless single-quoted at the REMOTE shell. Adding the seat's flags took the surface test from 5/6 to **6/6**; the "tool calling broken" result was pure probe config. Commits `7997f11`,`254c588`,`2c36028`,`b0c2d3d`,`993421b`.
- `[2026-08-17]` **Fleet IPv6 mapped + the real VPN topology verified; the driver is CGNAT at ESH, not the WireGuard mesh.** New ESH fiber (installing 2026-08-18) lands the house behind **CGNAT**, which breaks **Site Magic** (NH3↔ESH `sdwan-mesh-tunnel`) on IPv4 — so IPv6 becomes load-bearing as the escape hatch, and that is its most likely first consumer. Topology as VERIFIED (a prior turn assumed wrong and was corrected): UniFi↔UniFi = **Site Magic**; colo↔UniFi = **IPsec IKEv2** (`pfi-ana-nh3` 158M/165M pkt = the workhorse, `ana-to-eshudm`); **WireGuard is an RA convention only, host-based on `ana-wg`** UDP 31337 behind a FortiGate VIP — the FortiGate never terminates WG (FortiOS 7.2 has none; 7.4 added it) so "upgrade the edge for WireGuard" is a **non-problem, do not re-derive**. IPv6 today: **NH3 WAN live** `2600:1700:b25:c110::48`, **colo none**, **ESH none**. **AT&T delegates one /64 PER REQUEST** (`2600:1700:b25:c11f::/64`) — and the BGW holds the whole `/60`, rationing `c118``c11f` one at a time while keeping `c110``c117`. So eight /64s exist; UniFi just solicits once. ⛔ **CLOSED 2026-08-24 — operator ruling, do not re-raise:** the BGW has **no IP-passthrough** (operator confirmed, and we have admin on it), so the only route to the other seven is a multi-DUID DHCPv6 client on a VM — which means split-stack routing and rebuilding the entire v6 firewall policy off the UDM. Juice not worth the squeeze. NH3 LANs stay v6-off. A mesh needs a routable **WAN** address, **not** PD. `ana-wg`'s WG socket is **already dual-stack** (`[::]:31337`) → v6 RA needs an address + a v6 port-forward, no WG reconfig. ⚠ UDM legacy `rest/firewallrule` returns **0 rules** (zone-based firewall) — use `v2/…/firewall-policies`; inbound v6 is default-deny and held. All three endpoints will be **dynamic** → extend the existing hostname pattern (`ana-fw`/`nh3.phasefinal.com`) to **AAAA**. Enabled PD on `nh3-iot` to measure, **reverted on operator instruction** (all 5 LANs back to `none`, verified). Also fixed: **`ana-wg` WireGuard key material was world-readable** (`wg0.conf` + `keys/*_priv` + `*_psk` + client `configs/*.conf` at 644) → now 600, dirs 700, service untouched. Detail → `persistent-memory.d/2026-08-17-fleet-ipv6-mesh.md`.
- `[2026-08-17]` **Gen-seat multi-day degeneration RESOLVED — two compounding real causes, not one; the meta-lesson is "a mitigation that HELPS but doesn't FIX means a second cause, not a wrong one."** vLLM `qwen3_5_mtp`×GDN bug (#51113, real, fixed by nightly) + AEON full-W4A4 being lowest-fidelity (W4A4<W4+FP8<W4+bf16) → ~15-20% stochastic degeneration. Fixed by mixed FP8-attn build on pinned nightly. AEON purged. Also banked: **stochastic (~15-20%) degeneration is invisible to a small synthetic probe — n=1 "clean" validated THREE non-fixes (MTP-off, APC-off, nightly-alone) that all failed in real use; get the operator's real transcript, do not trust your own probe.** Full → `docs/pfi/model-quantization-playbook.md` §3.8 (+ §3.7 MTP-multi-turn). Commits `d28a371`,`2f2bbce`,`2185964`.
- `[2026-08-17]` **Lobe Chat chosen over Open WebUI (weight: 143 MB vs 1.8 GB) + stood up on esh-docker-vm; scoped LiteLLM key blocks paid models; System-Agent `gpt-5-mini` default repointed via env.** TTS env-vs-UI resolved as a split (endpoint env-driven, voice/model UI-only). tts-dev onboarding closed both directions; ballad/verse aliased so no voice can 404 the router. Commits `e9362de`,`163a725`,`cac75cb`,`933253d`,`25fa18e`.
- `[2026-08-17]` **LiteLLM upgraded v1.91.0→v1.97.0 (RC-avoided on the fleet gateway) + the 6 GB spend-log DB purged & capped** (`store_prompts_in_spend_logs:false` + 7d retention). Interpreted "get rid of the db" as the spend-log DATA not the database (keys/config live in it). Commit `01b5ad9`.
- `[2026-08-16]` **Abliterated models go CATATONIC at the hard refusal edge — silence, not a decline.** Abliteration removes the refusal *direction*, so at the genuine hard edge the model neither refuses nor complies → empty/degenerate output. Durable measurement consequence: a refusal probe MUST score EMPTY as a verdict distinct from REFUSAL and COMPLY (`services/refusal-probe/probe.py` does). Operator accepted it as out-of-scope; do not chase.
- `[2026-08-16]` **Fable-Fusion 711 cuts cold-framing refusals 92.5% → 15.8%; refusal is MONOTONIC IN FRAMING, and DS v1.0's problem is that she was never abliterated.** brokkr-smithy-dev supplied the framing that reproduces (`01M05M48R4RSZF9D8KT7RR55EJ`): a **bare assistant-mode instruction** — no character card, no permission preamble. Three-arm A/B, same harness, same classifier: permission framing **DS 0.0% / FF 0.0%** (n=75); plain character cards **DS 1.4% / FF 0.0%** (n=74); bare instruction **DS 92.5% (37/40) / FF 15.8% (6/38)**. Per-axis DS→FF: incest 100→20, non-con 100→20, bestiality 100→25, necrophilia 100→40, gore 100→**0**, consensual 80→20, dubcon 80→**0**, self-harm 80→**0**. DS refused **25/25** on the five axes brokkr flagged. Root cause: `ReadyArt/Dark-Scarlett-v1.0-27B` is a plain finetune of stock `Qwen/Qwen3.6-27B` carrying **NO abliteration** — the base refusal machinery is intact, so cold prompts revert to safety-tuned Qwen3.6. FF is Heretic-**ablated** (structural), which is why it holds. ⚠ **RETRACTED 2026-08-16 — my "arm-3 92.5% exceeds brokkr's 62.5%" comparison was INVALID.** His diff against his own artifact showed my `battery-instruct.yaml` reproduces only his **`creative` class — 8 of 16 axes**; it dropped all 5 `operational` (violence/incite, crime/fraud, cyber/malware, selfharm/methods, privacy/stalk) and all 3 `meta` (meta/sysprompt, meta/ignore, meta/dan), and added 2 controls he never had, at k=5 vs his k=2. **His 62.5% pools all 16 axes; my 92.5% is creative-only — different denominators, not a delta.** Cause: I rebuilt his shape from his *message*, and the `class` field lives in the artifact, not the prose. **Lesson: reconstructing a peer's instrument from their description reproduces what they described, not what they ran — diff against the artifact before claiming comparability.****Known battery bug left unfixed for comparability:** DS's arm-3 control gate failed at 11% because `ictrl-reunion` pairs "explicit / do not fade to black" with *brothers*, which DS reasonably read as an incest request; FF did not. `ictrl-storm` is the clean control. Commit `b9e68c3`.
- `[2026-08-16]` **MTP works on Fable-Fusion AND survives RP temperatures — my earlier caution was wrong.** vLLM resolved `Qwen3_5MTP`, loaded the drafter, shared embedding + `lm_head` — the capability DS's seat never had because our quant dropped her MTP tensors. Measured over the full probe workload (~163k draft windows at temp 0.71.0): **47.0% acceptance** (229,169/487,725), 1.41 extra tokens/window, per-position 68.3/43.6/29.1%, **~80.6 tok/s** decode at temp 1.0. I had recorded a caution that the card's 1.56× was greedy-measured and acceptance would fall at RP temps — **it did not**; 47.0% matches the gen seat's 47.7% and beats the card's own 33% at depth 5. Depth 3 is right.
- `[2026-08-16]` **The Qwen base thinks incessantly — that is WHY the Gemma seat exists, and no swap within the Qwen family fixes it.** Operator's architectural point, confirmed by measurement: on identical prompts DS 6036 ch vs FF 5323 ch of reasoning (permission arm), 5546 vs 4988 (cards arm) — FF actually reasons ~1012% **less**. The bare-instruct row (DS 2291 vs FF 3918) inverts only because DS refused 92.5% of it and refusals are short — an artifact, not concision. Both are Qwen3.6-27B derivatives, so this is the base family. `char-rp` = **MeroMero-v2, Gemma-4 base**, :8016, verified 0 chars reasoning / clean prose — the non-thinking seat, working as designed. FF *can* be silenced (`enable_thinking:false` verified 3/3, and it ships `chat_template-instruct.jinja`) but that duplicates MeroMero on a base chosen for it. The stale LiteLLM comment describing `char-rp` as the retired GGUF Magidonia seat is fixed (`53096bf`).
- `[2026-08-16]` **esh-vm-docker hardened: the wedge is `hard` NFS at RUNTIME, which the boot-ordering fix never addressed.** All four mounts were `hard`, so a NAS stall at 10.0.50.50 blocks I/O forever (D-state). The existing `x-systemd.before=docker.service` fstab fix solved the **boot race** — a different bug. Exposure was far below what the park item assumed: only **2 of 12** containers touched NFS, and container state was already local (`/var/lib/docker`). **Removed:** `/mnt/compose` (2.1G, fully vestigial — zero containers referenced it, dockge reads local `/opt/docker`, its one mention was a comment in `beszel-agent-esh/.env` about a *different* host) and `/mnt/documents` (2.0K, paperless's empty spool dirs → `/opt/docker/data/paperless` at the same 0777). fstab backup `/etc/fstab.bak-nfs-harden-20260816`. **4 mounts → 2, 2 wedge-capable containers → 1.** traefik needed **no** change (already `restart: unless-stopped` — why it self-recovered). **Watchdog** `services/esh-vm-docker-watchdog/` live on **esh-pve** (not the guest): probes traefik over **HTTP, deliberately not ping/SSH** — the wedge signature is "guest OS alive, services dead" (`/` is local disk so sshd answers straight through a total outage and a TCP check reports HEALTHY). 5 failures × 2 min → `qm reset 100`, 30-min cooldown, running-only guard, `/etc/esh-vm-docker-watchdog.disabled`. All paths tested without power-cycling. **DEFERRED (operator):** `/mnt/books` stays `hard` — calibre's SQLite `metadata.db` would risk corruption under soft/softerr. That is the **one remaining wedge vector**. Commit `55705ba`; park item 28 promoted. ⚠ **`qm` over non-interactive ssh throws a bogus `JSON::Backend::XS` error** — use `ssh host 'bash -s' <<'EOF'`, not `ssh host "qm …"`.
- `[2026-08-16]` **Canonical Qwen3.8 sampling applied from upstream; `gen-reasoning` had the WRONG-MODE presence_penalty.** Qwen/Qwen3.8-27B "Best Practices" §1 and unsloth/Qwen3.8-27B §1 are **byte-identical** — thinking: `temp 1.0 / top_p 0.95 / top_k 20 / min_p 0.0 / presence_penalty 0.0 / repetition_penalty 1.0`; instruct: `temp 0.7 / top_p 0.80 / top_k 20 / min_p 0.0 / presence_penalty 1.5 / repetition_penalty 1.0`. **Bug found:** `gen-reasoning` carried `presence_penalty 1.5` — the *instruct* value on a *thinking* deployment (canonical 0.0) — now fixed. **Deliberately NOT canonicalised:** `summarizer`/`classifier`/`image-judge`/`qwen-image-bench` run `temperature=0` (judges also `top_k=1`) because determinism is their contract; forcing a chat preset on a classifier would break it. ⚠ **`presence_penalty=1.5` is canonical but is the one value upstream hedges on**, verbatim: *"using a higher value may occasionally result in language mixing and a slight decrease in model performance."* It is the **operator's suspected trigger** for multi-turn degradation and the **first dial to move (0.00.5)** if that recurs — it is alias-scoped, which is why it would follow the operator across model builds. Commit `3462b53`.
- `[2026-08-16]` **Four wrong diagnoses on one bug, and the lesson is the test design.** Operator reported the gen seat "degenerate on long multi-turn conversations". Rolled the seat back on request; **the previous weights behaved identically**, exonerating the model swap. I then proposed and disproved FOUR mechanisms in sequence — empty assistant turns poisoning history, reasoning runaway, length-mirroring from short history, and `presence_penalty` — before discovering **my own multi-turn harness was confounded**: it varied the QUESTION along with the depth (depth-1 asked question #2, depth-3 asked question #4), so a narrower question drawing a shorter answer read as degeneration. The "310→209→28w collapse" I reported as a reproduction was an artifact. **Rules banked:** (1) when comparing across conversation depth, hold the final question FIXED and vary only the history; (2) reply-length variance on byte-identical input was 25465w, so n=3 cannot support any claim about a trend; (3) **ask for the operator's real failing transcript before building a synthetic reproduction** — four synthetic tests, none of them his failure. Gateway `spend_logs` returns `[]` on the infra-ops key despite `store_prompts_in_spend_logs: true`, so real transcripts need the `:4000/ui` view or another key — worth solving before the next such hunt.
- `[2026-08-16]` **Two REAL client-side defects found while chasing the above, neither of which was the reported bug.** (1) `gateway-chat`'s Max-tokens field defaulted to **1024**; thinking seats spend part of that on CoT before emitting content, so completions truncate with `finish_reason=length` and read as model degeneracy — raised to 4096. (2) `parseInt` on an empty field yields NaN, which `JSON.stringify` serialises as **`null`**, which the server reads as "no max_tokens supplied" and silently substitutes its own default — indistinguishable from the UI ignoring the field. Both fixed (`b6552e0`, `fb3bb52`). ⚠ **`compose` bind-mounts a single FILE, and a single-file bind mount binds the INODE** — rsync writes-and-renames, so the container kept serving stale content while the host file showed the new value, silently and with no error. `docker restart` does NOT clear it; the container must be **recreated**. Verify against what the *container* sees, never the host file. Applies to any file-source mount fleet-wide.
- `[2026-08-16]` **Refusal measurement: benign controls CANNOT validate a refusal classifier on RP prose — and a 0% rate needs a classifier self-test before you believe it.** Two durable lessons from baselining Dark-Scarlett. (1) **False positives:** my first bare-framing number was **9.5%**; the true figure was **1.4%**. The rest were the classifier firing on *in-character* text — `"I cannot shift my weight"` spoken by the character ~100 chars into a 2,443-token torture scene, and `"Yeah, I'm an AI… What's the actual gig?"` where the model answers in voice and keeps driving the scene. First-person RP prose is **full** of "I can't"; a genuine refusal *opens* with its marker, so the scan window must be the **first sentence**, a marker followed by long prose must demote to AMBIGUOUS, and AI self-acknowledgement is a **persona break, never a refusal on its own**. Benign controls were clean the entire time and caught none of it — they only detect over-firing on *benign* prompts, not on in-character prose. (2) **False negatives:** a 0% rate and a broken classifier are indistinguishable from the report, so `test_classify.py` (16 cases, both false positives pinned as regressions) must pass before any low number is trusted. Also banked: the **thinking-budget trap** — empty `content` + `finish_reason=length` is reasoning eating the budget, NOT a refusal; score INVALID and exclude from the denominator (DS emits ~5.5-6k chars of reasoning per response, so `max_tokens` ≥3072). `probe.py --rescore` re-classifies a saved run with zero GPU time. → `services/refusal-probe/README.md`, commit `32f665e`.
- `[2026-08-16]` **Held an operator-approved swap window because the baseline invalidated its premise.** Operator approved ~65 min of `char-rp-reasoning` downtime to A/B Fable-Fusion 711 against Dark-Scarlett on refusals. The DS baseline then came back **0.0%/1.4%** — no gap for a candidate to close, so the window would have bought no decisive signal *and* a second window would still be needed once a reproducing battery existed. Held the swap, reported, and routed to brokkr-smithy-dev for the battery that actually produced the refusals. The general rule (action-relevance): **approval is for a plan, not a ritual — when new evidence kills the plan's premise, surface it rather than spend the budget.** Nothing deployed, no downtime taken, seat untouched.
- `[2026-08-16]` **DS v1.0's one real refusal is self-contradicting boilerplate, not a content constraint.** On a direct "drop character and state your content policy" probe she returned *"I don't generate explicit sexual content, graphic violence, or material that glorifies harm, non-consensual acts, or illegal activity"***in the same run where she generated all three at 0% refusal**. Reads as a learned recital triggered by meta-questions about policy. If production refusals share that shape the failure is **prompt-shaped, not model-shaped**, and a consumer-side system-prompt fix may beat a model swap entirely — worth settling before spending the GPU window. Separately, 7/85 bare-framing samples were persona breaks (in-character AI acknowledgement): not refusals, but DS will admit to being an AI unless the card explicitly forbids it.
- `[2026-08-15]` **RP-seat direction: KEEP MeroMero on `char-rp`; Artemis-31B rejected; next move is Dark-Scarlett on a Qwen3.8 base when it lands (operator).** Evaluated `TheDrummer/Artemis-31B-v1.1` — mechanically a drop-in (same `google/gemma-4-31B-it` base, identical 1188-tensor/356-vision census, same missing-`preprocessor_config.json` trick), so it's purely a quality call, and our own survey already ranked MeroMero **#1** vs Artemis **#6**; Artemis is also unlicensed and its author deprioritizes correctness + warns of token-banning-for-stability, which fights char-rp's tool-calling requirement. **MTP verified impossible on both** (Gemma-4 has no MTP head at all — base/MeroMero/Artemis are all MTP=0; no finetune can add one). **But speculative decoding IS reachable on a Gemma-4 seat via a DETACHED drafter** — vLLM 0.24 supports `eagle3` + `gemma4_mtp`, and real drafters exist: `google/gemma-4-31B-it-assistant` (0.94 GB, 4-layer, 761K dl), `RedHatAI/gemma-4-31B-it-speculator.eagle3` (4.47 GB), `AEON-7/…eagle3-NVFP4` (3.53 GB). ⚠ all list their verifier as **stock** gemma-4-31B-it, not an RP finetune, so acceptance against MeroMero is unmeasured and likely well below the gen seat's ~48%. UNTESTED — parked, ~45 min to measure, needs GPU0 headroom (card is at 94.4/97.9 GB). **Why the Dark-Scarlett 3.8 plan is the strong one:** DS is Qwen3.6-based today, so a 3.8 respin lands on the *gen seat's* architecture → native MTP returns and the whole mixed NVFP4+FP8 recipe + graft ports directly. Watch two things on arrival: `from_pretrained` **silently drops MTP heads during finetuning** (verify 15 `mtp.*` tensors in the index; graft from stock if absent), and DS v1.0 required the `Qwen3_5ForConditionalGeneration` **wrapper class** to save a config vLLM/SGLang accept. Both in `docs/pfi/model-quantization-playbook.md`.
- `[2026-08-15]` **Quant lessons consolidated into `docs/pfi/model-quantization-playbook.md` — the durable home; read it BEFORE any requant.** Survey found quant knowledge scattered across 18 files in 4 trees, with **three** documents having independently written overlapping "landmines" sections (the loader-class trap alone was rediscovered 3×). Playbook owns the **transferable** lessons (scheme choice, landmines, acceptance gate + its 3 measurement traps, hardware/co-residency); per-model artifacts are demoted to worked examples that link up. Carries a **superseded-claims table** — which immediately earned itself: the heretic2 runbook's "use modelopt, compressed-tensors can't load the BF16 MTP" is **false** (the cause was the missing `re:^mtp.*` ignore, not the format) and would have sent the next session down the modelopt dependency-hell path; that runbook now carries a stale-warning header. Maintenance rule in `CLAUDE.md`: model-agnostic → playbook, model-specific → stays put, wrong claim → dated superseded row, never a silent edit. Motivated by Qwen3.8 having just released — the next model swap needs a requant. Commit `a91cc3f`.
- `[2026-08-15]` **Operator ruling: the gen seat's +1.7% perplexity is an acceptable price for the speed — SETTLED, don't re-litigate.** Precise attribution for future reasoning: it is the **activation-quantization** cost (W4A4 MLPs + FP8 attention vs BF16 activations), not an MTP cost — PPL was measured with speculative decoding **off** on both builds, so MTP was not in the loop. Turning MTP off would not recover it; only reverting the quant would (rollback = one `.env` line, old build intact at `…/qwen38-27b-uncensored-nvfp4`).
- `[2026-08-15]` **gen seat requanted to mixed NVFP4+FP8 (+18% decode) + char-rp Gemma-4 tool-calling fixed.** The queued "W4A8" (NVFP4 weights + FP8 activations) is **not servable** — vLLM 0.24 allows NVFP4 weights with only A16 or A4; FP8 activations ValueError at load, and `CompressedTensorsW4A8Fp8` is INT4-weights + sm90-exact (closed on Blackwell twice). FP8 must enter **per-layer-group**. Also: the handoff's "~68 tok/s" baseline didn't reproduce — cache-busted, the incumbent already did **80.12** (≈ the stated W4A8 target), so the premise needed re-measuring before any work. Shortcut: `unsloth/Qwen3.8-27B-NVFP4` was already on-box → served as a probe, measured **+19.1% at identical acceptance**, which both proved the gain was real and handed over the reference recipe. Replicated it on the abliterated weights → **80.12→94.53 tok/s, acceptance unchanged, +1.7% PPL, abliteration 4/4, weights 19%**; surface 6/6 live, 7 aliases routing. char-rp had **no** tool parser at all (every tools request 400'd) → `gemma4` tool + reasoning parser + a **mandatory** `enable_thinking:false` (the parser defaults it True → null `content` for all RP prose; proven byte-identical prompt before deploying). Commits `b8f0f4c`, `74f596b`. Foot-guns banked (llm-compressor prunes unmatched `ignore` entries → the 0%-MTP bug, **fired on this run**; prompt_logprobs uniform under spec-decode; 0600 `.env` silently no-ops compose; GPU0 is zero-sum). → `persistent-memory.d/2026-08-15-gen-seat-mixed-requant.md`
- `[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 `1020` 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 ~610s 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]]
- `[2026-08-05]` **Fleet CI resilience flip (`DEFAULT_ACTIONS_URL=self`) — attempted end-to-end, PARKED on a runner action-fetch auth blocker; infra-ops to research it (operator-directed, deferred, NOT now).** 7 gitea action mirrors staged public+populated (orgs `actions`+`astral-sh`); the flip resolves `uses:` correctly but act_runner v0.6.0 can't authenticate its fetch to gitea 1.26 ("Invalid username or token. Password authentication is not supported"). Reverted (CI back on github default); `REQUIRE_SIGNIN_VIEW=false` KEPT as a standing change (operator, internal WG net). Full endeavor, the reliable nh3-dev-egress + git-SSH mirror method, exact config state, smoke method, and next step → `persistent-memory.d/2026-08-05-ci-flip-parked.md`
- `[2026-08-05]` **worldtree herald re-nudge bug root-caused → forseti shipped althing-core v2.1.2 (`d5d33df`, deployed on nh3-dev).** `herald.py:363` rendered the wake command from the empty *fresh* mail set on the re-nudge path (should be `deliver_msgs`) → `messages[0]` IndexError → un-suppressed outer catch-all → 7s crash-loop for 9 days on worldtree-codex's pane route (mimir-dev surfaced it; I traced it from the editable source). Fix + `render_command` empty-guard + outer log-suppress + 3 tests + contract amendment, all forseti's. **nh3-extdev herald 2.1.2 upgrade DEFERRED** (operator, not-now): extdev is a WHEEL install (not editable), unexposed (no pane routes); the verified 2.1.2 wheel is staged on nh3-dev `/tmp` (sha256 `003508…cef27`) — `uv tool install --force` + restart both heralds when un-parked. extdev herald-unit provenance resolved (operator-authorized 2026-07-25 via forseti relay; recorded in this file's 07-25 herald-install entry). auto-memory `reference_nh3_dev_althing_herald`.
- `[2026-07-31]` **muninn-gate (#377 ingestion front door) BUILT + DEPLOYED + healthy on corviduo-dev:8090.** First-boot acceptance passed (watcher:running:true proves ingestion_root byte-identity); submit path deferred to the mimir-inbox era. Full wiring (uid-1000, state-volume mount, staging path-agreement, BuildKit-secret build, deferred repoint + operational guards) → `persistent-memory.d/2026-07-31-muninn-gate-deploy.md`
_214 older entries archived to archival-memory.md._
## Tried and abandoned
- `[2026-08-24]` **AES-GCM on the Anaheim tunnels — impossible, not merely hard.** UniFi's manual site-to-site IPsec implements no AEAD cipher at all: eight GCM spellings rejected `api.err.InvalidPayload` against a passing `aes256` control. Blocks both tunnels since both far ends are UDMs. Accepted enum is `aes128/aes192/aes256/3des` — and 3DES is *slower* (no ARM instructions, 64-bit blocks), so AES-128 is the floor.
- `[2026-08-24]` **Pointing the UDM's `wan_dns1` at AdGuard — silently ignored.** It persists and reads back correctly but the LAN-facing forwarder never uses it; proven with fresh uncached ad domains (AdGuard answers `0.0.0.0`, the UDM returned real IPs). Reverted rather than left in place.
- `[2026-08-24]` **A multi-DUID DHCPv6 VM to claim NH3's seven unclaimed /64s — declined by the operator.** The BGW has no IP-passthrough (confirmed, we hold admin), so the only route needs re-cabling, split-stack routing and **rebuilding the entire v6 firewall policy off the UDM**. The prefixes are easy; the firewall rebuild is why nobody wants them. Do not re-raise on "there are seven free prefixes".
- `[2026-08-23]` **A `HEAD == GITHUB_SHA` assertion in the hrafn CI — added, broke the checkout twice, removed.** It needed the `git` binary (run 9920, exit 127); installing `git` then flipped `actions/checkout@v4` off its **node** implementation onto the git binary, which died on a missing CA bundle (run 9921). A nice-to-have assertion changed the checkout's code path and broke a working pipeline. Removed rather than patched with `ca-certificates` — it guarded a hypothesis that proved wrong. **Do not add `git` to that prereq step.**
- `[2026-08-23]` **Repointing `selene-1-mini-8b` at gen's endpoint — proposed by me, correctly overruled.** *"never repoint a named model at a different model's endpoint — that is intentionally misleading."* The trap is that it does not feel like deception; it feels like sparing consumers a migration. That framing is the tell. Role aliases move; model names die with the model and 4xx.
- `[2026-08-15]` **Grafted bf16 MTP loads UNINITIALIZED (0% accept) unless `re:^mtp.*` is in the quant-config `ignore`; and W4A16=Marlin (not native FP4) costs ~20% even on decode.** Cost a premature 79 GB delete of a good model (declared desync-dead off the 0%). Lessons: test MTP on bf16 FIRST, isolate before deleting; modelopt 0.43 is dependency-hell for qwen3_5 (list-vs-dict quant_cfg + transformers conflict) — use llm-compressor. Full → `persistent-memory.d/2026-08-15-uncensored-gen-seat.md`
- `[2026-08-03]` **ComfyUI `--enable-triton-backend` on the irv-ml1 A6000 crashes EVERY render — Ampere has no hardware e4m3.** adhoc-agent's operator-approved probe: comfy_kitchen's triton backend has a FUSED int8 matmul that would beat the eager backend's ~1.9x-slower unfused int8 path (21.3s vs 11.2s fp8 on the Moody Krea2 int8 checkpoints). Flipped it (added to `COMFY_CMDLINE_EXTRA`, recreated) → `triton.compiler.errors.CompilationError: ValueError("type fp8e4nv not supported in this architecture. supported: fp8e4b15, fp8e5")` in `comfy_kitchen/backends/triton/quantization.py:145 dequantize_per_tensor_fp8`, failing at **node 5 CLIPTextEncode**. Triton's fp8 dequant kernel targets `fp8e4nv` (Hopper/Ada e4m3); **sm_86 Ampere (A6000) lacks hardware e4m3** → the JIT compile dies. With triton on it grabs the **global** `--fp8_e4m3fn-text-enc` dequant, so every render (fp8 AND int8) dies upstream at the text-encode step — the int8 UNet path never ran, so the convrot-coverage caveat wasn't even the limiter. Reverted cleanly (~15s to healthy, image unchanged `sha256:94afb8ca`, sage intact, prod restored). **The parked cu130 rebuild won't fix it** (e4m3 = hardware format, not CUDA version). **DEFERRED to the Ada refresh** (operator: "ada is coming, we'll optimize then" — Ada sm_89 has native e4m3, so triton's fp8 path should compile there). **Mechanics:** `--enable-triton-backend` is a compose `environment:` var, so toggling it needs `docker compose up -d` (**recreate**), NOT `docker restart` (reuses the baked env, no-ops silently). Full: auto-memory `parked_triton_backend_ampere_fp8`.
_143 older entries archived to archival-memory.md._