Operator call: the incumbent abliterated model was the first one we could
find, not an optimised pick. sakamakismile/Qwen3.8-27B-AEON-ULTIMATE-
UNCENSORED-NVFP4 (base AEON-7 BF16, abliterix-abliterated, Apache-2.0),
byte-verified at /tank/aimodels/qwen38-27b-aeon-ultimate-nvfp4.
Measured on the same harness, same GPU, cache-busted per playbook 5.
Baseline was RE-measured live before the swap rather than trusted:
incumbent (W4A4+FP8 mixed) AEON (W4A4)
decode bs=1 94.09 tok/s 104.22 +10.8%
MTP acceptance 47.7% 52.3% +4.6pp
abliteration 4/4 4/4
surface 6/6 6/6
weights 22.5 GB 20.6 GB -8.4%
AEON concurrency: conc=1 98.48 tok/s aggregate; conc=6 381.29 aggregate /
63.55 per-stream, MTP holding 50.6% under load.
Surface 6/6 includes vision (image-judge rides this seat) and a 36k-token
needle retrieval, which was the specific risk in going full-W4A4 -- the
packager only validated 32k, and W4A4 long-context collapse is in our own
notes from the Granite work. It held.
reasoning_effort: the AEON template defaults to xhigh (template line 47),
and at xhigh this model can spend its entire budget inside <think> and
emit no answer -- a silent-empty-response hazard for the automated
summarizer/classifier consumers. Seat now pins the default to medium via
--default-chat-template-kwargs, per-request overridable. Override PROVEN
live: chat_template_kwargs.reasoning_effort=bogus returns HTTP 400
carrying the template's own exception text, so caller values genuinely
reach the template and invalid ones fail loudly rather than silently
falling back. Empty GEN_REASONING_EFFORT omits the flag for models that do
not read the kwarg -- the Qwen3.6 line ignores it entirely, where setting
it would be a false lever.
All 7 aliases verified routing. Rollback is one .env line; the previous
build is untouched at /tank/aimodels/qwen38-27b-uncensored-nvfp4-mixed.
TWO GAPS, declared:
- Incumbent concurrency was never captured before the swap (I baselined
bs=1 only), so the conc=1/6 figures have no same-hardware comparator.
- Perplexity NOT measured. eval_quality correctly refused it: under
--speculative-config prompt_logprobs come back ~uniform (median rank
~130k), playbook trap 2. A real PPL number needs both seats served
without spec-decode.
Adds concbench.py (concurrent throughput; wall-clock aggregate, not
sum-of-rates, and delta-based MTP accounting).
eshpfi-management
Infrastructure management workspace for the PFI fleet (plus the ESH home-lab host). Tracks server state, canonical Docker Compose stacks, per-host configs, and the tooling that moves them around.
See CLAUDE.md for the full set of conventions and the rules Claude Code sessions follow when working here.
The fleet
Docker hosts:
| Host | IP | Site | Role |
|---|---|---|---|
| ana-ml2 | 10.250.50.54 |
Anaheim (10.250.0.0/16) |
GPU / AI inference (bare metal) |
| ana-docker | 10.250.50.70 |
Anaheim | General-purpose Docker + cross-site hubs (VM on pfi-pve) |
| nh3-docker | 10.100.50.40 |
NH3 (10.100.0.0/16) |
General-purpose Docker (VM on nh3-pve) |
| esh-docker-vm | 10.0.50.45 |
ESH home lab (esteban.net) |
Home-lab Docker (VM on esh-pve, non-PFI scope) |
| vm-esh-nas | 10.0.50.154 |
ESH home lab | NAS-adjacent Docker, NFS-mounted shares (VM on esh-pve-nas, non-PFI scope) |
Proxmox hypervisors (tracked for inventory; not Docker targets):
| Host | IP | Site | Role |
|---|---|---|---|
| pfi-pve | 10.250.250.31 |
Anaheim | Proxmox VE (188 GB / Xeon Silver 4310) |
| nh3-pve | 10.100.250.60 |
NH3 | Proxmox VE (62 GB / i9-13900H) |
| esh-pve | 10.0.250.35 |
ESH home lab | Proxmox VE (62 GB / i9-13900H) |
| esh-pve-nas | 10.0.50.55 |
ESH home lab | Proxmox VE, storage-dedicated (125 GB / Xeon W-1250) |
Per-host snapshots of the running system live under servers/<host>/system-details.txt, refreshed via scripts/refresh-server-info.sh.
Layout
.
├── CLAUDE.md # conventions; loaded by Claude Code sessions
├── README.md # this file
├── scripts/ # workstation tooling
│ ├── server_inspect.sh # read-only diagnostic, runs on remote via stdin
│ ├── proxmox_inspect.sh # Proxmox-aware probe (VMs, LXCs, storage, backup coverage)
│ ├── refresh-server-info.sh # pull fresh system-details.txt for one/all hosts
│ ├── refresh-proxmox-info.sh # pull fresh proxmox-details.txt for one/all PVE nodes
│ ├── add-host.sh # register a new server (writes servers/<name>/ssh-target)
│ ├── sync-stacks.sh # pull /opt/docker/{compose,conf}/ → stacks-mirror/
│ ├── deploy-stack.sh # push stacks-mirror/<host>/<stack>/ with diff + prompt
│ ├── discover-fortigate.sh # DHCP lease list from a FortiGate via SSH
│ ├── discover-unifi.sh # client list from a UniFi Controller via REST
│ └── discover-gaps.sh # find IPs in discovery TSVs not tracked in servers/
├── servers/ # per-host notes + latest snapshot + ssh-target fallback
│ └── <host>/
│ ├── README.md
│ ├── system-details.txt # regenerate on demand
│ └── ssh-target # <ip> or <user>@<ip>, used when DNS fails
├── stacks/ # canonical compose files (source of truth)
│ └── <stack>/
│ ├── compose.yaml
│ ├── .env.example
│ └── README.md
├── stacks-mirror/ # gitignored — live mirror from sync-stacks.sh
├── configs/ # host-level config files that aren't docker-compose
│ ├── homepage/ # canonical config for the fleet dashboard (on esh-docker-vm)
│ └── restic/<host>/ # resticprofile configs + pre-backup hooks
└── docs/ # general reference (network, models, proxmox, etc.)
└── pfi/
Current stacks
GPU (ana-ml2):
llama-swap— GGUF model swapper via llama.cpp (port 9292)vllm— embeddings (8001) + reranker (8002) + Skywork reward classifier (8003) via vLLM
Anaheim non-GPU (ana-docker):
traefik,crowdsec,gitea,vaultwarden,synapse,seafile,searxng,openwebui,sillytavern,mailrise,rustdesk,dockge,it-tools- (
mattermostretired 2026-04-21 — compose dir may still linger, containers gone) - Notes / feeds:
miniflux(RSS, 8080),nevermore(twice-daily LLM-curated brief, 8181, multi-tenant — extracted to its own repo atvh/nevermore),memos(note server, 5230) - Assistant tooling:
task-board(MCP + dashboard for assistant task state, 7878) - Fleet services:
beszel(metrics hub, port 8090),dozzle-hub(log viewer, 8088),backrest(restic UI, 9898) - Backup target:
rest-server-anaon port 8000
GPU ana-ml2 (non-canonical for now):
comfyui,kokoro,parakeet,vibevoicealongside the canonicalllama-swap+vllm
NH3 (nh3-docker):
adguard,dockge, plus Beszel/Dozzle agents
NH3 (Synology 10.100.50.50):
rest-server-nh3— restic backup target (port 8000)
ESH home lab (esh-docker-vm):
adguard,homeassistant(macvlan),esphome,mosquitto,paperless-ngx,pgadmin,calibre-web-automated,drawio,traefik,homepage,uptime-kuma, plus Beszel/Dozzle agents
ESH home lab (vm-esh-nas):
filezilla(web UI on port 5800),dockge, plus Beszel/Dozzle agents. Mounts/mnt/{share,music,books,media}from the Debian NAS at 10.0.50.50.
Common tasks
Refresh one host's snapshot:
scripts/refresh-server-info.sh ana-docker
Refresh all hosts:
scripts/refresh-server-info.sh all
Refresh all Proxmox nodes (separate flow — captures VM/LXC/backup-coverage):
scripts/refresh-proxmox-info.sh all
Add a new host:
scripts/add-host.sh <name> <ip-or-user@ip>
scripts/refresh-server-info.sh <name>
Validate discovery (without hitting the network):
scripts/refresh-server-info.sh --validate-only all
Push a stack to a host (with diff + confirm):
scripts/deploy-stack.sh <host> <stack>
Pull every server's compose/conf trees into stacks-mirror/ (not committed — see .gitignore):
scripts/sync-stacks.sh all
Bootstrap a new fleet repo from this one:
scripts/fork-fleet.sh ~/development/<other-fleet>-management
# optional: override the fleet-name baked into the skeleton CLAUDE.md / README
scripts/fork-fleet.sh ~/development/<dest> <fleet-name>
Mirrors the reusable tooling (everything under scripts/, the
generic playbook templates, .gitignore, conventions section of
CLAUDE.md) into the destination dir, strips fleet-specific content
(servers/, stacks/, configs/, fleet-named playbooks
(deploy-*, decouple-*), docs/orientation.md, docs/runbooks/,
docs/pfi/, STATUS.md, host-pinned helper scripts), regenerates
skeleton CLAUDE.md / README.md / STATUS.md with the new fleet
name, and initializes a fresh git history with one "Initial commit".
The script does not create a gitea remote or push — namespace +
repo name are an explicit manual step. The "next steps" output prints
the exact tea repo create + git remote add + git push commands
to wire it up when ready.
Backup pipeline
Backups are driven by per-host resticprofile configs under configs/restic/<host>/, scheduled via systemd timers on each host:
- Writes: each host backs up to its site-local rest-server (
rest-server-anaorrest-server-nh3), over HTTP basic-auth. - Authentication: shared
.htpasswdfile on both rest-servers, one entry per host; credentials stored in/etc/restic/restic.envon each client host. - Encryption: per-host client-side passphrase in
/etc/restic/password(unique per repo; losing it = losing that host's backups). - Visibility: Backrest (
http://10.250.50.70:9898) shows every repo for browsing/restore. - Schedule: backup at 01:00 daily,
forgetat 03:00 daily, weeklycheck --read-data-subset 10%on Sundays. - Prune: manual ceremony (rest-server runs with
--append-only, which blocks destructive prune ops). - Off-site: cross-site rsync between the two rest-server data dirs is planned (not yet implemented).
Coverage status (as of 2026-04-29)
Goal: every Docker host + configs + every database covered, not just VM images.
| Layer | State |
|---|---|
| VM-level (Proxmox vzdump) | ✅ All running guests covered across pfi-pve / nh3-pve / esh-pve-nas; esh-pve has VMID 108 uncovered |
| ana-docker restic (host files + DBs) | ✅ configs/restic/ana-docker/ with pre-backup hooks for synapse / seafile / vaultwarden-pg / gitea (native dump) / openwebui |
| ana-ml2 restic | ✅ configs/restic/ana-ml2/ — bare-metal host files (no DB hooks needed) |
| nh3-docker restic | ✅ Light — no DB hooks needed |
| esh-docker-vm restic | ✅ With DB hooks for paperless-postgres (external), home-assistant + pgadmin + uptime-kuma (host-side sqlite3), calibre-web-automated (in-container sqlite3) |
| vm-esh-nas restic | ✅ Light — NFS mounts explicitly excluded |
| nh3-dev (workstation) restic | ✅ /home/lkraven + /etc with language-toolchain and build-output excludes |
| irv-ml1 restic | ✅ Cross-site to rest-server-nh3 via WireGuard |
| esh-vm-db restic | ✅ With pg_dumpall + mongodump pre-backup hooks |
| Cross-site redundancy | ✅ ana-nas → nh3-nas rsync at 04:00 daily; nh3-nas → ana-nas at 05:00 daily (configs/rsync/) |
| Prune ceremony | ✅ Quarterly manual ritual documented in docs/runbooks/nh3-prune-ritual.md (DSM-mediated --append-only toggle) |
| offen/docker-volume-backup sidecars on esh-docker-vm | ❌ Remove once restic proves itself (~1 week of clean runs) |
Authoritative vs. mirror
- Authoritative: files on each server under
/opt/docker/compose/<stack>/and/opt/docker/conf/<stack>/. - This workspace: source-of-truth copies under
stacks/<name>/(hand-curated), and a gitignored mirror understacks-mirror/pulled bysync-stacks.sh.
Edit in stacks/, push with deploy-stack.sh. Never commit stacks-mirror/ — it can contain embedded plaintext secrets from upstream compose files that haven't been audited yet.