Both hosts are rebuilt from tag v0.1.3 (one ONNX session per detector canvas) and redeployed. pytest -m gpu tests/vision passes 3/3 on each card. Server-side for one face, same harness as the v0.1.2 baseline: - esh-ml1 GPU 144 -> 48 ms - fv-ml1 GPU 75 -> 27 ms End to end from nh3-dev: 101.6 and 73.8 ms. CPU mode got slower on every CPU target: fv-ml1 cpuset 0-5 went 152 -> 205 ms with a face, and the no-face frame roughly doubled. That is well outside the run-to-run spread. The suspected cause (not measured) is per-session ORT thread pools spinning. Reported to augaman-dev. Neither deployment uses CPU mode. On esh-ml1 the dependency layer missed the build cache and the rootfs touched 90% until the v0.1.2 image was removed. fv-ml1's build hit the cache, and the exported requirements are identical, so the stack README now says to check disk before building on esh-ml1.
docs/
Navigation map for the documentation tree. New session? Read
orientation.md first — it's the narrative overview
of the fleet, backup architecture, governing principles, and gotchas,
and it points at everything else.
Tree
docs/
├── orientation.md # start here — fleet overview + where-to-look guide
├── runbooks/ # ops runbooks (recovery, deployment phases)
│ ├── disaster-recovery.md
│ ├── nh3-prune-ritual.md
│ └── pbs-deployment.md
└── pfi/ # PFI-specific reference (services, models, VMs)
├── docker-stack.md
├── model-list.md
├── proxmox-vms.md
├── recommended-model-settings.md
├── vm-102-matrix-appservice.md
└── vm-102-matrix-synapse.md
What goes where
runbooks/— step-by-step ops procedures. Anything you'd reach for during an incident or while standing up new infrastructure. Examples: disaster recovery (blast-radius tiers + restoration steps), PBS deployment (9-phase rollout). New runbook → new file here.pfi/— PFI-specific reference material that's too narrow for the top-level CLAUDE.md but doesn't change incident response. AI model inventory, recommended inference settings, Matrix bridge config, Proxmox VM map. New stable reference → new file here.- Top-level (
docs/orientation.md,docs/README.md) — narrative guides about the workspace itself, not about specific infra.
Cross-references
- Fleet topology + servers table: top-level
CLAUDE.md. - Open work + recent milestones: top-level
STATUS.md. - Durable cross-session facts:
~/.claude/projects/-home-lkraven-development-eshpfi-management/memory/.
Conventions
- Markdown, GitHub-flavored. CommonMark renders fine in most viewers.
- File names are lowercase-kebab-case, descriptive. No dates in filenames — git history covers that.
- One topic per file. If a file grows past ~500 lines, look for a natural split before adding more.
- No checked-in binaries or checksums. Build/release artifacts belong
in a build pipeline or
tools/, notdocs/.