# Graph Report - .  (2026-06-10)

## Corpus Check
- cluster-only mode — file stats not available

## Summary
- 1521 nodes · 1488 edges · 173 communities (165 shown, 8 thin omitted)
- Extraction: 100% EXTRACTED · 0% INFERRED · 0% AMBIGUOUS
- Token cost: 0 input · 0 output

## Graph Freshness
- Built from commit: `6e2f80e1`
- Run `git rev-parse HEAD` and compare to check if the graph is stale.
- Run `graphify update .` after code changes (no API cost).

## Community Hubs (Navigation)
- [[_COMMUNITY_Audio Generation Pipeline|Audio Generation Pipeline]]
- [[_COMMUNITY_Backup and Migration Infrastructure|Backup and Migration Infrastructure]]
- [[_COMMUNITY_Catalog Schema Definitions|Catalog Schema Definitions]]
- [[_COMMUNITY_Service Configuration Schema|Service Configuration Schema]]
- [[_COMMUNITY_Disaster Recovery Infrastructure|Disaster Recovery Infrastructure]]
- [[_COMMUNITY_Audio Field Schema|Audio Field Schema]]
- [[_COMMUNITY_System Design Brief|System Design Brief]]
- [[_COMMUNITY_Matrix Appservice Configuration|Matrix Appservice Configuration]]
- [[_COMMUNITY_Matrix Synapse Deployment|Matrix Synapse Deployment]]
- [[_COMMUNITY_GPU Device Lifecycle|GPU Device Lifecycle]]
- [[_COMMUNITY_Restic Backup Deployment|Restic Backup Deployment]]
- [[_COMMUNITY_Fleet Orientation and Backup|Fleet Orientation and Backup]]
- [[_COMMUNITY_Docker Stack Infrastructure|Docker Stack Infrastructure]]
- [[_COMMUNITY_Anaheim Rest Server Setup|Anaheim Rest Server Setup]]
- [[_COMMUNITY_Proxmox VM Inventory|Proxmox VM Inventory]]
- [[_COMMUNITY_Ana ML2 Restic Backup|Ana ML2 Restic Backup]]
- [[_COMMUNITY_Irv ML1 Restic Backup|Irv ML1 Restic Backup]]
- [[_COMMUNITY_NH3 Synology Restic Setup|NH3 Synology Restic Setup]]
- [[_COMMUNITY_VM ESH NAS Restic Setup|VM ESH NAS Restic Setup]]
- [[_COMMUNITY_NH3 Dev Restic Setup|NH3 Dev Restic Setup]]
- [[_COMMUNITY_Restic Prune Script|Restic Prune Script]]
- [[_COMMUNITY_Onboarding Checklist|Onboarding Checklist]]
- [[_COMMUNITY_NH3 Prune Ritual|NH3 Prune Ritual]]
- [[_COMMUNITY_Backup Coverage Documentation|Backup Coverage Documentation]]
- [[_COMMUNITY_NH3 Dev Migration Plan|NH3 Dev Migration Plan]]
- [[_COMMUNITY_Model Variant Decision|Model Variant Decision]]
- [[_COMMUNITY_Catalog Contract Specification|Catalog Contract Specification]]
- [[_COMMUNITY_Chatterbox Fast Streaming TTS|Chatterbox Fast Streaming TTS]]
- [[_COMMUNITY_Backup Coverage and Monitoring|Backup Coverage and Monitoring]]
- [[_COMMUNITY_NH3 Dev Backup Setup|NH3 Dev Backup Setup]]
- [[_COMMUNITY_PBS NH3 Backup Setup|PBS NH3 Backup Setup]]
- [[_COMMUNITY_Model Variant Decision|Model Variant Decision]]
- [[_COMMUNITY_Rest Server Authentication|Rest Server Authentication]]
- [[_COMMUNITY_Althing Chamber Deployment|Althing Chamber Deployment]]
- [[_COMMUNITY_Catalog Latency Definitions|Catalog Latency Definitions]]
- [[_COMMUNITY_Claude Stack Conventions|Claude Stack Conventions]]
- [[_COMMUNITY_CosyVoice TTS Stack|CosyVoice TTS Stack]]
- [[_COMMUNITY_Cross-Site Monitoring Infrastructure|Cross-Site Monitoring Infrastructure]]
- [[_COMMUNITY_ESH VM DB Backup Coverage|ESH VM DB Backup Coverage]]
- [[_COMMUNITY_PBS API and Deployment|PBS API and Deployment]]
- [[_COMMUNITY_IRV ML1 CUDA Upgrade|IRV ML1 CUDA Upgrade]]
- [[_COMMUNITY_Parakeet ASR Deployment|Parakeet ASR Deployment]]
- [[_COMMUNITY_Ana Ana Restic Backup|Ana Ana Restic Backup]]
- [[_COMMUNITY_PBS Provisioning Plan|PBS Provisioning Plan]]
- [[_COMMUNITY_Worldtree Allowlist Coordination|Worldtree Allowlist Coordination]]
- [[_COMMUNITY_Ana NAS to NH3 NAS Mirror|Ana NAS to NH3 NAS Mirror]]
- [[_COMMUNITY_Asset Engine Deployment|Asset Engine Deployment]]
- [[_COMMUNITY_Cold Start Scheduling|Cold Start Scheduling]]
- [[_COMMUNITY_Image Revision Properties|Image Revision Properties]]
- [[_COMMUNITY_Label Value Properties|Label Value Properties]]
- [[_COMMUNITY_Chatterbox Turbo TTS|Chatterbox Turbo TTS]]
- [[_COMMUNITY_IndexTTS-2 Streaming TTS|IndexTTS-2 Streaming TTS]]
- [[_COMMUNITY_Langfuse Integration|Langfuse Integration]]
- [[_COMMUNITY_Miniflux Feed Setup|Miniflux Feed Setup]]
- [[_COMMUNITY_NH3 NAS Infrastructure|NH3 NAS Infrastructure]]
- [[_COMMUNITY_NH3 NAS to Ana NAS Mirror|NH3 NAS to Ana NAS Mirror]]
- [[_COMMUNITY_Fleet Backup Pipeline|Fleet Backup Pipeline]]
- [[_COMMUNITY_VM ESH NAS Refresh|VM ESH NAS Refresh]]
- [[_COMMUNITY_VLLM Reranker Scaling|VLLM Reranker Scaling]]
- [[_COMMUNITY_Voxtral TTS Stack|Voxtral TTS Stack]]
- [[_COMMUNITY_ANA Docker Running Stacks|ANA Docker Running Stacks]]
- [[_COMMUNITY_ANA Filebot Infrastructure|ANA Filebot Infrastructure]]
- [[_COMMUNITY_ANA ML2 GPU Allocation|ANA ML2 GPU Allocation]]
- [[_COMMUNITY_ANA NAS Container Context|ANA NAS Container Context]]
- [[_COMMUNITY_ANA WG Backup Coverage|ANA WG Backup Coverage]]
- [[_COMMUNITY_Hint ID Properties|Hint ID Properties]]
- [[_COMMUNITY_Backrest Backup Deployment|Backrest Backup Deployment]]
- [[_COMMUNITY_Beszel Monitoring Deployment|Beszel Monitoring Deployment]]
- [[_COMMUNITY_Calibre Web Automated Migration|Calibre Web Automated Migration]]
- [[_COMMUNITY_ComfyUI Deployment|ComfyUI Deployment]]
- [[_COMMUNITY_Gitea Runner Deployment|Gitea Runner Deployment]]
- [[_COMMUNITY_Kyutai TTS Stack|Kyutai TTS Stack]]
- [[_COMMUNITY_NH3 Docker Running Stacks|NH3 Docker Running Stacks]]
- [[_COMMUNITY_PFI Webhost Backup Coverage|PFI Webhost Backup Coverage]]
- [[_COMMUNITY_PFI PostgreSQL Backup Coverage|PFI PostgreSQL Backup Coverage]]
- [[_COMMUNITY_PFI Pteradactyl Backup Coverage|PFI Pteradactyl Backup Coverage]]
- [[_COMMUNITY_NVIDIA Nano Model Variants|NVIDIA Nano Model Variants]]
- [[_COMMUNITY_Qwen3 Coder Next Model|Qwen3 Coder Next Model]]
- [[_COMMUNITY_Prompt Tuning Reference Cards|Prompt Tuning Reference Cards]]
- [[_COMMUNITY_PFI Tactical RMM Backup|PFI Tactical RMM Backup]]
- [[_COMMUNITY_Qwen3 TTS Stack|Qwen3 TTS Stack]]
- [[_COMMUNITY_Restic Host Deployment|Restic Host Deployment]]
- [[_COMMUNITY_PBS Deployment Runbook|PBS Deployment Runbook]]
- [[_COMMUNITY_SF Ana Container Backup|SF Ana Container Backup]]
- [[_COMMUNITY_SF R630 Infrastructure|SF R630 Infrastructure]]
- [[_COMMUNITY_SFSRV ANA Backup|SFSRV ANA Backup]]
- [[_COMMUNITY_VibeVoice Stack Deployment|VibeVoice Stack Deployment]]
- [[_COMMUNITY_Model Reproducibility Schema|Model Reproducibility Schema]]
- [[_COMMUNITY_Dia TTS Stack|Dia TTS Stack]]
- [[_COMMUNITY_Auth TLS Deploy|Auth TLS Deploy]]
- [[_COMMUNITY_ESH PVE NAS Infrastructure|ESH PVE NAS Infrastructure]]
- [[_COMMUNITY_ESH PVE Infrastructure|ESH PVE Infrastructure]]
- [[_COMMUNITY_Deploy Stack Script|Deploy Stack Script]]
- [[_COMMUNITY_Proxmox Inspect Script|Proxmox Inspect Script]]
- [[_COMMUNITY_Refresh Proxmox Info Script|Refresh Proxmox Info Script]]
- [[_COMMUNITY_Refresh Server Info Script|Refresh Server Info Script]]
- [[_COMMUNITY_Homepage Deploy Documentation|Homepage Deploy Documentation]]
- [[_COMMUNITY_Kokoro TTS Stack|Kokoro TTS Stack]]
- [[_COMMUNITY_Llama Swap Deployment|Llama Swap Deployment]]
- [[_COMMUNITY_NH3 PVE Infrastructure|NH3 PVE Infrastructure]]
- [[_COMMUNITY_Persistent Memory Management|Persistent Memory Management]]
- [[_COMMUNITY_Hardware Network Placement Rules|Hardware Network Placement Rules]]
- [[_COMMUNITY_NH3 Egress Proxy Usage|NH3 Egress Proxy Usage]]
- [[_COMMUNITY_PBS-ANA Storage Migration Phase 2|PBS-ANA Storage Migration Phase 2]]
- [[_COMMUNITY_PBS-NH3 Datastore Provisioning Phase 5|PBS-NH3 Datastore Provisioning Phase 5]]
- [[_COMMUNITY_Automated Deployment Workflow|Automated Deployment Workflow]]
- [[_COMMUNITY_Centralized Deployment Configuration|Centralized Deployment Configuration]]
- [[_COMMUNITY_Gradio and REST Adapter Stack|Gradio and REST Adapter Stack]]
- [[_COMMUNITY_Catalog Field Schema|Catalog Field Schema]]
- [[_COMMUNITY_Catalog Response Schema|Catalog Response Schema]]
- [[_COMMUNITY_Catalog Section Group Schema|Catalog Section Group Schema]]
- [[_COMMUNITY_Field Option Schema|Field Option Schema]]
- [[_COMMUNITY_Dockge Deployment Layout|Dockge Deployment Layout]]
- [[_COMMUNITY_Documentation Conventions|Documentation Conventions]]
- [[_COMMUNITY_Unifi Device Discovery Script|Unifi Device Discovery Script]]
- [[_COMMUNITY_NVIDIA Nemotron 3 Super Model Overview|NVIDIA Nemotron 3 Super Model Overview]]
- [[_COMMUNITY_NFS Export Prerequisites for PBS-ANA|NFS Export Prerequisites for PBS-ANA]]
- [[_COMMUNITY_Esh-PVE Onboarding Phase 3|Esh-PVE Onboarding Phase 3]]
- [[_COMMUNITY_PBS-ANA to PBS-NH3 Synchronization Phase 6|PBS-ANA to PBS-NH3 Synchronization Phase 6]]
- [[_COMMUNITY_Ace Step API Deployment|Ace Step API Deployment]]
- [[_COMMUNITY_Catalog Model Schema|Catalog Model Schema]]
- [[_COMMUNITY_Status Configuration Options|Status Configuration Options]]
- [[_COMMUNITY_Togglable Settings Configuration|Togglable Settings Configuration]]
- [[_COMMUNITY_Local Settings and Plugin Permissions|Local Settings and Plugin Permissions]]
- [[_COMMUNITY_Infrastructure Observability Roadmap|Infrastructure Observability Roadmap]]
- [[_COMMUNITY_Server Inspection Script|Server Inspection Script]]
- [[_COMMUNITY_Stack Synchronization Script|Stack Synchronization Script]]
- [[_COMMUNITY_Langfuse Integration Deployment|Langfuse Integration Deployment]]
- [[_COMMUNITY_Backup and Tunable Configuration|Backup and Tunable Configuration]]
- [[_COMMUNITY_Playwright Chromium Testing Environment|Playwright Chromium Testing Environment]]
- [[_COMMUNITY_Recommended Model Inference Settings|Recommended Model Inference Settings]]
- [[_COMMUNITY_Critical Warnings by Model Types|Critical Warnings by Model Types]]
- [[_COMMUNITY_YouTube Voice Clipper Auto-Deploy|YouTube Voice Clipper Auto-Deploy]]
- [[_COMMUNITY_Stable Audio Open API Deployment|Stable Audio Open API Deployment]]
- [[_COMMUNITY_Archival Memory Management|Archival Memory Management]]
- [[_COMMUNITY_AnyOf Schema with License Warning|AnyOf Schema with License Warning]]
- [[_COMMUNITY_Properties Schema Definition|Properties Schema Definition]]
- [[_COMMUNITY_Enum Category Configuration|Enum Category Configuration]]
- [[_COMMUNITY_Content Type Specification|Content Type Specification]]
- [[_COMMUNITY_AnyOf Schema with Description|AnyOf Schema with Description]]
- [[_COMMUNITY_AnyOf Schema with Max Length|AnyOf Schema with Max Length]]
- [[_COMMUNITY_AnyOf Schema with Max Value|AnyOf Schema with Max Value]]
- [[_COMMUNITY_AnyOf Schema with Min Value|AnyOf Schema with Min Value]]
- [[_COMMUNITY_Method Configuration|Method Configuration]]
- [[_COMMUNITY_Streamable Settings|Streamable Settings]]
- [[_COMMUNITY_Deployed Service Catalog|Deployed Service Catalog]]
- [[_COMMUNITY_Options Configuration|Options Configuration]]
- [[_COMMUNITY_Required Settings Definition|Required Settings Definition]]
- [[_COMMUNITY_Section Schema with AnyOf|Section Schema with AnyOf]]
- [[_COMMUNITY_Source JSON Path Configuration|Source JSON Path Configuration]]
- [[_COMMUNITY_Source URL Configuration|Source URL Configuration]]
- [[_COMMUNITY_Step Configuration|Step Configuration]]
- [[_COMMUNITY_Endpoint Configuration|Endpoint Configuration]]
- [[_COMMUNITY_License Configuration|License Configuration]]
- [[_COMMUNITY_Pre-Backup Script Logging|Pre-Backup Script Logging]]
- [[_COMMUNITY_Infrastructure Fleet Bootstrap|Infrastructure Fleet Bootstrap]]
- [[_COMMUNITY_Fleet Forking Script|Fleet Forking Script]]
- [[_COMMUNITY_Kokoro Voice Blending Script|Kokoro Voice Blending Script]]
- [[_COMMUNITY_Endpoint Configuration|Endpoint Configuration]]
- [[_COMMUNITY_Estimated Latency Configuration|Estimated Latency Configuration]]
- [[_COMMUNITY_Host Configuration|Host Configuration]]
- [[_COMMUNITY_License Configuration|License Configuration]]
- [[_COMMUNITY_Lifecycle Configuration|Lifecycle Configuration]]
- [[_COMMUNITY_Name Configuration|Name Configuration]]
- [[_COMMUNITY_Version Configuration|Version Configuration]]
- [[_COMMUNITY_Environment Settings|Environment Settings]]
- [[_COMMUNITY_Host Addition Script|Host Addition Script]]
- [[_COMMUNITY_Fortigate Discovery Script|Fortigate Discovery Script]]
- [[_COMMUNITY_Gap Discovery Script|Gap Discovery Script]]
- [[_COMMUNITY_NH3 Egress Proxy Setup|NH3 Egress Proxy Setup]]
- [[_COMMUNITY_Entrypoint Script|Entrypoint Script]]
- [[_COMMUNITY_Entrypoint Script|Entrypoint Script]]

## God Nodes (most connected - your core abstractions)
1. `VM 102 — Matrix Synapse Deployment` - 17 edges
2. `Status + Open Issues` - 16 edges
3. `VM 102 — Matrix Appservice Configuration` - 14 edges
4. `Virtual Machines` - 12 edges
5. `Proxmox Backup Server deployment runbook` - 12 edges
6. `$defs` - 11 edges
7. `Fleet orientation — start here` - 11 edges
8. `Recommended Model Inference Settings — Reference Document` - 11 edges
9. `Deploy (one-time setup)` - 10 edges
10. `Plan of Attack — `chatterbox-fast` streaming TTS engine` - 10 edges

## Surprising Connections (you probably didn't know these)
- None detected - all connections are within the same source files.

## Import Cycles
- 1-file cycle: `stacks/stable-audio-open/server.py -> stacks/stable-audio-open/server.py`

## Communities (173 total, 8 thin omitted)

### Community 0 - "Audio Generation Pipeline"
Cohesion: 0.06
Nodes (36): ACEStepInput, ACEStepOutput, generate_audio(), initialize_pipeline(), Generate music; respond with the audio bytes inline.      Pre-2026-05-11 this re, ACEStepPipeline, _get_model(), OpenAI-ish /v1/audio/speech adapter in front of the Zonos Python SDK.  Why this (+28 more)

### Community 1 - "Backup and Migration Infrastructure"
Cohesion: 0.06
Nodes (35): Active migration — docker.io 20.10 → docker-ce 29.x, Architecture decisions (durable), Audio generation on irv-ml1 (A6000), autorestic decommission — redundant with the new two-layer pipeline, Backup coverage (2-layer, fully operational), Backup verification post-recovery, ~~🟥 Blocked — irv-ml1 stalled after CUDA driver upgrade (2026-04-25)~~ — RECOVERED 2026-04-27, Daily Digest applet (+27 more)

### Community 2 - "Catalog Schema Definitions"
Cohesion: 0.06
Nodes (35): additionalProperties, properties, required, title, type, additionalProperties, properties, required (+27 more)

### Community 3 - "Service Configuration Schema"
Cohesion: 0.06
Nodes (33): additionalProperties, default, title, type, description, items, title, type (+25 more)

### Community 4 - "Disaster Recovery Infrastructure"
Cohesion: 0.07
Nodes (29): ana-docker (VM 10.250.50.70), ana-filebot (CT 112 on pfi-pve) — file automation, ana-ml2 (bare metal Supermicro, 10.250.50.54, BMC 10.250.250.50), ana-nas (CT 109 on pfi-pve, 10.250.50.50), ana-wg (CT 113 on pfi-pve) — WireGuard VPN, Cross-cutting: what to check FIRST for ambiguous outages, esh-docker-vm + vm-esh-nas, esh-pve + esh-pve-nas (10.0.250.35 + 10.0.50.55) (+21 more)

### Community 5 - "Audio Field Schema"
Cohesion: 0.07
Nodes (29): anyOf, default, title, anyOf, default, title, properties, anyOf (+21 more)

### Community 6 - "System Design Brief"
Cohesion: 0.07
Nodes (26): 1.1 Asset is a first-class entity, 1.2 Content-addressed output storage, 1.3 Reproducibility is a hard requirement, 1.4 Job table from day 1, 1.5 Auth as a no-op dependency, not absent, 1.6 API surface ≠ UI surface, 1.7 Service catalog is git-versioned and additive, 1.8 Tags + collections plumbed in the model from day 1 (+18 more)

### Community 7 - "Matrix Appservice Configuration"
Cohesion: 0.08
Nodes (23): Agent Users Always Show as Offline, Agent Virtual Users, Application Service Model, Dependencies, env.sh additions, Formatting, Operational Notes, Overview (+15 more)

### Community 8 - "Matrix Synapse Deployment"
Cohesion: 0.10
Nodes (20): Architecture, Components, Network, Next Steps, Overview, Port Allocation, Security Notes, Sources (+12 more)

### Community 9 - "GPU Device Lifecycle"
Cohesion: 0.11
Nodes (19): additionalProperties, description, properties, required, title, type, CatalogLifecycle, anyOf (+11 more)

### Community 10 - "Restic Backup Deployment"
Cohesion: 0.11
Nodes (18): 1. Install restic + db-client tooling, 2. Add `esh-docker-vm` entry on ana-docker rest-server, 3. Install restic creds on esh-docker-vm, 4. Init the repo, 5. Deploy pre-backup.sh, 6. Test the hook by itself (without running the full backup), 7. Install resticprofile, 8. Deploy profile (+10 more)

### Community 11 - "Fleet Orientation and Backup"
Cohesion: 0.11
Nodes (18): Backup architecture (two layers), Cross-site restic mirror (rsync), Current state (2026-04-23 snapshot), First commands a fresh session should be comfortable running, Fleet orientation — start here, Governing principles (durable rules), Inventory + automation scripts, Known gotchas (save yourself time) (+10 more)

### Community 12 - "Docker Stack Infrastructure"
Cohesion: 0.11
Nodes (18): 1. Dockge — Docker Compose Management UI, 2. llama-swap — Multi-Model LLM Gateway, 3. ComfyUI — Image Generation UI, 4. VibeVoice — Voice/Audio AI Service, 5. Parakeet STT — Speech-to-Text Service, 6. ChromaDB — Vector Database, Compose File Location, Conventions (+10 more)

### Community 13 - "Anaheim Rest Server Setup"
Cohesion: 0.12
Nodes (16): 1. Create rest-server-ana htpasswd entry, 2. Install secrets on esh-vm-db, 3. Initialize the repo, 4. Install prerequisites (restic, resticprofile, mongosh client), 5. Deploy profile + hook, 6. Schedule + verify, Deploy (one-time), Full host config (+8 more)

### Community 14 - "Proxmox VM Inventory"
Cohesion: 0.12
Nodes (16): Network Notes, PFI-ANA Proxmox VM Inventory, Resource Summary, Startup Order Summary, Virtual Machines, VM 100 — PFI-ANA-TRUENAS, VM 101 — PFI-ANA-DC, VM 102 — PFI-ANA-Docker (+8 more)

### Community 15 - "Ana ML2 Restic Backup"
Cohesion: 0.12
Nodes (15): 1. Credentials (repo already exists — reuse), 2. Verify creds against the existing repo, 3. Install resticprofile on ana-ml2, 4. Deploy the profile, 5. Generate + enable the systemd timers, 6. Fire a manual backup to verify, Deploy (one-time setup), Gotchas specific to this host (+7 more)

### Community 16 - "Irv ML1 Restic Backup"
Cohesion: 0.12
Nodes (15): 1. Create rest-server-nh3 credentials for irv-ml1, 2. Install secret files on irv-ml1, 3. Initialize the repo, 4. Install resticprofile on irv-ml1, 5. Deploy the profile, 6. Generate + enable the systemd timers, 7. First manual backup, Deploy (one-time setup) (+7 more)

### Community 17 - "NH3 Synology Restic Setup"
Cohesion: 0.12
Nodes (15): 1. Check for existing repo + htpasswd, 2. Install restic creds on nh3-docker, 3. Verify creds against the repo, 4. Fresh-init (only if no repo exists yet on the Synology), 5. Install resticprofile, 6. Deploy the profile, 7. Enable systemd timers, 8. First backup (+7 more)

### Community 18 - "VM ESH NAS Restic Setup"
Cohesion: 0.12
Nodes (15): 1. Install restic (not present on this host), 2. Add the client entry to the Anaheim rest-server `.htpasswd`, 3. Install restic creds on vm-esh-nas, 4. Init the repo, 5. Verify, 6. Install resticprofile, 7. Deploy the profile, 8. Enable timers + first backup (+7 more)

### Community 19 - "NH3 Dev Restic Setup"
Cohesion: 0.14
Nodes (13): 1. Install resticprofile (restic already present), 2. Add `nh3-dev` entry on the Synology rest-server `.htpasswd`, 3. Install restic creds on nh3-dev (local workstation), 4. Init the repo, 5. Verify, 6. Deploy profile, 7. Schedule + first backup, Deploy (+5 more)

### Community 20 - "Restic Prune Script"
Cohesion: 0.33
Nodes (11): restic-prune.sh script, ana_disable_append_only(), ana_restore_append_only(), ana_run(), err(), nh3_print_ceremony(), ok(), prune_client() (+3 more)

### Community 21 - "Onboarding Checklist"
Cohesion: 0.14
Nodes (13): 1. Rename hostname (optional, non-blocking), 2. Add lkraven to docker group (blocks server_inspect full output), 3. Install Docker + Dockge (your call on convention adoption), 4. Expose Docker socket on port 2375 (for homepage auto-discovery), 5. Deploy Dockge, 6. Deploy monitoring agents, 7. Set up restic, 8. Push homepage config to make cards live (+5 more)

### Community 22 - "NH3 Prune Ritual"
Cohesion: 0.14
Nodes (13): Future automation hooks, If `nh3-dev` prompts for SSH host key authenticity, If you hit `repository is configured as append-only`, Likely no-op rounds, NH3 restic prune ritual, Phase 1 — Drop `--append-only` via DSM, Phase 2 — `forget --prune` on every NH3 client, Phase 3 — Restore `--append-only` via DSM (+5 more)

### Community 23 - "Backup Coverage Documentation"
Cohesion: 0.15
Nodes (12): Backup coverage, Client context, corviduo-dev, Deployments, Emergency runbook: provider-key restore, History, Infrastructure, Network (+4 more)

### Community 24 - "NH3 Dev Migration Plan"
Cohesion: 0.15
Nodes (12): `/elitk` takeaway, Locked decisions (operator, 2026-06-07), nh3-dev → Mac Pro Rackmount migration plan, Phase 0 actions, ⚠️ Phase 0 — Safety net (data-loss clock; do FIRST), Phase 1 — Provision the Mac (Homebrew baseline), Phase 2 — Re-home data (rsync over the 10.100 link), Phase 3 — Repath for macOS ⚠️ (the silent breaker) (+4 more)

### Community 25 - "Model Variant Decision"
Cohesion: 0.17
Nodes (12): 27B vs 35B-A3B Decision, 3. Qwen 3.5 Family (0.8B – 397B-A17B), Context Settings, Default Thinking Behavior by Variant, Example Commands, Hardware Requirements, Inference Parameters, Model Variants (+4 more)

### Community 26 - "Catalog Contract Specification"
Cohesion: 0.18
Nodes (10): Data model — high level, Field entry, Known consumers, Response renderer vocabulary, Service authoring notes, Service entry, services.yaml — contract for downstream consumers, Sync workflow for downstream consumers (+2 more)

### Community 27 - "Chatterbox Fast Streaming TTS"
Cohesion: 0.18
Nodes (10): 0. Mission, 1. THE design — adaptive buffer-ratchet chunking (operator's idea; chosen), 2. Validated API + facts (don't re-derive), 3. Dev/test pattern (host irv-ml1 = 10.100.79.3, ssh `lkraven@10.100.79.3`), 4. Build phases, 5. ALSO build for A/B (operator asked): base-chatterbox + streaming fork, 6. Acceptance / A/B, 7. Existing A/B samples (this session, GLaDOS voice) on nh3-dev `~/chatterbox-ab/` (+2 more)

### Community 28 - "Backup Coverage and Monitoring"
Cohesion: 0.18
Nodes (10): Backup coverage, Docker stacks (`/opt/docker/compose/`, owned by `lkraven`), Hardware, irv-ml1, Native toolchain (`/opt`, owned by `llmuser`), Network, Pending hostname rename, Refresh state (+2 more)

### Community 29 - "NH3 Dev Backup Setup"
Cohesion: 0.18
Nodes (10): API token (for hypervisor clients), Dependencies / blast radius, Hardware (VM), Namespaces, Network, NFS details (the ZFS-case-insensitivity gotcha), pbs-ana, Refresh (+2 more)

### Community 30 - "PBS NH3 Backup Setup"
Cohesion: 0.18
Nodes (10): Dependencies / blast radius, DR failover (hypothetical), Hardware (VM), Namespaces, Network, NFS details (the Synology ACL gotcha), pbs-nh3, Refresh (+2 more)

### Community 31 - "Model Variant Decision"
Cohesion: 0.18
Nodes (11): 26B-A4B vs 31B Decision, 5. Google Gemma 4 Family (E2B – 31B), Context Length, Example Commands, Hardware Requirements, Inference Parameters (All Variants), Model Variants, Multimodal Settings (+3 more)

### Community 32 - "Rest Server Authentication"
Cohesion: 0.18
Nodes (10): Auth model, Deploy, Off-site replication, Option A — temporary flag flip (simplest, requires a maintenance window), Option B — second endpoint on a different port (automation-friendly), Pre-deploy: create the data path and htpasswd, Prune ceremony (because of --append-only), rest-server-nh3 (+2 more)

### Community 33 - "Althing Chamber Deployment"
Cohesion: 0.20
Nodes (9): althing-chamber, Automated (Gitea Actions, push-to-main), Deploy, Env-var contract, First-deploy sequence (when galdrabok's Dockerfile lands), Manual (elway from a workstation), Network model, Path layout (on ana-docker) (+1 more)

### Community 34 - "Catalog Latency Definitions"
Cohesion: 0.20
Nodes (10): additionalProperties, title, type, additionalProperties, required, title, type, $defs (+2 more)

### Community 35 - "Claude Stack Conventions"
Cohesion: 0.20
Nodes (8): Conventions (enforce for every new stack), How to refresh a server's state, Layout, Persistent memory, Purpose, Servers, Stack tree convention (canonical vs mirror), Working rules

### Community 36 - "CosyVoice TTS Stack"
Cohesion: 0.20
Nodes (9): API endpoints, CosyVoice, Emotion / style control, First-time deploy on irv-ml1, Gotchas (read before first use), Path layout, Smoke test (full clone → synthesize), Version bump (+1 more)

### Community 37 - "Cross-Site Monitoring Infrastructure"
Cohesion: 0.20
Nodes (9): Cross-site monitoring, esh-docker-vm, Hardware, Key paths, Network, Notes, Placement rule, Refresh state (+1 more)

### Community 38 - "ESH VM DB Backup Coverage"
Cohesion: 0.20
Nodes (9): Backup coverage, Consumers, esh-vm-db, Follow-ups (do soon), Hardware, Network, Refresh state, Storage (+1 more)

### Community 39 - "PBS API and Deployment"
Cohesion: 0.20
Nodes (9): API, Architecture, Deploy, Fish Audio S2-Pro, Hardware footprint, Headline features, Lessons learned during deploy (2026-04-27), Voice library (+1 more)

### Community 40 - "IRV ML1 CUDA Upgrade"
Cohesion: 0.47
Nodes (7): upgrade-irv-ml1-cuda.sh script, ok(), phase1(), phase2(), rollback(), say(), write_remote_script()

### Community 41 - "Parakeet ASR Deployment"
Cohesion: 0.20
Nodes (9): API endpoints, File layout, First-time deploy on irv-ml1, Parakeet ASR, Path layout, Smoke test, Switching to the v3 (multilingual) model, Upgrade sherpa-onnx or change the base image (+1 more)

### Community 42 - "Ana Ana Restic Backup"
Cohesion: 0.20
Nodes (9): Data layout, Deploy, Off-site replication, Pre-deploy: clean the data dir and create htpasswd, Prune ceremony, rest-server-ana, Retire the old stack, Verify (+1 more)

### Community 43 - "PBS Provisioning Plan"
Cohesion: 0.20
Nodes (10): 1.1. Create a Debian 12 VM on pfi-pve, 1.2. Install PBS package, 1.3. Mount NAS datastore path, 1.4. Create PBS datastore, 1.4b. Create per-hypervisor namespaces, 1.4c. Create a verify job, 1.5. Create an API token for hypervisors to use, 1.6. Note PBS fingerprint (+2 more)

### Community 44 - "Worldtree Allowlist Coordination"
Cohesion: 0.20
Nodes (9): Automated (Gitea Actions, push-to-main), Deploy, Env-var contract, Manual (elway from a workstation), Network model, Path layout (on ana-docker), Restart semantics, skaldsong (+1 more)

### Community 45 - "Ana NAS to NH3 NAS Mirror"
Cohesion: 0.22
Nodes (8): ana-nas → nh3-nas restic mirror, Deploy / redeploy, Files, Operate, Restore flow (if ana-nas loses the repo), Scheduling rationale, What this does NOT cover, What + where

### Community 46 - "Asset Engine Deployment"
Cohesion: 0.22
Nodes (8): asset-engine, Automated (Gitea Actions, push-to-main), Catalog drift, Deploy, Manual (elway from a workstation), Network model, Outputs directory growth, Path layout (on ana-docker)

### Community 47 - "Cold Start Scheduling"
Cohesion: 0.22
Nodes (9): properties, anyOf, default, title, cold_start_s, warm_per_unit, anyOf, default (+1 more)

### Community 48 - "Image Revision Properties"
Cohesion: 0.22
Nodes (9): properties, anyOf, default, title, image, revision, anyOf, default (+1 more)

### Community 49 - "Label Value Properties"
Cohesion: 0.22
Nodes (9): properties, anyOf, default, title, type, label, value, anyOf (+1 more)

### Community 50 - "Chatterbox Turbo TTS"
Cohesion: 0.22
Nodes (8): API, Chatterbox Turbo, Deploy, Gotchas, Headline features, Switching the model, Voice library, Why this stack exists

### Community 51 - "IndexTTS-2 Streaming TTS"
Cohesion: 0.22
Nodes (8): API, Deploy, Gotchas, IndexTTS-2, Streaming (since 0.2.0), Switching GPUs, Voice library, Why this stack exists alongside the other two TTS

### Community 52 - "Langfuse Integration"
Cohesion: 0.22
Nodes (8): Deploy, Langfuse-ready, litellm, Notes, Smoke test, The log switch, What routes through it, Why it exists

### Community 53 - "Miniflux Feed Setup"
Cohesion: 0.22
Nodes (8): Adding subreddits later, Backup, Deploy, Initial feed setup — OPML import, Miniflux, r/nba spoiler block-list, Updating, Why this stack

### Community 54 - "NH3 NAS Infrastructure"
Cohesion: 0.22
Nodes (8): DSM-specific gotchas, Hardware, Network, nh3-nas, Refresh state, Services running on the box, What backs up FROM it, What backs up to it

### Community 55 - "NH3 NAS to Ana NAS Mirror"
Cohesion: 0.22
Nodes (8): Deploy, DSM-specific notes, Files, nh3-nas → ana-nas restic mirror (return leg), Operate, Prereqs (one-time setup), What + where, Why 05:00

### Community 56 - "Fleet Backup Pipeline"
Cohesion: 0.22
Nodes (8): Authoritative vs. mirror, Backup pipeline, Common tasks, Coverage status (as of 2026-04-29), Current stacks, eshpfi-management, Layout, The fleet

### Community 57 - "VM ESH NAS Refresh"
Cohesion: 0.22
Nodes (8): Hardware (from latest snapshot), Known nits, Network, Placement rule, Refresh state, Stack mirror layout, vm-esh-nas, What runs here

### Community 58 - "VLLM Reranker Scaling"
Cohesion: 0.22
Nodes (8): Deploy, History, Reranker caveat, Reward / Skywork specifics, Scaling knobs, Verify, vllm, Why one process per service

### Community 59 - "Voxtral TTS Stack"
Cohesion: 0.22
Nodes (8): API, Deploy, Hardware footprint, Headline numbers, ⚠️ License, Voice library, Voxtral TTS, Why this stack exists

### Community 60 - "ANA Docker Running Stacks"
Cohesion: 0.25
Nodes (7): ana-docker, Hardware, Key paths, Network, Placement rule, Refresh state, Running stacks

### Community 61 - "ANA Filebot Infrastructure"
Cohesion: 0.25
Nodes (7): ana-filebot, Backup coverage, Discovered via, Infrastructure, Network, Refresh state, Role

### Community 62 - "ANA ML2 GPU Allocation"
Cohesion: 0.25
Nodes (7): ana-ml2, GPU allocation policy, Hardware, Key paths, Network, Refresh state, Running stacks

### Community 63 - "ANA NAS Container Context"
Cohesion: 0.25
Nodes (7): ana-nas, Container context, DSM / rescue access, History note, Network, Refresh, Why CT 109 matters (SPOF warning)

### Community 64 - "ANA WG Backup Coverage"
Cohesion: 0.25
Nodes (7): ana-wg, Backup coverage, Discovered via, Infrastructure, Network, Refresh state, Role

### Community 65 - "Hint ID Properties"
Cohesion: 0.25
Nodes (8): properties, anyOf, default, title, title, type, hint, id

### Community 66 - "Backrest Backup Deployment"
Cohesion: 0.25
Nodes (7): backrest, Backup scope, when wired up, Deploy, First-time configuration (in the UI), Role in the fleet, Scaling knobs, Why not `offen/docker-volume-backup`?

### Community 67 - "Beszel Monitoring Deployment"
Cohesion: 0.25
Nodes (7): Alerts, beszel, Deploy — agent (ana-ml2), Deploy — hub + local agent (ana-docker), How hub ↔ agent auth works, Sizing / impact, Verify

### Community 68 - "Calibre Web Automated Migration"
Cohesion: 0.25
Nodes (7): calibre-web-automated, Homepage, Migration plan, NFS caveat (important), Volumes, What changes vs. the old pair, Widget

### Community 69 - "ComfyUI Deployment"
Cohesion: 0.25
Nodes (7): ComfyUI, Deploy updates, Editing workflows from outside the container, First-time deploy on irv-ml1, Image version bump, Path layout, Populate models

### Community 70 - "Gitea Runner Deployment"
Cohesion: 0.25
Nodes (7): Deploy, gitea-runner, Operations, Path layout (on ana-docker), Prereqs, Topology, Wiring deploys

### Community 71 - "Kyutai TTS Stack"
Cohesion: 0.25
Nodes (7): API, Architecture heritage, Deploy, Deployment notes, Hardware footprint, Kyutai TTS, Why this stack exists

### Community 72 - "NH3 Docker Running Stacks"
Cohesion: 0.25
Nodes (7): Hardware, Key paths, Network, nh3-docker, Placement rule, Refresh state, Running stacks

### Community 73 - "PFI Webhost Backup Coverage"
Cohesion: 0.25
Nodes (7): Backup coverage, Discovered via, Infrastructure, Network, pfi-ana-webhost, Refresh state, Role

### Community 74 - "PFI PostgreSQL Backup Coverage"
Cohesion: 0.25
Nodes (7): Backup coverage, Discovered via, Infrastructure, Network, pfi-postgres, Refresh state, Role

### Community 75 - "PFI Pteradactyl Backup Coverage"
Cohesion: 0.25
Nodes (7): Backup coverage, Discovered via, Infrastructure, Network, pfi-pteradactyl, Refresh state, Role

### Community 76 - "NVIDIA Nano Model Variants"
Cohesion: 0.25
Nodes (8): 2. NVIDIA Nemotron 3 Nano (4B / 30B-A3B), Additional Settings, Example Commands, Hardware & Quantization, Inference Parameters (Both Variants), Model Variants, Nano-30B-A3B, Nano-4B

### Community 77 - "Qwen3 Coder Next Model"
Cohesion: 0.25
Nodes (8): 4. Qwen3-Coder-Next (80B MoE), Example Commands, Hardware Requirements, Inference Parameters, Key Differences from Qwen3.5 General Models, Model Overview, Quick Reference One-Liner, vLLM FP8 Dynamic (GPU Premium)

### Community 78 - "Prompt Tuning Reference Cards"
Cohesion: 0.25
Nodes (8): 6. Quick Reference Cards, Min-P by Model, Presence Penalty by Model, Repetition Penalty by Model, Seed Values, Temperature by Model & Use Case, Top-K by Model, Top-P by Model & Use Case

### Community 79 - "PFI Tactical RMM Backup"
Cohesion: 0.25
Nodes (7): Backup coverage, Discovered via, Infrastructure, Network, pfi-tacticalrmm, Refresh state, Role

### Community 80 - "Qwen3 TTS Stack"
Cohesion: 0.25
Nodes (7): API endpoints, Deploy, Path layout, Qwen3-TTS, Switching to the smaller model, Voice cloning — different shape from cosyvoice, Why this stack alongside cosyvoice

### Community 81 - "Restic Host Deployment"
Cohesion: 0.25
Nodes (7): configs/restic, Install restic + resticprofile on each host, Layout, Monitoring, Per-host deploy flow (done once per host), Prune ceremony (quarterly or as needed), Why this shape

### Community 82 - "PBS Deployment Runbook"
Cohesion: 0.25
Nodes (7): Phase 4 done-state, Phase 4 — Onboard nh3-pve, Phase 7 — Burn-in, Phase 8 — Retire legacy vzdump targets, Phase 9 — Update this workspace, Proxmox Backup Server deployment runbook, Rollback posture

### Community 83 - "SF Ana Container Backup"
Cohesion: 0.25
Nodes (7): Backup coverage, Client context, Discovered via, Infrastructure, Network, Role, sf-ana-container

### Community 84 - "SF R630 Infrastructure"
Cohesion: 0.25
Nodes (7): Client context, Discovered via, Hardware, Network, Refresh state, sf-r630, Why this dir exists separately from sfsrv-ana

### Community 85 - "SFSRV ANA Backup"
Cohesion: 0.25
Nodes (7): Backup coverage, Client context, Discovered via, Infrastructure, Network, Refresh state, sfsrv-ana

### Community 86 - "VibeVoice Stack Deployment"
Cohesion: 0.25
Nodes (7): API, Deploy, Gotchas, Switching to the 7B variant, VibeVoice, Voices, Why this stack exists

### Community 87 - "Model Reproducibility Schema"
Cohesion: 0.29
Nodes (7): properties, $ref, model, reproducibility, response, $ref, $ref

### Community 88 - "Dia TTS Stack"
Cohesion: 0.29
Nodes (6): Deploy, Deployment shape (as of 2026-05-31), Dia / Dia2, Notes, Voices — stabilizing the random-voice behavior, Why this stack exists

### Community 89 - "Auth TLS Deploy"
Cohesion: 0.29
Nodes (6): Auth / TLS note, Deploy — agent (ana-ml2), Deploy — hub (ana-docker), dozzle, Troubleshooting, Verify

### Community 90 - "ESH PVE NAS Infrastructure"
Cohesion: 0.29
Nodes (6): esh-pve-nas, Hardware, Network, Placement rule, Refresh state, What it runs

### Community 91 - "ESH PVE Infrastructure"
Cohesion: 0.29
Nodes (6): esh-pve, Hardware, Network, Placement rule, Refresh state, What it runs

### Community 92 - "Deploy Stack Script"
Cohesion: 0.33
Nodes (5): deploy-stack.sh script, CHANGED_FILES_BY_KIND, DELETED_FILES_BY_KIND, divider(), RAW_RSYNC_OUT_BY_KIND

### Community 93 - "Proxmox Inspect Script"
Cohesion: 0.52
Nodes (6): proxmox_inspect.sh script, have(), hdr(), note(), parse_jobs_cfg(), sub()

### Community 94 - "Refresh Proxmox Info Script"
Cohesion: 0.38
Nodes (4): refresh-proxmox-info.sh script, print_warnings(), validate_host(), validate_snapshot()

### Community 95 - "Refresh Server Info Script"
Cohesion: 0.38
Nodes (4): refresh-server-info.sh script, print_warnings(), validate_host(), validate_snapshot()

### Community 96 - "Homepage Deploy Documentation"
Cohesion: 0.29
Nodes (6): Deploying changes, homepage, Layout convention, Placement rule (for new entries), Secrets / env substitution, What lives here

### Community 97 - "Kokoro TTS Stack"
Cohesion: 0.29
Nodes (6): API, Deploy, Kokoro, License, Voices, Why this stack exists

### Community 98 - "Llama Swap Deployment"
Cohesion: 0.29
Nodes (6): Deploy a fresh install, Deploy updates to compose only, Deploy updates to config only, Files, llama-swap, Model reference conventions

### Community 99 - "NH3 PVE Infrastructure"
Cohesion: 0.29
Nodes (6): Hardware, Network, nh3-pve, Placement rule, Refresh state, What it runs

### Community 100 - "Persistent Memory Management"
Cohesion: 0.29
Nodes (6): Current state / in-flight, Persistent memory — eshpfi-management, Recent decisions, Repo purpose, Tools and conventions, Tried and abandoned

### Community 101 - "Hardware Network Placement Rules"
Cohesion: 0.29
Nodes (6): Hardware, Network, pfi-pve, Placement rule, Refresh state, What it runs

### Community 102 - "NH3 Egress Proxy Usage"
Cohesion: 0.29
Nodes (6): Caveats, How to use it, NH3 egress proxy (nh3-dev), Re-provision / change, What it is, Why it exists

### Community 103 - "PBS-ANA Storage Migration Phase 2"
Cohesion: 0.29
Nodes (7): 2.1. Add PBS-ANA as storage on pfi-pve, 2.2. Test backup of one VM, 2.3. Migrate the scheduled backup job, 2.4. Run it manually to verify, 2.5. Keep legacy target for overlap, Phase 2 done-state, Phase 2 — Migrate pfi-pve's vzdump jobs onto PBS-ANA

### Community 104 - "PBS-NH3 Datastore Provisioning Phase 5"
Cohesion: 0.29
Nodes (7): 5.1. Create Debian VM on nh3-pve, 5.2. Install PBS, 5.3. Datastore backing — Synology NFS (chosen 2026-04-22), 5.4. Create datastore, 5.5. Create a verify job on the mirror, Phase 5 done-state, Phase 5 — Provision PBS-NH3 (DR mirror)

### Community 105 - "Automated Deployment Workflow"
Cohesion: 0.29
Nodes (6): Automated (Gitea Actions, push-to-main), Deploy, Manual (elway from a workstation), Path layout (on ana-docker), task-board, Wiring into Claude Code

### Community 106 - "Centralized Deployment Configuration"
Cohesion: 0.29
Nodes (6): Automated (Gitea Actions, push-to-main), Centralized vs local, Deploy, Manual (elway from a workstation), Path layout (on ana-docker), vor

### Community 107 - "Gradio and REST Adapter Stack"
Cohesion: 0.29
Nodes (6): Adapter request (example), Deploy, Notes, Two surfaces: Gradio eval (8199) + REST adapter (8203), Why this stack exists, Zonos

### Community 108 - "Catalog Field Schema"
Cohesion: 0.33
Nodes (6): additionalProperties, description, required, title, type, CatalogField

### Community 109 - "Catalog Response Schema"
Cohesion: 0.33
Nodes (6): additionalProperties, description, required, title, type, CatalogResponse

### Community 110 - "Catalog Section Group Schema"
Cohesion: 0.33
Nodes (6): additionalProperties, description, required, title, type, CatalogSectionGroup

### Community 111 - "Field Option Schema"
Cohesion: 0.33
Nodes (6): FieldOption, additionalProperties, description, required, title, type

### Community 112 - "Dockge Deployment Layout"
Cohesion: 0.33
Nodes (5): Authoritative vs mirror, Deploy, dockge, Homepage, Layout

### Community 113 - "Documentation Conventions"
Cohesion: 0.33
Nodes (5): Conventions, Cross-references, docs/, Tree, What goes where

### Community 114 - "Unifi Device Discovery Script"
Cohesion: 0.73
Nodes (5): discover-unifi.sh script, emit_devices(), emit_hosts(), emit_sites(), ui_get()

### Community 115 - "NVIDIA Nemotron 3 Super Model Overview"
Cohesion: 0.33
Nodes (6): 1. NVIDIA Nemotron 3 Super (120B-A12B), Additional Settings, Example Command, Inference Parameters, Model Overview, Quantization & Memory

### Community 116 - "NFS Export Prerequisites for PBS-ANA"
Cohesion: 0.33
Nodes (6): 0.1. Check current NFS exports, 0.2. Create a dedicated export for PBS-ANA, 0.3. Decide datastore paths, 0.4. Side-note: `/mnt/pve-VMStorage` is exported to `<world>`, 0.5. ZFS case-insensitivity breaks NFSv4 writes, Phase 0 — Prerequisites (one-time, before Phase 1)

### Community 117 - "Esh-PVE Onboarding Phase 3"
Cohesion: 0.33
Nodes (6): 3.1. Repeat Phase 2.1 on each hypervisor, 3.2. Configure vzdump jobs, 3.3. First backups, 3.4. Verify on PBS-ANA side, Phase 3 done-state, Phase 3 — Onboard esh-pve, esh-pve-nas, sfsrv-ana

### Community 118 - "PBS-ANA to PBS-NH3 Synchronization Phase 6"
Cohesion: 0.33
Nodes (6): 6.1. Create a remote entry on PBS-NH3, 6.2. Create a sync job, 6.3. (Optional) tighten the token, 6.4. Set retention on PBS-NH3, Phase 6 done-state, Phase 6 — Sync PBS-ANA → PBS-NH3

### Community 119 - "Ace Step API Deployment"
Cohesion: 0.40
Nodes (4): ace-step, API surface, Deploy, Tunables

### Community 120 - "Catalog Model Schema"
Cohesion: 0.40
Nodes (5): additionalProperties, required, title, type, CatalogModel

### Community 121 - "Status Configuration Options"
Cohesion: 0.40
Nodes (5): status, default, enum, title, type

### Community 122 - "Togglable Settings Configuration"
Cohesion: 0.40
Nodes (5): togglable, default, description, title, type

### Community 123 - "Local Settings and Plugin Permissions"
Cohesion: 0.40
Nodes (4): enabledPlugins, frontend-design@claude-plugins-official, permissions, allow

### Community 124 - "Infrastructure Observability Roadmap"
Cohesion: 0.40
Nodes (4): 1. Langfuse — request/response tracing (PRIORITY), 2. Prometheus + Grafana — operational metrics, Observability for the vLLM stack (ana-ml2), PFI infra roadmap

### Community 125 - "Server Inspection Script"
Cohesion: 0.70
Nodes (4): server_inspect.sh script, have(), hr(), sub()

### Community 127 - "Langfuse Integration Deployment"
Cohesion: 0.40
Nodes (4): Deploy / operate, How it's wired, Langfuse, Notes / gotchas

### Community 128 - "Backup and Tunable Configuration"
Cohesion: 0.40
Nodes (4): Backups, Deploy, memos, Tunables

### Community 129 - "Playwright Chromium Testing Environment"
Cohesion: 0.40
Nodes (4): Box-wide Playwright / Chromium (2026-06-04), nh3-dev, Notes, What runs here

### Community 130 - "Recommended Model Inference Settings"
Cohesion: 0.40
Nodes (4): 8. Models Without KB Settings, KB Source Documents, Recommended Model Inference Settings — Reference Document, Table of Contents

### Community 131 - "Critical Warnings by Model Types"
Cohesion: 0.40
Nodes (5): 7. Critical Warnings by Model, Gemma 4, Nemotron 3 Super, Qwen3-Coder-Next, Qwen 3.5

### Community 132 - "YouTube Voice Clipper Auto-Deploy"
Cohesion: 0.40
Nodes (4): Components, Flow, Verify / debug, yt-voice-clipper push-to-deploy (gitea webhook → irv-ml1)

### Community 133 - "Stable Audio Open API Deployment"
Cohesion: 0.40
Nodes (4): API surface, Deploy, stable-audio-open, Tunables

### Community 134 - "Archival Memory Management"
Cohesion: 0.50
Nodes (3): Archival memory — eshpfi-management, Recent decisions (archived), Tried and abandoned (archived)

### Community 135 - "AnyOf Schema with License Warning"
Cohesion: 0.50
Nodes (4): anyOf, default, title, accepted_types

### Community 136 - "Properties Schema Definition"
Cohesion: 0.50
Nodes (4): properties, default, title, default

### Community 137 - "Enum Category Configuration"
Cohesion: 0.50
Nodes (4): enum, title, type, category

### Community 138 - "Content Type Specification"
Cohesion: 0.50
Nodes (4): default, title, type, content_type

### Community 139 - "AnyOf Schema with Description"
Cohesion: 0.50
Nodes (4): anyOf, default, title, description

### Community 140 - "AnyOf Schema with Max Length"
Cohesion: 0.50
Nodes (4): anyOf, default, title, license_warning

### Community 141 - "AnyOf Schema with Max Value"
Cohesion: 0.50
Nodes (4): anyOf, default, title, max

### Community 142 - "AnyOf Schema with Min Value"
Cohesion: 0.50
Nodes (4): anyOf, default, title, max_length

### Community 143 - "Method Configuration"
Cohesion: 0.50
Nodes (4): default, title, type, method

### Community 144 - "Streamable Settings"
Cohesion: 0.50
Nodes (4): anyOf, default, title, min

### Community 145 - "Deployed Service Catalog"
Cohesion: 0.50
Nodes (4): default, title, type, optional

### Community 146 - "Options Configuration"
Cohesion: 0.50
Nodes (4): anyOf, default, title, options

### Community 147 - "Required Settings Definition"
Cohesion: 0.50
Nodes (4): required, default, title, type

### Community 148 - "Section Schema with AnyOf"
Cohesion: 0.50
Nodes (4): section, anyOf, default, title

### Community 149 - "Source JSON Path Configuration"
Cohesion: 0.50
Nodes (4): source_jsonpath, anyOf, default, title

### Community 150 - "Source URL Configuration"
Cohesion: 0.50
Nodes (4): source_url, anyOf, default, title

### Community 151 - "Step Configuration"
Cohesion: 0.50
Nodes (4): step, anyOf, default, title

### Community 152 - "Endpoint Configuration"
Cohesion: 0.50
Nodes (4): streamable, default, title, type

### Community 153 - "License Configuration"
Cohesion: 0.50
Nodes (3): Catalog, chatterbox-fast — moved to its own repository, Deployed service

### Community 154 - "Pre-Backup Script Logging"
Cohesion: 0.83
Nodes (3): log(), warn(), pre-backup.sh script

### Community 155 - "Infrastructure Fleet Bootstrap"
Cohesion: 0.50
Nodes (3): bootstrap-infra-ops-fleet.sh script, FAIL, OK

### Community 156 - "Fleet Forking Script"
Cohesion: 0.83
Nodes (3): fork-fleet.sh script, bold(), info()

### Community 157 - "Kokoro Voice Blending Script"
Cohesion: 0.83
Nodes (3): main(), parse_recipe(), resolve()

### Community 158 - "Endpoint Configuration"
Cohesion: 0.67
Nodes (3): title, type, endpoint

### Community 159 - "Estimated Latency Configuration"
Cohesion: 0.67
Nodes (3): anyOf, default, estimated_latency

### Community 160 - "Host Configuration"
Cohesion: 0.67
Nodes (3): title, type, host

### Community 161 - "License Configuration"
Cohesion: 0.67
Nodes (3): title, type, license

### Community 162 - "Lifecycle Configuration"
Cohesion: 0.67
Nodes (3): anyOf, default, lifecycle

### Community 163 - "Name Configuration"
Cohesion: 0.67
Nodes (3): title, type, name

### Community 164 - "Version Configuration"
Cohesion: 0.67
Nodes (3): version, title, type

## Knowledge Gaps
- **1040 isolated node(s):** `TASK_BOARD_SESSION`, `allow`, `frontend-design@claude-plugins-official`, `additionalProperties`, `title` (+1035 more)
  These have ≤1 connection - possible missing edges or undocumented components.
- **8 thin communities (<3 nodes) omitted from report** — run `graphify query` to explore isolated nodes.

## Suggested Questions
_Questions this graph is uniquely positioned to answer:_

- **Why does `$defs` connect `Catalog Latency Definitions` to `Catalog Schema Definitions`, `Service Configuration Schema`, `GPU Device Lifecycle`, `Catalog Field Schema`, `Catalog Response Schema`, `Catalog Section Group Schema`, `Field Option Schema`, `Catalog Model Schema`?**
  _High betweenness centrality (0.020) - this node is a cross-community bridge._
- **Why does `properties` connect `Properties Schema Definition` to `Name Configuration`, `Audio Field Schema`, `AnyOf Schema with License Warning`, `AnyOf Schema with Description`, `Catalog Field Schema`, `AnyOf Schema with Max Value`, `AnyOf Schema with Min Value`, `Streamable Settings`, `Label Value Properties`, `Deployed Service Catalog`, `Options Configuration`, `Required Settings Definition`, `Section Schema with AnyOf`, `Source JSON Path Configuration`, `Source URL Configuration`, `Step Configuration`, `Togglable Settings Configuration`?**
  _High betweenness centrality (0.018) - this node is a cross-community bridge._
- **Why does `properties` connect `Model Reproducibility Schema` to `Host Configuration`, `Hint ID Properties`, `License Configuration`, `Service Configuration Schema`, `Lifecycle Configuration`, `Name Configuration`, `Catalog Schema Definitions`, `Version Configuration`, `Catalog Latency Definitions`, `Enum Category Configuration`, `Content Type Specification`, `AnyOf Schema with Description`, `AnyOf Schema with Max Length`, `Method Configuration`, `Endpoint Configuration`, `Status Configuration Options`, `Endpoint Configuration`, `Estimated Latency Configuration`?**
  _High betweenness centrality (0.014) - this node is a cross-community bridge._
- **What connects `TASK_BOARD_SESSION`, `allow`, `frontend-design@claude-plugins-official` to the rest of the system?**
  _1046 weakly-connected nodes found - possible documentation gaps or missing edges._
- **Should `Audio Generation Pipeline` be split into smaller, more focused modules?**
  _Cohesion score 0.057624113475177305 - nodes in this community are weakly interconnected._
- **Should `Backup and Migration Infrastructure` be split into smaller, more focused modules?**
  _Cohesion score 0.05555555555555555 - nodes in this community are weakly interconnected._
- **Should `Catalog Schema Definitions` be split into smaller, more focused modules?**
  _Cohesion score 0.058823529411764705 - nodes in this community are weakly interconnected._