mkrause612 25892bc402 AI Stack architecture enhanced: vector database scaling for 1,000+ documents
MAJOR CHANGES:
- Dual deployment: AnythingLLM (primary) + Open WebUI (staff)
- AnythingLLM with LanceDB vector database (proven to 5,000+ docs)
- Workspace-based isolation (Operations, Pokerole, Brainstorming, Staff)
- Batch ingestion strategy: 100 docs at a time (prevent OOM)
- Embedding model added: all-MiniLM-L6-v2 for semantic search
- Detailed ingestion process (6-8 hours total, 2-3 hours active)
- Hardware validation: TX1 can handle 1,000+ docs easily

SCALING STRATEGY:
- Phase 3 now includes proper RAG pipeline
- Vector DB for semantic search across full repo
- Workspace isolation prevents context bleed
- Auto-update via Git sync (repos update → workspaces re-ingest)

RESOURCE UPDATE:
- Total: 140GB RAM / 251GB = 56% usage (was 44%)
- Total: 179GB storage / 809GB = 22% usage (was 15%)
- Headroom for 5,000+ document growth

Based on research: AnythingLLM gold standard for document-heavy self-hosting

Updated by: Chronicler the Ninth
2026-02-15 12:44:08 -06:00

🔥❄️ Firefrost Gaming — Operations Manual

Document ID: FFG-ROOT-001
Version: 2.0
Last Updated: February 12, 2026
Status: 🟢 CURRENT


What This Is

The complete operational repository for Firefrost Gaming — a subscription-based Minecraft server network built on the philosophy of Fire + Frost = Where Passion Meets Precision.

This repository contains infrastructure documentation, deployment guides, planning documents, branding assets, consultant archives, and the relationship context that makes Firefrost more than just servers.

Current Infrastructure

6 Servers — 2 dedicated (Dallas, Charlotte) + 4 VPS (Dallas, Charlotte, Chicago x2)
12 Game Servers — 6 on TX1 (Dallas), 6 on NC1 (Charlotte)
8 Management Services — Gitea, Uptime Kuma, MkDocs, Code-Server, Automation, NextCloud, Wiki.js (Subscribers), Wiki.js (Staff)

Repository Structure

├── docs/core/          — Critical living documents (scope, manifest, tasks)
├── docs/relationship/  — Partnership context, consultants, legacy
├── docs/deployment/    — Service deployment guides
├── docs/planning/      — Strategy, design, roadmap, ideas backlog
├── docs/reference/     — Technical reference, architecture decisions
├── docs/external/      — Provider communications, friend assistance
├── docs/sandbox/       — Brainstorming sessions (Gemini, Claude)
├── docs/archive/       — Historical session logs and completed plans
├── automation/         — Deployment automation system
├── branding/           — Logos, backgrounds, visual assets
├── photos/             — Consultant photo archive (249 photos by year)
└── web/                — Nginx configurations

Key Documents

Start here: SESSION-HANDOFF-PROTOCOL.mdDOCUMENT-INDEX.md

For current server inventory, see docs/core/infrastructure-manifest.md (FFG-CORE-002).
For project scope and roadmap, see docs/core/project-scope.md (FFG-CORE-001).

The Team

  • Michael "Frostystyle" Krause — Owner/Operator, Technical Lead (The Wizard)
  • Meg "Gingerfury" — Community Manager (The Emissary)
  • The Five Consultants — Jack, Oscar, Jasmine, Butter, Noir (They're family, not pets)

Document Standards

All documents follow FFG-STD-001 — the Firefrost Revision Control Standard. See docs/core/revision-control-standard.md.


Maintained By: The Wizard & The Chronicler
Fire + Frost + Foundation = Where Love Builds Legacy 💙🔥❄️


Revision History

Version Date Author Change Type Description
1.0 2026-02-08 Michael + Claude Initial Basic Phase 0 readme
2.0 2026-02-12 The Chronicler Rewrite Complete rewrite reflecting current state (8 services, 6 servers, 12 game servers). Updated repo structure. Applied FFG-STD-001.
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