Add self-hosted AI worker bootstrap

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# Agrarian Self-Hosted AI Development Stack
This stack is meant to reduce pressure on Codex over time, not replace it
immediately. The first production target is supervised local assistance:
repository awareness, documentation, small safe edits, tests/builds, and clear
Codex escalation when local tooling is over its head.
## Current Services
- Gitea:
`http://192.168.5.21:3000/nathan/agrarian-game.git`
- Ollama:
`http://192.168.5.23:11434`
- Open WebUI:
`http://192.168.5.26:8085`
- Local AI worker VM:
`LinaAI / 192.168.5.27`
- Primary Unreal/Linux development VM:
`unreal-engine / 192.168.5.20`
## Current Local Model
- `qwen2.5-coder:7b`
- Role:
repo summaries, documentation, small patch suggestions, test generation,
straightforward scripts, and structured handoff preparation.
- Not the role:
broad Unreal architecture changes, risky save/multiplayer/economy rewrites,
security-sensitive code, or autonomous merges.
## Operating Model
1. Local AI gathers context and proposes small changes.
2. Work happens on a branch, not directly on `main`.
3. The agent reports risk, files inspected, commands run, and confidence.
4. Tests/builds decide whether a change is acceptable.
5. After two failed local attempts, stop and escalate.
6. Codex escalation uses the npm Codex CLI, not the API.
7. Human review controls merges.
## Codex Escalation
Use `Scripts/ai_codex_escalate.sh` with a completed task status file. The
script prefers a locally installed `codex` command and falls back to
`npx -y @openai/codex exec`.
Codex should be called for:
- confidence below `0.65`,
- two failed build/test attempts,
- Unreal compile errors that persist,
- tasks touching save systems, multiplayer, auth, payments, AGR wallet
integration, marketplace logic, migrations, or core architecture,
- patches that grow beyond the intended small scope,
- contradictions between local model output and official/project docs.
## VM Boundaries
- `LinaAI` owns local AI coding tools, Aider, Codex CLI escalation wrappers,
repo indexing, documentation generation, and small supervised branch work.
- `unreal-engine` owns Unreal Engine source, editor builds, commandlets, and
game compile/package verification.
- Keep these roles separated so AI tooling experiments do not destabilize the
Unreal build host.
## Immediate Next Work
- Verify Open WebUI model selection uses the Ollama backend at
`http://192.168.5.23:11434`.
- Use Aider from `LinaAI`, not from `unreal-engine`.
- Build project memory inside this repo under `Docs/` rather than creating a
separate documentation repository.
- Add small local-agent tasks first: summarize systems, write docs, generate
tests, inspect logs, and prepare Codex handoffs.