Prepare LinaAI project memory

Docs/AI/SelfHostedAiDevelopmentStack.md

@@ -30,15 +30,25 @@ Codex escalation when local tooling is over its head.
 
 ## Operating Model
 
-1. Start with `Scripts/linaai_task.sh`, not raw Aider, for normal work.
-2. Qwen/Ollama performs a preflight risk and confidence check.
-3. Default confidence threshold is `0.75`.
-4. High-risk tasks or low-confidence tasks route to Codex automatically.
-5. Aider runs only for acceptable supervised local work.
-6. If Aider fails, `Scripts/linaai_task.sh` writes a status file and calls
+1. Refresh LinaAI project memory when context may be stale:
+   `Scripts/linaai_refresh_knowledge.sh`.
+2. Build a compact local context pack when needed:
+   `Scripts/linaai_bootstrap_context.sh`.
+3. Start with `Scripts/linaai_task.sh`, not raw Aider, for normal work.
+4. Qwen/Ollama performs a preflight risk and confidence check.
+5. Default confidence threshold is `0.75`.
+6. High-risk tasks or low-confidence tasks route to Codex automatically.
+7. Aider runs only for acceptable supervised local work.
+8. If Aider fails, `Scripts/linaai_task.sh` writes a status file and calls
    Codex through `Scripts/ai_codex_escalate.sh`.
-7. Codex escalation uses the npm Codex CLI, not the API.
-8. Human review controls merges.
+9. Codex escalation uses the npm Codex CLI, not the API.
+10. Human review controls merges.
+
+The operating manual, knowledge map, and secrets policy live in:
+
+- `Docs/AI/LinaAIOperatingManual.md`
+- `Docs/AI/LinaAIKnowledgeMap.md`
+- `Docs/AI/LinaAISecretsPolicy.md`
 
 ## Codex Escalation
 
@@ -50,6 +60,8 @@ For normal tasks, use:
 
 ```bash
 cd ~/repos/AgrarianGame
+Scripts/linaai_refresh_knowledge.sh
+Scripts/linaai_bootstrap_context.sh
 Scripts/linaai_task.sh "your task here"
 ```