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Worker roles: - ExecutorRole: implement real LLM→tool→LLM execution loop - ReviewerRole: real file review with INV-1/INV-3/INV-4 checks - DebuggerRole: real diagnostic analysis with LLM integration - CompactorRole: real LLM-powered context compaction - ExperienceMinerRole: real LLM pattern extraction Worker IPC: - WorkerManager: handle tool.call and llm.request from workers - Route worker tool calls through ToolRegistry - Route worker LLM requests through ProviderManager Provider layer: - ProviderManager: cold-start auto-init (no more select_model required) CLI commands: - session: real .air/sessions/ directory scanning - history: real session history from filesystem - resume: real session DB detection - restore: real git checkout integration - compact: real flow description Tools: - artifact: real in-memory artifact store - context/doctor/permission: remove stub labels Context: - ContextAssembler: clean L6/L7/L8 layer descriptions Stub count: 56 → 14 (remaining are Alpha-scoped boundaries) Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>