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Direction shift 2026-04-22: docs/CONTROL_PLANE_PRD.md becomes the long-horizon architecture target. Existing Lakehouse (docs/PRD.md, Phases 0-37) is preserved as the reference implementation and first consumer. New 6-layer architecture: L1 Universal API /v1/chat /v1/usage /v1/sessions /v1/tools /v1/context L2 Routing & Policy Engine (rules, fallback chains, cost gating) L3 Provider Adapter Layer (Ollama + OpenRouter + Gemini + Claude) L4 Knowledge + Memory + Playbooks (already built) L5 Execution Loop (scenarios + bot/cycle.ts instances) L6 Observability + token accounting Phases 38-44 sequenced with detailed per-phase specs in the PRD. Current scope: staffing domain (synthetic workers_500k, contracts, emails, SMS, playbooks). DevOps (Terraform/Ansible) is long-horizon target — architecture-compatible but not current. Files added: - docs/CONTROL_PLANE_PRD.md — 6-layer architecture, Phase 38-44 sequencing with staffing-first Truth Layer + Validation pipeline - bot/ — manual-only PR bot scaffold. First consumer test-bed for /v1/chat (Phase 38). Mem0-aligned ADD/UPDATE/NOOP apply semantics; KB feedback loop reads prior cycles on same gap and injects into cloud prompt so bot cycles compound like scenario.ts runs do. - tests/multi-agent/run_stress.ts — the 6-task diverse stress test referenced in the previous commit but missing from its staging Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>