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Add Step 5 flat context and txtai file tools for agents

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2026-03-11 10:42:05 +05:30
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docs/SIF/SIF_AGENTS_TEAM_ARCHITECTURE.md
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@@ -189,3 +189,20 @@ All orchestration updates are emitted as typed records under a shared schema:
* **Inter-Agent Chat**: Allow agents to debate strategy (e.g., SEO Agent vs. Creative Agent).
* **Auto-Execution**: Allow agents to *perform* tasks (e.g., fix a broken link) with user approval.
* **Voice Interface**: Daily standup meeting via voice.
## ⚡ Agent Fast-Context Layer (Onboarding Step 2)
To reduce latency for repetitive agent reads, Step 2 website analysis is now persisted to a per-user flat file in workspace:
- `workspace/workspace_<safe_user_id>/agent_context/step2_website_analysis.json`
**Read order for agents:**
1. Flat-file context (agent-only, fastest)
2. Relational database (`website_analyses`)
3. SIF semantic index retrieval
This preserves SIF intelligence workflows while giving agents deterministic, low-latency access to core onboarding context.
It also stores agent-optimized `quick_facts`, `retrieval_hints`, and full-fidelity raw payload blocks so both fast inference and deep-dive reasoning are supported.
Reference design docs: `docs/flat_file_context/STEP2_FLAT_FILE_CONTEXT_DESIGN.md`, `docs/flat_file_context/STEP3_FLAT_FILE_CONTEXT_DESIGN.md`, `docs/flat_file_context/STEP4_FLAT_FILE_CONTEXT_DESIGN.md`, `docs/flat_file_context/STEP5_FLAT_FILE_CONTEXT_DESIGN.md`, `docs/flat_file_context/FLAT_FILE_CONTEXT_FRAMEWORK_DESIGN.md`, `docs/flat_file_context/FLAT_FILE_CONTEXT_SECURITY_AND_ISOLATION.md`, and `docs/flat_file_context/FLAT_FILE_CONTEXT_PROGRESS_AND_QUICK_WINS.md`.