Human-in-the-loop LLM orchestration with structured signal extraction and session persistence. Annotate confusion and curiosity—feedback shapes responses, topology accumulates over time. API-first design, no gamification. FastAPI + Claude + SQLite + D3.
sqlite knowledge-graph d3js human-in-the-loop education-technology feedback-loops structured-extraction fastapi session-persistence llm-orchestration
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Updated
Jan 22, 2026 - HTML