← Back to Portfolio 0.1% DEV — Multi-Agent Pipeline
0.1% DEV Multi-Agent Pipeline
LangChain + Mastra · Planner-Executor · Supervisor-Worker · HITL suspend/resume · ~67% fewer LLM calls
Phase 1 of 4 — PDF Ingestion
PDF Ingestion
Instructor uploads course PDF — parsed, chunked, and dispatched to the Planner Agent
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Instructor
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Student
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PDF Parser
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Planner Agent
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Supervisor
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Worker 1
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Worker 2
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GPT-4.1-mini
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Postgres +
pgvector
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Instructor uploads a course PDF — "Build a Real-Time System: Architecture to Deployment." File received and queued for ingestion.
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