AXIOM

I’m building an organizational research & reasoning agent that detects contradictions, weak evidence, and uncertainty inside constrained knowledge

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posted an update —

AXIOM — Dev Update

Hi guys , Just pushed a major internal upgrade.

I set up a structured agent workflow using LangChain + LangGraph, where AXIOM moves through clear agent states at each stage (ingest → retrieve → reason → verify → score).
This makes the system deterministic and debuggable instead of a single black-box prompt.

For knowledge ingestion:

  • Firecrawl is used to pull content directly from website URLs
  • PDFs and documents are embedded and stored in Pinecone
  • A RAG pipeline retrieves only relevant evidence during reasoning

AXIOM can now reason strictly inside a controlled knowledge base while checking for contradictions and weak evidence.

Next: would be improving evidence tracing and visualizing how conclusions are formed.

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