ProofCheck — Day 4 complete
ProofCheck is now moving from RAG into an agentic evidence-reconciliation system.
Today I built:
  • 🔎 A bounded LLM investigation agent
  • 🛠️ Typed tools for evidence search and validation
  • 🧮 Deterministic reconciliation for quantities and calculations
  • 📋 Structured outcomes: SUPPORTED / REVIEW_REQUIRED / BLOCKED
  • 🛡️ Safety boundaries and controlled API retries
The core engineering principle remains:
The LLM decides what to investigate. Deterministic systems establish what the numbers actually say.
Next: Day 5 — building the interface and connecting the full workflow.
#AIEngineering #LLM #RAG #AIAgents #Python #BuildInPublic #DataScience#DecodingDataScience
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Emilin Jose
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ProofCheck — Day 4 complete
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