Programmer.ieTechnical library for the AI era
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Provenance

  • Evidence, Truth, and Verifiability
  • From Retrieval to Persistent Understanding
  • Why
  • The Smallest Useful Model Call
  • Token Counts Don't Add Up
  • A Successful Call Is Not Finished Work
  • The Memory Contamination Problem
  • What Did the Model Actually See?
  • Appendix: The Evidence Ledger
  • Can Memory Be Trusted?
  • Preserve Before You Interpret
  • Claims, Evidence, and Decisions
  • The Remembering System
  • Who Gets to Be Right?
  • Appendix — Building a Remembering Agent
  • Blind Before You Compare
  • Advanced Agents From First Principles 25: Can You Reproduce an Agent Run Months Later? Add Deterministic Replay and Provenance
Programmer.ie

Technical library for the AI era.

Understand what is changing. Learn how it works. Use it.

© 2026 Ernan Hughes
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