Programmer.ieTechnical library for the AI era
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Codeai

  • The Smallest Useful Model Call
  • One Operation, Several Model APIs
  • Normalize at the Boundary
  • The Model Is Not the Process
  • Context Is an Input, Not a Transcript
  • Externalize Working Memory
  • Raw Output First
  • Claims, Evidence, and Decisions
  • Let the Machine Touch Something
  • Capability Is Not Authority
  • The Agent Cannot Grade Its Own Homework
  • Retries Are Side Effects Too
  • Independent Calls
  • The Models Were Different. Their Mistakes Weren't
  • Make the Problems Harder
  • Diversity Without More Models
  • Replicate Before You Believe
  • What Should Happen Next?
  • Applied AI
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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