~/talk

What if the harness mattered more than the model?

slides:none on file

Argues that a better harness can make weaker local models competitive, citing Harness Bench numbers that jump from 52.4% to 76.2% with only harness changes. Describes a built language called Agency language and demonstrates concrete tools: read/write with handlers for safety, capability locking via partial function application, a REACT-style feedback loop that fixes a failing median test, sub-agents for modular capabilities, and a built-in self-optimizer (Japa) that measurably improves prompts and succeeds.

AI-written summary · about

  1. 0:00Introduction
  2. 3:34Language support for harnesses
  3. 6:06Coding agent with Agency
  4. 11:39Safe tools with human-in-loop
  5. 15:36Agents with partial function
  6. 18:08Reasoning with feedback loops
  7. 21:37Harness features with sub-agents
  8. 25:36Self-optimization for improvement
  9. 28:50Summary
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