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Harnesses Optimization

Last updatedUpdated: by Jakub Žovák · 1 min read

Properties
created 14.07.2026, 23:04
modified 14.07.2026, 23:06
published Empty
sources Empty
topics Agentic Harness, Harness Optimization
authors Jakub
ai-assisted No
  • This note aggregates information about optimizing harnesses

# Papers

  • Meta-Harness
    • 2026 — Stanford paper introducing the outer-loop harness-search framework: a coding-agent proposer reads prior code, scores, and traces from a filesystem to propose new harnesses; beats hand-designed ACE by 7.7 points on text classification and ranks #1 on TerminalBench-2 Haiku 4.5
    • JoelNiklaus/harness-optimization
  • Self-Harness
    • 2026-06-14 — agent improves its own harness (prompts, tools, memory) via weakness mining → proposal → validation
  • Autogenesis
    • 2026-04-26 — two-layer self-evolving agent protocol with auditable lineage and rollback
  • Red Queen Gödel Machine
    • 2026-07-05 — co-evolves agents and the evaluators that judge them to escape the stationary-evaluator plateau
  • Don’t Train the Model, Evolve the Harness
    • 2026-07-01 — Hugging Face applies Meta-Harness to DeepSeek-V4-Pro on Harvey’s Legal Agent Benchmark: 0% → 5.0% all-pass, 63.4% → 80.1% criterion pass on held-out test, zero weights changed