
Auto-Harness
github.com/neosigmaai/auto-harness- Category
- AI Agents
- Pricing
- Open Source
- Type
- TOOL
- Builder
- neosigmaai
- GitHub
- 526 stars
- Added
- Apr 17, 2026
About
A self-improving AI agent system that automatically mines failures from benchmarks, optimizes agent performance, and gates changes against regressions. It demonstrated improving agent scores from 0.56 to 0.78 on Tau3 benchmark tasks through autonomous iteration.
Why it made the leaderboard
Point it at a coding agent and a benchmark and it iterates overnight: mining failures, rewriting system prompts and tools, and gating every change against a self-maintained regression suite. The authors report lifting an agent from 0.56 to 0.78 on Tau3 tasks without human tuning.
Tags
ai-agentsself-improvementbenchmarkingautomationoptimizationmachine-learningevaluation
Tech Stack
PythonDocker
Media

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