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Orbit – A harness that makes AI coding agents prove their work
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1015d ago
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GitHub Repository
The validation loop that stops AI coding agents from claiming work is done before it actually is.
6 starsRust
Musts – Open-source validation loops for AI coding agents
by bitomule·May 25, 2026·1 point·0 comments
AI Analysis
●●●BangerBig BrainSolve My Problem
Stops AI agents from lying about finished work by enforcing evidence-based validation loops.
Strengths
- •Defines 'done' as an executable state rather than a probabilistic guess by the LLM.
- •Agent-agnostic design works with Claude Code, Cursor, or any shell-capable automation.
- •Evidence logging creates an auditable trail of exactly what tests passed before merging.
Weaknesses
- •Requires agents to follow specific prompting instructions to obey the validation loop.
- •Initial setup of MUSTS.yml manifests adds friction to quick prototype iterations.
Category
Target Audience
Developers using AI coding agents like Claude Code
Similar To
Pre-commit hooks · Claude Code · GitHub Actions
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