{"repo":"awslabs/AutoHelix","free":true,"listed":false,"github":"https://github.com/awslabs/AutoHelix","clone":"git clone https://github.com/awslabs/AutoHelix.git","description":"Agent-powered iterative optimization: put an AI agent in a verified improvement loop.","language":"Python","stars":16,"topics":["agentic","ai-agents","automation","claude","code-optimization","developer-tools","llm","optimization"],"license":"Apache-2.0","category":"ai-agents","readme_excerpt":"Put an AI agent in a verified improvement loop. Set constraints and metrics ; the agent proposes changes in a loop. Only changes that pass checks get merged. Improvements compound across iterations. works with Claude Code · Codex · OpenCode How it works · Quick start · Examples · Configuration · Other features · FAQ --- AutoHelix is a lightweight harness that lets you point an agent at a goal and leave it looping unattended. It provides the isolation, validation, scope, and budget control to make that safe, and it's general enough for any measurable goal, from optimizing code to training models. Looping an agent can be far more effective than a single prompt, because later iterations fix and build on what came before, and because it gives you a knob for controlling how much effort (time or cost) to put toward the goal rather than letting the agent decide when it's done. AutoHelix makes this pattern easy to run and customize, so you can let the agent climb for as long as you want. How it works You define a goal , the constraints that must hold, and the metrics to track. The agent proposes changes and the harness decides if they land. Core features: - Isolation. Each iteration runs in a fresh git worktree. A rejected attempt's code is cleanly discarded. - Scope enforcement. Only files marked editable can be changed; everything else is frozen. - Constraints gate changes. Tests, type-checks, or any command that must exit 0. Break a constraint and the iteration is discarded. - Met","default_branch":null,"files":null,"tree":[],"storefront":"/r/awslabs","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/awslabs/AutoHelix/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}