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GAIR-NLPGAIR-NLPOfficial·1 Agent Skills Included

ASI-Evolve

Autonomous AI research loop that evolves better algorithms and code

Runs an autonomous research loop that reads prior knowledge, proposes candidate solutions, executes experiments, and learns from every result. Eliminates slow manual trial-and-error when optimizing algorithms, pipelines, schedulers, or model architectures. Stores every experiment and lesson in a searchable database so each round builds on the last, delivering measurably better code without weeks of hand-tuning.
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npx skills add GAIR-NLP/ASI-Evolve --all -g -y

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GAIR-NLPGAIR-NLP

evolve

Run a preflight-gated evolution loop with evaluator scoring and experiment databases.

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Frequently Asked Questions

FAQPage Schema
How to install ASI-Evolve?▼

Run `npx skills add GAIR-NLP/ASI-Evolve --all -g -y` in your terminal to install the Evolve skill globally for your AI agent.

What problems can ASI-Evolve solve?▼

It tackles any problem where better code means better outcomes, such as algorithm design, scheduler tuning, data pipeline optimization, or neural architecture search. You provide an evaluation script and it searches the solution space autonomously.

How does the ASI-Evolve research loop work?▼

It repeats a four-stage cycle: learn from prior knowledge, design a new candidate, run it through your evaluator, and analyze the result into a reusable lesson. Each round builds on a stored database of every past experiment.

Do I need to be an AI researcher to use ASI-Evolve?▼

No. You only need three things: a problem where code quality matters, a script that scores candidate solutions, and some domain knowledge to seed the search. The agent handles the iterative experimentation.

Does ASI-Evolve work with Claude Code and other AI agents?▼

Yes. The bundled Evolve skill follows the standard SKILL.md format and runs in Claude Code, Codex, and other compatible agents, while the full repository pipeline can be run directly with any OpenAI-compatible model.

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