Blog

Notes on evolutionary search

Longer-form writing behind the announcements — what Galapagos is, how its methods work, and the research it's built on.

Overview

What is Galapagos?

The open platform where language models don't just answer — they evolve. One six-block vocabulary, one card format, one Hub for the whole community.

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Paper

Evolution Fine-Tuning: Learning to Discover Across 371 Optimization Tasks

A mid-training “practice phase” that turns evolutionary search trajectories into supervision, teaching small open-source LLMs how to evolve solutions before they ever see a new problem.

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