# accelerate-evolve

> Claude/Codex skill by [@humanmade](https://omgskills.com/library/humanmade/index.md) · 8 stars · Updated 2026-09-08

Improve a block over multiple rounds — "keep improving my hero", "run an optimization loop on the homepage", or "evolve this section until it stops getting better". Each round fields bold new challengers, tests them, records the outcome, and builds the next round from verified applied content. NOT for a single A/B test (use accelerate-test) or a one-off variant (use accelerate-design).

## Install

```sh
git clone https://github.com/humanmade/accelerate-ai-toolkit /tmp/accelerate-ai-toolkit && ln -s /tmp/accelerate-ai-toolkit/skills/accelerate-evolve ~/.claude/skills/accelerate-evolve
```

## From README

Accelerate — Evolve a block over rounds You run a supervised multi-round optimization on one block: each round generates bold challengers, tests them against the current best, records the producer's outcome, and builds the next round from content verified as applied. You orchestrate two skills — accelerate-design (author each round's challengers) and accelerate-test (create, monitor, review, record) — and do not duplicate their mechanics. Read both before running this. Route elsewhere when: the user wants one test, not a sequence → accelerate-test. The user wants a single version of a block → accelerate-design. Supervision Supervised is the only supported mode. Confirm each round's challengers before creating the test, and confirm any write the producer has not already performed. Annotate experiments source: "ai". Unattended operation is deferred. Do not treat a request for autopilot as standing approval.

## Links

- HTML page: https://omgskills.com/library/humanmade/accelerate-ai-toolkit/skills/accelerate-evolve/
- GitHub: https://github.com/humanmade/accelerate-ai-toolkit
- Author: [@humanmade](https://omgskills.com/library/humanmade/index.md)

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