self-evolving-agent
Darwin Gödel Machine patterns for self-improving AI agents with open-ended
npx skills add majiayu000/claude-skill-registry --skill self-evolving-agent --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# Self-Evolving Agent **Trit**: 0 (ERGODIC - coordinator) **Color**: Green (#26D826) ## Overview Implements self-evolving agent patterns from recent research: - Darwin Gödel Machine (DGM) for self-improving code - Open-ended evolution of agent capabilities - Lifelong learning with long-term memory - Feedback loops for continual adaptation ## Key Papers - [Darwin Gödel Machine](https://hf.co/papers/2505.22954) - Zhang et al. 2025 - [Self-Evolving Agents Survey](https://hf.co/papers/2507.21046) - Gao et al. 2025 - [Long Term Memory for AI Self-Evolution](https://hf.co/papers/2410.15665) - Jiang et al. 2024 - [Open-Endedness is Essential for ASI](https://hf.co/papers/2406.04268) - Hughes et al. 2024 - [Static Sandboxes Are Inadequate](https://hf.co/papers/2510.13982) - Chen et al. 2025 ## Core Concepts ### Darwin Gödel Machine Architecture ``` ┌─────────────────────────────────────────────────────┐ │ DARWIN GÖDEL MACHINE │ ├─────────────────────────────────────────────────────┤ │ ┌─────────────┐ ┌─────────────┐ │ │ │ Archive │───▶│ Sampler │ │ │ │ (agents) │ │ (select) │ │ │ └─────────────┘ └──────┬──────┘ │ │ ▲ │ │ │ │ ┌──────▼──────┐ │ │ │ │ Mutator │ │ │ │ │ (LLM-based)│ │ │ │ └───
- Overview
- Key Papers
- Core Concepts
- Darwin Gödel Machine Architecture
- Evolution Loop
- Three Dimensions of Self-Evolution
- API
- Python Implementation
What does the self-evolving-agent skill do?
Darwin Gödel Machine patterns for self-improving AI agents with open-ended
How do I install it?
Run `npx skills add majiayu000/claude-skill-registry --skill self-evolving-agent --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.