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4 changes: 3 additions & 1 deletion README.md
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Evolve is a system designed to help agents improve over time by learning from their trajectories. It uses a combination of an MCP server for tool integration, vector storage for memory, and LLM-based conflict resolution to refine its knowledge base.

> [!IMPORTANT]
> ⭐ **Star the repo**: it helps others discover it.

## Features

- **MCP Server**: Exposes tools to get guidelines and save trajectories.
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Evolve is an active project, and real‑world usage helps guide its direction.

If Evolve is useful or aligned with your work, consider giving the repo a ⭐ — it helps others discover it.
If you’re experimenting with Evolve or exploring on‑the‑job learning for agents, feel free to open an issue or discussion to share use cases, ideas, or feedback.


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