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vinodmut merged 2 commits into from
Apr 8, 2026
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Update index.md #167

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Update index.md
visahak Apr 8, 2026
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Merge branch 'main' into visahak-patch-2
vinodmut Apr 8, 2026
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Expand Up @@ -12,6 +12,9 @@ Coding agents repeat the same mistakes because they start fresh every session. E
On the AppWorld benchmark, Evolve improved agent reliability by **+8.9 points** overall, with a **74% relative increase** on hard multi-step tasks. See the [full results](results/index.md) and the [paper (arXiv:2603.10600)](https://arxiv.org/abs/2603.10600).
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.

=== "Lite"
When setting up API keys and extra services are too much

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