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Ratel

give agents unlimited tools and skills without context bloat. Context engineering for AI agents. ~80% fewer tokens. Fix tool overload. Skills and memory with in-process BM25 and semantic retrieval. Progressive Disclosure. No vector DB. We're Giacomo and Roberto, authors of Ratel ( https://github.com/ratel-ai/ratel ) We used to help SaaS companies build agents on top of their products.

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    Model gateway, compute, deployment, database, auth, and more. Every service built for AI coding agents to operate end to end through CLI and skills.

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    Shared memory layer for your AI and your team

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    a design-rules engine so AI agents stop building generic UI

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