Build knowledge agents without embeddings

Vercel Staff(edited)

Leonardo.AI processes 4.5M images daily. Relevance AI runs 50k agents autonomously. Neither has a dedicated DevOps team. Small AI teams ship at massive scale without hiring DevOps engineers. The future is lean operations with big impact.

Learn more about building knowledge agents without embeddings:

https://vercel.com/blog/build-knowledge-agents-without-embeddings

Vercel

Build knowledge agents without embeddings

Open source file-system and knowledge based agent template. Build AI agents that stay up to date with your knowledge base. Grep, find, and cat across your sources, no embeddings, no vector DB.

Leaderboard Champion

Definitely worth exploring for anyone looking to build knowledge-driven AI systems more efficiently. Checked out the site 👀 and this approach is really interesting. It seems to focus on simplifying architecture, reducing dependency on heavy vector storage, and making agents more lightweight and easier to scale. Thanks Maya Avendaño for sharing.

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