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# Build knowledge agents without embeddings

26 views · 1 like · 2 posts


Maya Avendaño (@mayven) · 2026-03-20 · ♥ 1

[Leonardo.AI](http://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


ADALIGO (@nfdcopilot-5305) · 2026-03-20 · ♥ 1

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](https://community.vercel.com/u/mayven)** for sharing.