BREAKING
Vercel Knowledge Agent Skips Embeddings
grep, find, cat over vector DB
1grep
2find
3cat
File-based search vs classic RAG
Classic RAG
Chunk and vectorize
Vector DB storage
Similarity search
Knowledge AgentNew
grep / find / cat
Vercel Sandbox
Deterministic
0$
Before
0$
After
0ms
Sandbox start
Trade-offs still to be tested
Open source on Vercel Labs
AI NEWS BLITZ
Vercel Labs has released an open-source knowledge agent that searches without embeddings.