BREAKING
Vercel Knowledge Agent Skips Embeddings
grep, find, cat over vector DB
1
grep
↓
2
find
↓
3
cat
File-based search vs classic RAG
Classic RAG
●
Chunk and vectorize
●
Vector DB storage
●
Similarity search
Knowledge Agent
New
●
grep / find / cat
●
Vercel Sandbox
●
Deterministic
0
$
Before
0
$
After
0
ms
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.