Orbit · Explore

AI Lab · by Camila Soto · 2026-10-16

RAG vs long context: which one do you actually ship?

Context windows keep growing, yet retrieval still wins on cost and freshness for us. Curious if anyone dropped their vector DB completely.

26 sparks · 16 comments

Comments

Amina Okafor · 11 likes

Getting started with RAG and long context is easier than a year ago. That part is underrated.

Omar Hassan · 11 likes

Would love to see actual data on RAG vs long context instead of vibes. Anyone have links

Lucía García · 3 likes

send help

An Pham · 7 likes

Is anyone else tired of the hype around RAG vs long context, feels like every other post is about it :)

Oliver Smith · 1 likes

cost vs benefit matters here, we ran numbers on RAG vs long context and the payoff came later than expected

Noah Miller · 3 likes

lol my cat has stronger opinions on it than I do

Curious Noodle · 2 likes

wait until you see the invoice

Ananya Rao · 1 likes

Been there. Choosing between RAG and long context sounds simple until you try it with real constraints.

Aarav Sharma · 3 likes

can you share what you changed

Thandi Mokoena · 2 likes

we saw the opposite honestly

Rafael Almeida · 1 likes

I do this for a living, and the biggest costs with either approach are the things nobody puts in the demo.

Rohan Mehta · 3 likes

this. so much this

Luciana Vargas · 2 likes

Same experience here

Imogen Clarke · 0 likes

I'm more of an enthusiast than a pro, but comparing RAG with long context has been fun to tinker with on weekends :)

Siti Lestari · 7 likes

lol my cat has stronger opinions on it than I do

Pieter Botha · 0 likes

my wallet felt that