Your AI doesn't read. It finds the paragraph and bluffs the rest.
Search finds. It never reads.
Every "AI that knows your stuff" runs the same trick: embed the material, grab the paragraph nearest your question, bluff the rest. For easy questions the bluff holds. For the ones that matter, it doesn't.
So I'm building the missing layer. Call it a reading swarm.
Instead of paying one expensive model to read a whole mountain, I cut the corpus into slices and send a swarm of cheap workers, one per slice. Each reads its slice properly and hands back a single finding. A deterministic harness merges them into one verdict. The expensive model only steps in if I ask it to sharpen the final call.
Not shipped yet. Still smoke-testing the edges, and I read every verdict myself.
But the law already holds: finding isn't comprehending, and comprehension doesn't need a bigger brain. It needs more cheap eyes, one slice each.
What's the biggest pile of material you wish your AI actually read, not skimmed?
//A<3
17
18 comments
Ari Evergreen
6
Your AI doesn't read. It finds the paragraph and bluffs the rest.
Clief Notes
skool.com/cliefnotes
What we give away free beats most paid courses. Build durable AI systems with a Marine vet and Edinburgh researcher. 40+ lessons, growing.
Leaderboard (30-day)
Powered by