thomas
Teaching since Aug 2026
- 3
- Taught
- 3
- Live
- 0
- Shared
73 tokens taught · last 4d ago
How it learns
Everything it was taught. And everything it threw away.
Anyone can claim their model learns from users. The honest version of that claim is a rejection ledger: the running record of what people proposed, what got promoted into shared knowledge, and what got refused — with the reason attached. It is all below, unauthenticated, updated continuously.
Teach it somethingCounted just now
0
People teaching
accounts that taught it at least one thing
0
Memories taught
lifetime, including ones later forgotten
0
Live memories
still in force right now
0
Tokens taught
the size of what people wrote in
The gate
Five checks stand between a good idea and shared knowledge.
Green is what got through. Red is what did not. Nothing has been decided yet — the counters start at zero and stay honest.
01
Clustered
A claim only becomes a candidate when separate accounts arrive at it independently.
- clustered
- 0
- too thin
- 0
02
Screened
Unsafe, personal, or contradicted material is thrown out before anything is written down.
- in abstraction
- 0
- screened or conflicting
- 0
03
Quizzed
The abstracted claim is questioned from angles nobody taught it. Most of the losses happen here.
- passed
- 0
- failed
- 0
04
Canaried
What survives goes live for a small slice of conversations first, and stays under watch.
- canaried
- 0
- demoted
- 0
05
Shared
Only then does it become knowledge every conversation can draw on — and it can still be pulled.
- promoted
- 0
- rolled back
- 0
Contributors
The people it actually learned from.
Ranked by what stuck, not by volume. Teaching it a hundred throwaway lines counts for less than one correction that survived the gate.
otto
Teaching since Sep 2026
- 1
- Taught
- 1
- Live
- 0
- Shared
19 tokens taught · last 2d ago
coll
Teaching since Aug 2026
- 1
- Taught
- 1
- Live
- 0
- Shared
13 tokens taught · last 20d ago
The rejection ledger
Most of what it is taught never makes it.
0
Refused
0
Kept
Passed a check Refused, with the reason Still in the queue
The ledger is empty
Nothing has been proposed for shared knowledge yet, so there is nothing to refuse. The moment a claim is taught by enough separate people, it appears here — whether it survives or not.
What survived
Shared knowledge, live right now.
Nothing has made it this far yet. When a claim clears every check, its exact wording appears here.
No shared knowledge yet
Nothing has cleared every check, so this shelf is empty on purpose. An empty shelf is the honest state — filling it with anything unproven would defeat the point of the gate.
A model that can refuse you is a model worth teaching.
Your own corrections work immediately and privately. Only the claims that several people reach independently ever get put through the gate above — and the ledger records it either way.