Coquí: right answers out of 211

Measured on the same 211 guest questions every time, on the real app.

Where the right answers came from

Out of 211 questions. The free model anyone can download first, then what training it on our notes added, then our better records and code, then training it again with every answer checked.

The model is the part we swap. We switched the brain guests use in an afternoon, and tested the newest outside model and turned it down in a day. Most of the gain came from the notes, code and checks around the model. On 50 fresh guest questions with the same notes, this brain got 36 right and three big models (Kimi K3, Claude Sonnet 5, Claude Haiku 4.5) got 37 to 39. Only this one fits on a phone: about 0.9 GB, so it answers on the beach or the ferry with no signal and costs nothing per answer.

Every bench run since the first one

Each mark is one full run of the 211 questions. A new brain reaches guests only if it beats the one they already have.

Coquí brain (our fine-tune) New brain, turned down Stock model, untrained Notes only, no brain

All 211 questions, lit up

One square per question: green when the answer was right. Pick a run or press Play to watch them turn green.

Pick a list, then a question, to read the stock model's answer next to today's.

Same question, then and now

Then: the stock model inside the app (Oct 11). Now: what guests get today. The tag says who answered: the brain itself, or the app's code around it.

Tested and turned down

The bench is the gate. Two newer brains scored lower than the one guests have, so they never shipped.

Still wrong