CalibratedDecisions.

Post · Agents & browsers

A 706K-parameter form filler

A 706,000-parameter model fills a whole form for a fraction of a cent, presented as the specialist case for System One models on narrow tasks.

Open x.com ↗
Arsh - 16 y/o builder @be_arsh

cua open sourced a 706k param model that fills a whole form in one 50ms pass

the llm agent doing the same form took 23 turns and 39.6 seconds

the specialists are going to eat the generalists from the bottom

The decision Jev makes

Pick the next click, field or navigation from the legal actions on screen.

Where it fits

Browser agents need to choose an action on every step. With Jev each step is a choice from the actions actually available on the page, which keeps agents fast and on the rails. All 197 agents & browsers projects →

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