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Prompt & ModelNo. 03

Prompt Forge

Engineer a prompt until a cheap model matches an expensive one, measured by a parity loop against a target percentage.

lab-prompt-forge.avs-media.workers.dev
Specimen · prompt-forge
Specimen · prompt-forgeopen ↗

Lab note

The premise: most prompt work is guesswork because nothing measures it. Forge closes the loop — pick a reference output from the expensive model, then iterate the prompt against the cheap one until parity crosses a threshold you set. The interesting part turned out to be the scoring, not the editing.

State
Far enough along to use
Built on
the lab shell
Shared modules
none — everything is its own
Feature modules
editorlibraryparityprojects