SHADOW SECTINDEPENDENT AI STUDIOLet’s build
Evaluation / Concept

Crucible
Evidence before you ship your next model.

A proposed evaluation kit for checking model changes against tasks that matter. Keep datasets, rubrics and results beside the product code.

Back to the arsenal

Designed to do the useful work.

  • Repeatable evaluation suites
  • Task-specific rubrics
  • Regression comparisons
STATUS / Concept

This is a product concept. The interface and capabilities describe the intended direction; they are not a live product demonstration.