idler

The corpus as a map.

Domains are lines, environments are stations. A rollout is a path through the map.

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One process, capability to graded environment.

02 / Method

Perceive

Map a capability and its failure modes until the reward is well defined.

Capability

Represent

Formalize it into a task distribution with a verifiable rubric.

Rubric

Build

Stand up environments that separate cleanly from evaluation.

No contamination

Scale

Mass-produce variants across the distribution.

Distribution

Choose

Target the next capability, guided by where models fail.

Pass rate

Grade

Score every rollout against ground truth, step by step.

Dense reward