rlsupply · research supply for reinforcement learning environments / verified

Data supply

Verifiers & Rubrics for Verticals

Expert-weighted rubrics and deterministic verifiers for vertical AI, portable into the stack you already run.

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Specification

What ships in the box

Weighted by practitioners

Criteria set by the experts who carry the consequences of getting the work wrong.

Deterministic where it counts

Rubrics compile to code, so grading holds steady across runs and across judges.

Licensed on its own

Point audited grading at the environments and datasets you already have.

Remarks / supply

An agent output can look correct while leaving the underlying system in the wrong state. Our rubrics grade the state, and every verifier has to recognize an expert’s own recorded run before it ships.

Request supply

Tell us where your model breaks.
We build the environment.

Sample task packets and environment access for evaluation. Tell us the capability you care about and we will send the relevant cut.