MashupAbility//OpenSource

OPEN//FRONTIER PROJECTS

Make AI systems legible.

One project records the system that ran. The other tests whether policy rules can survive the incentives they create.

THE PROJECTS

Two tools for harder questions.

Each project turns a vague AI claim into a record or mechanism that people can inspect.

WHY THESE BELONG TOGETHER

Inspect the system. Stress-test the rules.

Record reality

ModelReceipt identifies the deployment stack and the evidence behind it.

Model incentives

OpenNash publishes policy assumptions, payoff transforms, robustness checks, and citable run receipts.

Test the claim

Review whether the technical claim is supported and whether the policy is stable.