Propose Technical Project
Studio experimentation

Testing software architecture against statutory doctrine

We build open computational prototypes to evaluate where copyright doctrine, liability frameworks, and evidentiary standards strain under real foundation model outputs.

Active projects

Open evaluation harnesses

Our studio develops specialized testing frameworks designed to measure model compliance and legal vulnerability.

Benchmark
Governance
Parser

FairUseBench

ProvenanceLocker

StatutoryTokenizer

A testing harness designed to evaluate generative model outputs against established transformative use precedents and statutory exceptions.

An open compliance framework for tracking training dataset verification and cryptographic model output lineage.

Computational tools for translating complex statutory language into structured machine-readable validation rules.

— Laboratory benchmarking

Connecting rigorous code execution with precise case law precedent inside a disciplined research environment.

Propose Technical Project

Join the studio workbench

We invite open-source collaborators, university labs, and technical fellows to participate in our ongoing legal prototyping initiatives.