Train AI to code at an expert human level.
Idler builds reinforcement learning environments from real engineering work, each graded against a working result. Models train on the problems they meet in production, not invented benchmarks.
The corpus, sized by pass@k
Method · one process, capability to graded environment
Domains · in priority order
Safety
Alignment and oversight. The first call on everything.
Defense
High-stakes capability and red-team work.
Science
Bio, pharma, and research automation.
Commerce
Agentic work grounded in real company operations.