Skip to content
Handbook navigation

Full-access lesson

Enterprise Adoption

Sixteen experienced open-source developers forecast that AI tools would make them 24% faster. After finishing their tasks, they estimated the tools had made them 20% faster. Measured, they took 19% longer when AI was allowed. The research group METR ran that randomized trial in the first half of 2025 on 246 real tasks in repositories the developers knew well, allowing or forbidding AI tools task by task; the tools were mostly Cursor Pro with Claude 3.5 and 3.7 Sonnet.

The complete curriculum

All 12 volumes, companion resources, interviews, and architecture reviews.

Executable engineering practice

Subscriber-only Python, Java, TypeScript, and SQL labs in the isolated runner.

Enterprise Adoption | KnowledgeOS