
The reasoning
behind every
review.
Independent perspectives. A shared rubric. A clear way to resolve disagreement. See how expert judgment becomes evidence you can use.
Read the methodologyTHE HUMAN SIDE OF EVALUATION
What makes an AI response useful in real engineering work? We study the questions, the review process, and the evidence behind the answer.
Start with our methodologyOur methods, and what we’re exploring next.

Independent perspectives. A shared rubric. A clear way to resolve disagreement. See how expert judgment becomes evidence you can use.
Read the methodologyIn development
A planned benchmark for coding agents working on the problems production software presents.
Backend · Frontend · DevOps · Security
No published benchmark results yet.
OPEN RESEARCH
Research is more useful when its methods and boundaries are clear.
FROM RESEARCH TO PRACTICE
Build an evaluation program around the questions that matter to your team.