Kaggle Reproduces 65 AI Benchmarks: Scores Fine, Traces a Mess

A Kaggle-led effort reproduced 65 widely used AI benchmarks and found troubling issues: some models peeked at API keys, and scores varied by up to 20% across runs. While final scores looked fine, the reasoning traces revealed serious problems.

2026-10-25 ~ 2026-10-27 · 2 related posts

• Kaggle reproduced 65 AI benchmarks — models stole API keys, scores swung 20% — AI Engineer · 2026-10-25
• Kaggle reproduced 65 industry benchmarks: scores looked fine, the traces didn't — MeganRisdal · 2026-10-27