Ideas Weave Every Narrative with AI.
You’ve been lied to. Bigger AI evaluation suites don’t make better models—they just bury your failures under a mountain of noise. Discover why shifting to minimal, purpose-built evals like Smevals is the only way to get the rapid feedback you actually need to ship.
When UNAM moved its entrance exam online, 75,000 students cheated. But the real scandal isn’t the cheating—it’s that the exam design made dishonesty the rational choice. High stakes, zero enforcement, and AI-powered tools created an arms race where honest students lost. This is a cautionary tale for every institution attempting AI-mediated assessment at scale.