Proof behind the platform: research, benchmarks, and insights

Scaled Cognition CTO Dan Klein on DataFramed: why enterprise hallucination rates run 5x higher than teams believe, and why reliability has to be architected in.

Wrong answers used to announce themselves. Typos, clumsy phrasing, a translation with chunks of the original still in it. Our co-founder and CTO Dan Klein joined Liam Lawson on The AI Report Podcast to explain why those cues are gone and what replaces them.

For the most critical enterprise workflows, models are already intelligent enough. What's blocking scale isn't intelligence — it's reliability. We went back to first principles and asked a different question: what would it take to build a model that gets the right answer every single time? The answer required rethinking the architecture entirely — and a series of breakthroughs that took years to develop.