Proof behind the platform: research, benchmarks, and insights

Scaled Cognition co-founder and CTO Dan Klein joined the Beyond the Prompt podcast to explain why AI systems are built to produce outputs indistinguishable from the truth — not to actually tell the truth — why prompting is not a real control surface, and why the skills enterprises need to get value from AI go far beyond deploying the technology.

Reliability — not capability — is what determines whether enterprise AI can actually ship. Dan Klein on the reliability gap nobody's measuring, why the popular workarounds fail, and what it takes to build trust into AI from the ground up.

Scaled Cognition co-founder and CTO Dan Klein joined the Chain of Thought podcast to explain why most AI prototypes die before they ship, why prompting is not a real control surface, and how APT-1 was architected from the ground up to give actions and information first-class status instead of treating everything as tokens