Proof behind the platform: research, benchmarks, and insights

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

Our CTO Dan Klein joined Vinod Khosla and Anita Ramaswamy of The Information on stage at HumanX to discuss building reliable AI at enterprise scale.

Every company selling an AI-powered CX agent will tell you they're "model-agnostic." The pitch is reassuring: no matter what model comes next, you'll always have the best one working for you. They swap foundation models behind the scenes. They route queries to whichever LLM fits the task. You're future-proofed. Except you're not.