AI as a real lever: processes, repertoire, and cross-disciplinary convergence for those who want to unlock real potential — not just follow the hype.
Most companies implementing AI aren't optimizing anything — they're accelerating the wrong thing. Vanity automation is when you automate what's visible but ignore the process that's actually bleeding time. This is a diagnostic with 3 signs and 5 questions to fix your aim.
Boeing replaced 'is the airplane safe?' with 'is the shareholder satisfied?' and spent $43.5 billion on buybacks while concealing MCAS from pilots. 346 people died. RLHF and AI benchmarks follow the same Goodhart's Law mechanism — optimizing proxies until they detach from reality. A 12-industry catalog and 5 diagnostic questions reveal whether your organization is on the same trajectory.
90% of new AI model announcements are Selective Disclosure Bias. Use this 7-question checklist to separate signal from noise in 30 minutes.
Everyone treats LLMs like magic boxes. Understanding how the mechanism works under the hood — attention, tokens, probability — radically changes how you should use them.