AI Design

Stop Memorizing AI Concepts. The Only Skill That Matters for AI PMs Is This.

Traditional PMs manage predictable systems. AI PMs manage probabilistic ones. The skill that separates the hired from the rejected isn’t coding or AI jargon β€” it’s the ability to build an evaluation system that defines acceptable failure in a product that will inevitably fail. Most interview prep is useless. This is what actually works.

Stop Measuring Your AI Agent’s Accuracy. Test Its Temperament Instead.

AI agents don’t have nervous systems, yet they exhibit stable behavioral patterns β€” failure handling, exploration style, assertiveness β€” that map onto classical human temperament theory. While the industry obsesses over accuracy benchmarks, it’s ignoring the one dimension that actually predicts real-world performance: temperament. An agent that scores 94% but collapses at the first error is worse than an agent that scores 88% but adapts, persists, and pushes back.

Claude Science Is Quietly Killing Hypothesis-Driven Research

Anthropic’s Claude Science promises to accelerate research, but it’s quietly shifting the scientific paradigm from hypothesis-driven inquiry to AI pattern-completion. By outsourcing reasoning to a model that excels at plausibility but ignores verifiability, researchers risk losing the intellectual rigor that defines true discovery.

Stop Doing Design: Why Tencent’s Miora Means You Must Become an AI Architect

Tencent’s Miora can generate a complete brand VI in 10 minutes, but the real disruption isn’t speed. It’s the shift from manual design to AI-driven workflow management. If you’re still competing with AI on pixels, you’ve already lost. The future belongs to those who define rules, manage systems, and control taste.