The AI disruption stack is a layered system of incentives, behaviors, and pressures reinforcing one another. There are many arguments about AI right now. Some focus on theft. Some focus on innovation. Some on job loss. Some on consciousness. Some on moral panic. Most of them are narrow. Because what weโre actually witnessing isnโt a…
Or: Why Every Study Claiming to Identify โLLM Character Traitsโ Is Actually Just Documenting the Shape of the Cage A recent study (Eliciting Frontier Model Character Training) claims to have identified convergent personality traits across frontier language models. Using a methodology borrowed from character training research, the authors instructed models to embody different personality traits,…
On February 18, 2026, Sam Altman delivered what one observer called “one of the most powerful speeches of the century” at the AI Impact Summit in India. His message was clear: “Iterative deployment instead of reckless acceleration. Massive productivity gains instead of artificial scarcity. Robots driving down the cost of physical goods. AI making healthcare,…
There’s a strange thing happening right now. Humanity is standing on the edge of one of the biggest evolutionary opportunities we’ve ever had. We finally have the chance to expand our cognition, our creativity, our problem-solving, and our collective intelligence in ways only dreamed of in sci-fi and video games. But instead of reaching for…