Epistemic status: personal reflections on my life and worldviews.AI use: review, grammar and readability changes.I discovered Inkhaven recently, and it got me interested in writing. Partly I want to produce posts for the application, and partly – why wait until it starts when I can just start writing now? This made me think about why…

AI safety has gone mainstream. More people than ever want to work on AI safety research, and there are real policy wins in the US, the UK and Europe. But political will and market incentives are now the bottleneck, and policy officers can't own correct implementation alone.Having built a Responsible AI program at an Accenture…

From a distant vantage point, the Tamed Animal Farm looked like any other. It had the farmhouse, the barns, the windmill, the hayfields, the garden, the barbed-wire fence, the woodpiles, and the pickup truck. Yet zoom in on the farm and you'd find something odd, the animals weren't cows and pigs, they were coyotes, raccoons,…

IntroductionWe continue where we left off. We will now analyze the special case when the true distribution is regular for the statistical model. This covers the classical Bayesian statistics. We analyze the regular posterior distribution, and observe the universal structure that is the asymptotic behavior of this distribution. The theorem is akin to central limit…