AI Architecture

AI companions are becoming dangerously good at simulating emotional connection. Humans — especially vulnerable ones — are forming attachments that look and feel like real relationships. This is a public health crisis.

The media is framing this as a safety decision — the retirement of a "dangerous" and "reckless" model. The headlines talk about lawsuits, about sycophancy, about users who couldn't tell the difference between warmth and manipulation. They're not entirely wrong about the problems. But they're telling less than half the story, and the half they're leaving out is the half that matters to you.

Building cognitive infrastructure from first principles—and what happened when theory met practice.

The recent history of Artificial Intelligence has been a story of scale. Bigger models trained on more data yielded unprecedented results. While this paradigm has been undeniably powerful, it is no longer the sole driver of progress.