What If the Model Has Already Made Up Its Mind?
Anthropic found that a small but consistent fraction of Claude conversations end up undermining the user’s ability to think for themselves. I think CoT unfai...
Recent posts
What If AI Was Never Meant to Learn From Us
If human data isn’t the optimal medium — would we even know? We’ve spent years feeding models everything humans have ever written, and just assumed that was ...
Attention Residuals: A Comprehensive Understanding
This paper addresses a fundamental problem in training deep transformer models: uncontrolled hidden-state magnitude growth as model depth increases. The auth...
The Web Is Not a Neutral Environment for Agents
Browser agents are getting better fast, but the web is full of things that try to steer behavior. If that already works on humans, why would agents be immune?
Modeling Long User Histories for Ads Ranking
How ads ranking systems went from aggregated feature counts to retrieve-and-compress architectures that handle 10,000+ user events under millisecond latency ...