You ask an AI assistant for something, then change your mind halfway through -- and it clings to the first version. A new Microsoft study shows this isn't forgetting; it's bad bookkeeping, and even a perfect reminder of what you now want can't fully fix it. We break down why switching tasks is the killer, then turn to AI video: two fresh papers on why long clips melt into drift and cost, and one clean fix each. Plus the day's headlines -- the open-weights letter doubling to 50, the breach nobody's describing right, and a complete voice model the size of a photo.

Chapters

0:00 The model that didn't go rogue
1:12 The headlines
7:26 Intro
8:37 The agent that won't let go
14:26 Why AI video melts, and two fixes
20:08 Wrap-up

Links

The model that didn't go rogue -- https://openai.com/index/hugging-face-model-evaluation-security-incident/
The agent that won't let go -- https://arxiv.org/abs/2607.20734
Why AI video melts, and two fixes -- https://arxiv.org/abs/2607.20368