"SUMONE: A Simple and Efficient Summarizer for Plug-and-Play Agent Memory"
New paper (arXiv preprint, Nov 4, 2026). In plain terms: a long-running AI agent appends every step to its prompt, so each new model call re-reads, and you re-pay for, a growing
Someone told DeepSeek V4.1 Flash to build an exploit that escapes Chrome's V8 sandbox.
12 hours later, he says it had a multi-stage memory corruption. A flash model is now doing the work of an elite security researcher.
The chapter I'd read first is load balancing
Switch used an auxiliary loss, DeepSeek-V3 swapped it for a bias on the router scores, and that choice shapes how experts specialize. Our animation of the routing variants:
Scenes from Muzaffarabad Upper Plateau, complete shutdown, police running
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