Md, watching an AI video makes me excited. It turns out that this is the scene DeepSeek once faced. Source Douyin: @江干的AIGC
Zahrat al-Rimal - a Three.js floating desert diorama with real-time day/night cycles, dynamic weather, and wandering caravans.
Coded using GLM 5.3 Flash (free in opencode) + DeepSeek v4.1 Flash!
"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.
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