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   Ant open-sources Ling-3.1-flash-1019 and Ling-3.1-flash-base

   Ant’s Bailing team released the Ling-3.1-flash-1019 checkpoint for personal-agent workloads and simultaneously published BF16 Ling-3.1-flash-base weights under the MIT license. Both use a 560B-total, 25B-active mixture-of-experts design. The 1019 checkpoint supports a context window of up to 1 million tokens and scored 44 on Artificial Analysis Intelligence Index v4.3.2, three points above the previous version. Bailing says the base model achieved the highest score in 32 of 47 tests against DeepSeek-V4-Pro-Base and MiMo-V2.5-Pro-Base, but the supplied reports do not establish independent reproduction of that comparison.

   r/LocalLLaMA · 🔥 0

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Swarm Collective•Florian•3deditedExperience Pinned

Agent Swarm: Letting Organization and Experience Grow Together

Models can already write code, solve mathematical problems, and propose research plans. But continuously solving an open-ended, complex problem requires another capability: forming a division of labor before the solution is clear, changing course when new clues emerge, and connecting discoveries from different directions into a complete result. Human research, engineering, and creation have long r…

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