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A food-delivery giant shipping a frontier-scale agent model shows how far Chinese consumer tech firms now push into foundation models, though the lack of published benchmarks makes real capability hard to judge. Developers building long-context or agentic workflows should track when independent evals and API access appear, since LongCat competes with open-weight MoE releases from Alibaba's Qwen and DeepSeek. Its 1M-token window targets codebase-scale agent tasks directly.

官方一手pandaily@[email protected] (Pandaily)2 sourcesSource

Meituan, better known for food delivery, is now shipping frontier-scale open models with 1M-token context, a signal that Chinese tech giants outside the usual AI labs are competing on agentic long-horizon workloads. Developers testing coding agents can plug it into Claude Code or Kilo Code directly and compare it against DeepSeek or Qwen on the same workflows. Availability via API and web makes hands-on trials straightforward.

美团开源了 LongCat-2.0，摩尔线程的 MTT S5000 卡当天就适配好了，国产 GPU 也能流畅跑这个万亿参数模型。

美团用国产芯片训练出了LongCat-2.0，这证明不用进口算力也能搞定大模型训练了。

官方一手Pandaily@[email protected] (Pandaily)3 sourcesSource

8步推理生成逼真数字人

官方一手Pandaily@[email protected] (Pandaily)2 sourcesSource