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Official benchmarks, independent analysis, and community reports about LongCat Flash Thinking, clearly separated from Tabbit's own testing.

3 source-checked resourcesOfficial · Media · Community

Media

2 source-checked resources

MediaarXiv

LongCat-Flash-Thinking-2601: Heavy Thinking, Environmental Noise, and Agent Benchmarks

One-sentence takeaway The official technical report shows that LongCat-Flash-Thinking-2601 is strongest on tool search, complex Agent environments, and noise robustness, but its scores come from vendor-designed environments and test protocols and cannot be tre。

MediaLongCat API Platform2025-09-22

LongCat-Flash-Thinking: API Alias Upgrade, Automatic Routing, and Service-Retirement Boundaries

One-sentence takeaway Code that called LongCat-Flash-Thinking historically has been automatically routed to 2601 since 2026-03-12, and both old models were retired on 2026-05-29, so every evaluation must record the call date and actual version.。

Community

1 source-checked resources

CommunityReddit / r/LocalLLaMA

LongCat-Flash-Thinking-2601: Initial Reading and Deployment Observations from the LocalLLaMA Community

One-sentence takeaway The post reads 2601 as a strong contender among open-source Agent models at the time and discusses the possibility of compressing it onto consumer hardware, but it provides no actual runtime, speed, or task-success data and can serve only。

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Official benchmarks, independent analysis, and community reports about LongCat Flash Thinking, clearly separated from Tabbit's own testing.