AI Research Atlas

LongCat-Flash-Thinking-2601

Meituan (LongCat) · 14 January 2026

Update to the 560B thinking model for agentic work, with environment scaling, multi-environment RL, tolerance for noisy tools and a Heavy Thinking parallel mode.

Trains under injected environment noise to generalize to real, imperfect tool settings; adds Heavy Thinking mode (intensive parallel reasoning) for hard tasks. MIT.

Date
Wednesday, 14 January 2026
Lab
Meituan (LongCat)
Kind
open-weights
Access
open weights

Date from HF initial commit; no benchmark numbers recorded.

Sources

  1. huggingface.co/meituan-longcat/LongCat-Flash-Thinking-2601

This record was checked against its sources on 6 October 2026. How we check

Related