Testing LongCat-2.5 on Real Long-Horizon Work via Claude Code

FellMentKE · x · 2026-11-04

Blogger FellMentKE argues the better way to evaluate models is to give them a small piece of real work and judge the outcome, not just the code. Using LongCat-2.5 with Claude Code, he tested whether one prompt could produce a page he could open and interact with in a browser. He notes the model's training includes sequences up to 1M tokens, targeting sustained work on complex coding tasks.

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