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YOUR AGENT'S FAILED RUN COULD BECOME ITS NEXT LESSON

YOUR AGENT'S FAILED RUN COULD BECOME ITS NEXT LESSON LongCat-2.5 from @Meituan_LongCat combines native visual…

This is a AI post classified by AGK Intelligence as AI coding agents (a tool drop), kept by the AI Radar because it carries real work, not commentary.

YOUR AGENT'S FAILED RUN COULD BECOME ITS NEXT LESSON LongCat-2.5 from @Meituan_LongCat combines native visual understanding and agentic coding with Trajectory2Task+, turning real agent failures into reproducible, verifiable training tasks. That training approach caught my eye... so did the API pricing! Per million tokens: > input (cache miss): $0.30 > input (cache hit): $0.006 > output: $1.20 here's their launch offer: > a 50M Launch Trial Token Pack for only $1.90, with free cache hits. I'd try it on a UI bug in an existing repo, then measure the cost of getting from screenshot to a wo

Posted by Charly Wargnier ♨️ (183.3k followers) 1 h ago · 25 likes · 2.9k views · view the original post on X. Kept by the AI Radar as AI coding agents. Tools mentioned: Introducing LongCat-2.5.

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Every post is read and classified by AGK Intelligence: what it is, which market it belongs to, and whether the link is a real tool. 65.2k posts from 5k X accounts over the last 14 days, 10.6k tools, 19 markets. New posts are collected several times an hour and the full ranking is recomputed every hour — last update 2026-11-08 00:39 UTC. Full method.