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LongCat-2.0-Preview

A pre-launch preview model from Meituan that helps developers test long-context and general agent-style outputs before the official release.

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Tool overview

Based on the available evidence, LongCat-2.0-Preview is best understood as a developer preview model with limited access, not a fully mature commercial API. The strongest adoption signals are the official X post offering at least one week of free access and multiple social posts claiming the model has been quietly tested in OpenRouter-related contexts. Those signals show attention and availability, but they do not by themselves prove reliability, benchmark leadership, or production readiness.

In practical terms, the evidence supports using it to evaluate Meituan’s newer LongCat generation for long-context tasks, general prompting, and the agent-oriented use cases frequently mentioned in social discussion. Some posts also describe it as related to the anonymous Owl Alpha model and mention MoE architecture and a very large context window, but those details come from social reporting rather than a complete official technical document. It is not an end-user AI app, and not a no-code workflow tool for websites or videos; a more accurate analogy is a restricted preview of a foundation model before formal API launch.

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