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3 posts

Dots Studio Dots: Long-Context MoE, Multimodal Input, and Tool Workflows

OpenRouter lists long context, image input, and tools for Dots3-Note Preview; verified weight access and licensing remain necessary for self-hosting.

LongCat Series: Meituan's Open Agentic Coding Model Family

LongCat-Flash and LongCat-2.0 are Meituan open-weight MoE models. This guide explains dynamic compute, LSA, long context, tool use, and the difference between model specifications and hosted endpoints.

NVIDIA Nemotron Series: Open-Weight Reasoning and Multimodal Model Family

Nemotron covers text reasoning, multimodal understanding, and safety classification. Ultra, Super, Lightning, Nano Omni, and Content Safety differ in architecture, context, and licensing; model specifications and API limits must be checked separately.