MiniMax opens M3.1 Flash Preview for multimodal coding with 1M context
M3.1 Flash Preview supports text, image and video inputs, a one-million-token context and adjustable thinking effort for coding and agent tasks.
CURATED TIMELINE · EDITORIAL EDITION
Follow the market’s shifts from bilingual chat models and hyperscaler-backed open families to sparse MoE efficiency, controllable reasoning, and long-context products across ChatGLM, Qwen, DeepSeek, and Kimi.
Timeline overview
Editorial thread
Reviewed event briefs and original editorial context, ordered to show how the story changed over time.
M3.1 Flash Preview supports text, image and video inputs, a one-million-token context and adjustable thinking effort for coding and agent tasks.
Updated Pro and Flash checkpoints address tool-call repetition; API updates were already deployed on September 25 with unchanged identifiers.
LongCat-2.5-Preview adds image understanding, cross-modal questions and visual reasoning while improving code generation and development-tool compatibility.
DeepSeek official documentation confirms that deepseek-v4-pro now serves DeepSeek-V4-Pro-0813 under the unchanged API model name, with a one-million-token context window, up to 384K output tokens, and Responses API support.
Moonshot AI published the official Kimi K3 repository and full model weights on Hugging Face on July 27, 2026. The 2.8-trillion-parameter multimodal model and its code use the Kimi K3 License.