H3 API

Built for long-horizon coding, tool use, and multi-turn production collaboration, extending beyond MiniMax M2.7 with multimodal inputs while keeping a 1M-token context window. Compared with Claude, Gemini, and GLM-5.2 long-context agent models, it is better for putting text, image, and video materials into one workflow.

A cost-efficient model for real productivity agents, strongest in coding, tool use, search, and office-style deliverables rather than casual chat alone. It fits agents that plan and execute cross-file changes, research retrieval, and document/spreadsheet/presentation workflows; versus more expensive flagships, the main tradeoff is lower cost for near-frontier execution efficiency.

Built for text generation, reasoning, and tool use, with stronger 200K long-context and agentic workflow stability than earlier MiniMax M2.x versions. Compared with Chinese peers such as Kimi, GLM, and Qwen, it fits productivity, coding assistance, and long-document processing.

Built for text generation, reasoning, and tool use, with stronger 200K long-context and agentic workflow stability than earlier MiniMax M2.x versions. Compared with Chinese peers such as Kimi, GLM, and Qwen, it fits productivity, coding assistance, and long-document processing.