Minimax M2.7 is MiniMax's high-capability agentic model targeting end-to-end software engineering: project delivery, log analysis, bug troubleshooting, and code security. It supports a context window of 204.8K tokens and a max output of 131.1K tokens per request.
import { streamText } from 'ai'
const result = streamText({ model: 'minimax/minimax-m2.7', prompt: 'Why is the sky blue?'})Released on March 18, 2026, Minimax M2.7 introduces native support for multi-agent collaboration and complex skill orchestration. Where earlier generations focused on single-agent task completion, Minimax M2.7 coordinates across agent networks, passing context, managing handoffs, and tracking dependencies between parallel workstreams.
The model also introduces dynamic tool search, letting agents discover and invoke relevant tools at runtime rather than relying on a pre-specified list. This expands the model's effective action space and makes it more adaptable to novel task types during long-horizon workflows.
Beyond software engineering, Minimax M2.7 handles professional office tasks. This makes it suitable for enterprise automation spanning document processing, financial modeling, and multi-system data workflows alongside its coding capabilities.