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MiniMax-M2.7 Open-Source Model

MiniMax-M2.7 Open-Source Model

Github

A 230B-Parameter Self-Evolving Agent Model
https://github.com/MiniMax-AI/MiniMax-M2.7
https://github.com/MiniMax-AI/MiniMax-M2.7

Core Features

MiniMax-M2.7 is a 230-billion parameter text-to-text AI model launched by MiniMax, featuring an innovative self-evolving architecture. It can achieve self-iteration and optimization through the Agent Harness software infrastructure. This model is open-sourced on GitHub, allowing developers to access and use it.

Key Advantages

  • Outstanding Performance: Achieves a 56.22% accuracy rate on the SWE-bench Pro benchmark, approaching the performance of top-tier closed-source models.
  • Efficient Parameter Utilization: Reaches Tier-1 level performance using only 10 billion active parameters, offering exceptional cost-effectiveness.
  • Powerful Tool Calling Capability: Specifically optimized Agent and tool calling functions, supporting the execution of complex tasks.
  • Multi-Domain Application: Excels in various fields including programming, reasoning, and office tasks.

Application Scenarios

  • Code Generation and Debugging: Handles real-world programming issues in GitHub repositories, supporting code completion and bug fixing.
  • Agent Development: Builds AI agent applications based on tool calling.
  • Office Automation: Office tasks such as document processing, data analysis, and report generation.
  • Reasoning and Problem-Solving: Complex logical reasoning and mathematical problem-solving.

Technical Characteristics

  • Model Architecture: A large-scale language model with 230B parameters, utilizing a Mixture of Experts (MoE) design.
  • Deployment Options: Supports various deployment solutions including NVIDIA NIM, Ollama, and vLLM.
  • Open-Source Ecosystem: Provides model weights and configurations on platforms like GitHub, Hugging Face, and ModelScope.
  • API Service: Offers commercial API services through the MiniMax Open Platform at competitive prices.