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MiniMax M2

The model is designed for easy integration into existing AI ecosystems requiring fast, intelligent decision-making capabilities.
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MiniMax M2

MiniMax M2 offers powerful agent-based reasoning with low-latency, high-throughput performance.

MiniMax M2 API Overview

MiniMax M2 is a state-of-the-art agent-based reasoner designed for high efficiency and advanced autonomous capabilities. It leverages a Mixture of Experts (MoE) architecture with 230 billion total parameters, activating 10 billion parameters per inference for optimal performance. This model excels in latency reduction and throughput, making it suitable for demanding AI applications.

Technical Specifications

  • Architecture: Mixture of Experts (MoE)
  • Total Parameters: 230 billion
  • Active Parameters: 10 billion (per inference)
  • Latency: Low latency optimized for real-time use
  • Throughput: High throughput supporting large-scale deployments
  • Model Type: Agent-based reasoner

Performance Benchmarks

  • Outperforms leading open models including Claude Opus and Gemini 2.5 in independent benchmark tests.
  • Ranked in the Top 5 smartest AI models globally by Artificial Intelligence rankings.
  • Demonstrates superior reasoning, coding, and prompt generation capabilities in diverse evaluation scenarios.

Key Features

  • Agent-based reasoning drives autonomous and context-aware decision making.
  • Writes, debugs code, and crafts effective prompts for autonomous AI agents.
  • Efficient MoE design enables low-latency responses despite large parameter count.
  • Robust scalability and performance balance allow deployment across various cloud and edge environments.
  • Supports integration with autonomous systems requiring complex reasoning workflows.

MiniMax M2 API Pricing

  • Input: $0.39 / 1M tokens
  • Output: $1.56 / 1M tokens

Code Sample

Comparison with Other Models

vs Claude Opus: MiniMax M2 emphasizes swift, scalable agent reasoning with coding-centered capabilities, whereas Claude Opus targets maximal reasoning depth and complex multi-step problem solving with robust tool and memory integration.

vs Gemini 2.5: MiniMax M2 surpasses Gemini 2.5 Pro in overall intelligence scores, placing it among the top five models globally, and exceeds it in efficiency due to its MoE architecture activating only a small subset of parameters. Gemini 2.5 excels in multimodal creativity, generating images, art, and audio, whereas MiniMax M2 is more focused on reasoning, coding, and autonomous agent tasks.

vs PaLM 2: PaLM 2 is renowned for its multilingual, coding, and research capabilities, but MiniMax M2 outperforms it in open intelligence rankings and autonomous reasoning benchmarks. PaLM 2’s versatility makes it suitable for a wide range of applications, whereas MiniMax M2’s strength lies in cost-efficient, high-performance agent reasoning for specialized tasks.

vs GPT-4: GPT-4 remains the industry leader for multilingual understanding and a wide array of domains beyond coding and reasoning, while MiniMax M2 specifically optimizes those domains tied to autonomous agent reasoning, coding, and deep search functions.

MiniMax M2 API Overview

MiniMax M2 is a state-of-the-art agent-based reasoner designed for high efficiency and advanced autonomous capabilities. It leverages a Mixture of Experts (MoE) architecture with 230 billion total parameters, activating 10 billion parameters per inference for optimal performance. This model excels in latency reduction and throughput, making it suitable for demanding AI applications.

Technical Specifications

  • Architecture: Mixture of Experts (MoE)
  • Total Parameters: 230 billion
  • Active Parameters: 10 billion (per inference)
  • Latency: Low latency optimized for real-time use
  • Throughput: High throughput supporting large-scale deployments
  • Model Type: Agent-based reasoner

Performance Benchmarks

  • Outperforms leading open models including Claude Opus and Gemini 2.5 in independent benchmark tests.
  • Ranked in the Top 5 smartest AI models globally by Artificial Intelligence rankings.
  • Demonstrates superior reasoning, coding, and prompt generation capabilities in diverse evaluation scenarios.

Key Features

  • Agent-based reasoning drives autonomous and context-aware decision making.
  • Writes, debugs code, and crafts effective prompts for autonomous AI agents.
  • Efficient MoE design enables low-latency responses despite large parameter count.
  • Robust scalability and performance balance allow deployment across various cloud and edge environments.
  • Supports integration with autonomous systems requiring complex reasoning workflows.

MiniMax M2 API Pricing

  • Input: $0.39 / 1M tokens
  • Output: $1.56 / 1M tokens

Code Sample

Comparison with Other Models

vs Claude Opus: MiniMax M2 emphasizes swift, scalable agent reasoning with coding-centered capabilities, whereas Claude Opus targets maximal reasoning depth and complex multi-step problem solving with robust tool and memory integration.

vs Gemini 2.5: MiniMax M2 surpasses Gemini 2.5 Pro in overall intelligence scores, placing it among the top five models globally, and exceeds it in efficiency due to its MoE architecture activating only a small subset of parameters. Gemini 2.5 excels in multimodal creativity, generating images, art, and audio, whereas MiniMax M2 is more focused on reasoning, coding, and autonomous agent tasks.

vs PaLM 2: PaLM 2 is renowned for its multilingual, coding, and research capabilities, but MiniMax M2 outperforms it in open intelligence rankings and autonomous reasoning benchmarks. PaLM 2’s versatility makes it suitable for a wide range of applications, whereas MiniMax M2’s strength lies in cost-efficient, high-performance agent reasoning for specialized tasks.

vs GPT-4: GPT-4 remains the industry leader for multilingual understanding and a wide array of domains beyond coding and reasoning, while MiniMax M2 specifically optimizes those domains tied to autonomous agent reasoning, coding, and deep search functions.

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