Native Multi
Unified text, vision, & audio
SWE-Pro
57.2% task resolution rate
42% Saving
Revolutionary token efficiency
1M Context
Infinite historical memory
1. Integrated Multimodality: One Model, All Senses
While previous generations used separate specialized sub-models for images and audio, Xiaomi MiMo V2.5 Pro features a unified multimodal transformer. This means the model doesn't just "see" images; it understands the semantic relationship between a verbal command, a visual UI component, and the underlying source code in a single latent space.
This integration allows for unprecedented precision in Visual Software Engineering, where the model can modify CSS styles based on a design mockup with near-perfect alignment.
2. Mastering the SWE-bench Pro
The "Pro" variant is explicitly optimized for Software Engineering (SWE). On the rigorous SWE-bench Pro benchmark, which requires solving real-world GitHub issues autonomously, MiMo V2.5 Pro achieved a record-breaking 57.2% resolution rate.
🛠️ 1,000+ Tool Calls
The model can execute over a thousand consecutive tool calls (terminal, browser, file edits) without losing the task goal or hallucinating state.
🔄 Self-Evolution
MiMo V2.5 Pro features a "reflective loop" that allows it to learn from its own failed attempts during a session, adjusting its strategy without human intervention.
3. Revolutionary Token Efficiency
One of Xiaomi's biggest breakthroughs is Dynamic Token Pruning. MiMo V2.5 Pro uses up to 42% fewer tokens than GPT-5.4 for equivalent agentic tasks.
- ✦Reduces API costs for long-running autonomous workflows.
- ✦Dramatically increases inference speed during complex logic loops.
- ✦Allows for more 'context-stuffing' within the 1M window for truly massive projects.
4. Benchmark Overview
| Ability | MiMo V2.5 Pro | GPT-5.4 | Claude Opus 4.6 |
|---|---|---|---|
| Multimodal Integration | 💎 Unified | 🟡 Mixed | 🟢 Good |
| SWE-bench Pro | 57.2% | 51.8% | 54.5% |
| Token Efficiency | ⭐⭐⭐⭐⭐ | ⭐⭐⭐⭐ | ⭐⭐⭐ |
| Autonomous Tool Calls | 1,000+ | 850+ | 900+ |
| Context Recall | 99.9% (1M) | 99.5% (1M) | 98.9% (200K) |
Key Takeaways
- ✦MiMo V2.5 Pro is a unified multimodal agent designed for autonomous software engineering.
- ✦A record-breaking 57.2% on SWE-bench Pro establishes it as a coding leader.
- ✦42% token efficiency significantly reduces costs for high-scale agentic operations.
- ✦Unified latent space ensures perfect cross-modal understanding between visuals and code.
Unleash the MiMo Revolution
Xiaomi MiMo V2.5 Pro is now available through the AI Combo platform. Scale your software development with the most efficient multimodal agent on the market.