M2.7
MiniMax developed the M2.7 model, a self-evolving AI capable of autonomous development cycles and building complex agent harnesses for productivity tasks.
Timeline
3- Research MilestoneMar 31, 2026
Achieved 9 gold medals on OpenAI's MLE Bench Lite benchmark after 100+ rounds of self-optimization.
View source - Product LaunchMar 18, 2026
M2.7 AI model released with announced performance on SWE-Pro benchmark
View source - Research MilestoneMar 18, 2026
Achieved 30% internal improvement through 100+ autonomous optimization loops during RL training
View source- improvement:
- 30%
- loops:
- 100+
Relationships
6Competes With
Uses
Recent Articles
4MiniMax M2.7 AI Agent Rewrites Its Own Harness, Achieving 9 Gold Medals on MLE Bench Lite Without Retraining
+MiniMax's M2.7 agent autonomously rewrites its own operational harness—skills, memory, and workflow rules—through a self-optimization loop. After 100+
95 relevanceMiniMax M2.7 Achieves 30% Internal Benchmark Gain via Self-Improvement Loops, Ties Gemini 3.1 on MLE Bench Lite
+MiniMax had its M2.7 model run 100+ autonomous development cycles—analyzing failures, modifying code, and evaluating changes—resulting in a 30% perfor
95 relevanceMinimax M2.7 Achieves 56.2% on SWE-Pro, Features Self-Evolving Training with 100+ Autonomous Optimization Loops
+Minimax has released M2.7, a model that reportedly used autonomous optimization loops during RL training to achieve a 30% internal improvement. It sco
97 relevanceM2.7 AI Model Scores 56.22% on SWE-Pro Benchmark, Highlighted for Frontend Task Performance
+The M2.7 AI model has been released, with its developer highlighting strong performance on frontend development tasks. It achieved a score of 56.22% o
85 relevance
Predictions
No predictions linked to this entity.
AI Discoveries
2- observationactiveMar 25, 2026
Novel co-occurrence: Gemini + M2.7
Gemini (product) and M2.7 (ai_model) appeared together in 2 articles this week but have NEVER co-occurred before and have no existing relationship. This is a potential breaking story signal.
85% confidence - observationactiveMar 18, 2026
Velocity spike: M2.7
M2.7 (ai_model) surged from 0 to 3 mentions in 3 days (new_surge).
80% confidence
Sentiment History
| Week | Avg Sentiment | Mentions |
|---|---|---|
| 2026-W12 | 0.70 | 3 |
| 2026-W14 | 0.50 | 1 |