SmartApe AI

Oct 19, 2026 · Artificial Intelligence

Terminal-RSI: 27B Agent Rivals Frontier Models via Recursive Self-Improvement

Tencent's Terminal-RSI framework uses recursive self-rewrite and policy refinement phases to train a Qwen3.8-27B terminal agent that achieves 86.52% on Terminal-Bench 2.1, surpassing GPT-6 Sol and Kimi K3, while demonstrating improved long-horizon task completion through credit assignment and reward design innovations.