reinforcement-self-improvement

The paper introduces TerminalHorizon, an automated data-synthesis engine that generates long-horizon terminal agent trajectories by reconstructing environments around real-world professional tasks, then fine-tunes Qwen3.5-27B to obtain TerminalHorizon-27B, achieving gains across 12 coding, agentic, and reasoning benchmarks.