#terminalbench

StateM reaches 95.3 percent raw accuracy on Terminal-Bench 2.1 across 445 trials without changing any model weights, using a state-machine runtime and a reusable runbook, at about 15 dollars of final-score API spend against 574.68 dollars for the ref

A benchmark-driven look at SWE-bench and Terminal-Bench to understand whether terminal agents really beat IDE agents on autonomous coding and operational tasks.

Terminal-Bench 2.1 in June 2026: The #1 Model Is One You Can't Use — Here's the Leaderboard That Actually Matters

Umair, buildzn.com, shares the architecture, prompt engineering, and fixes for his top-scoring ai agent benchmark terminalbench on Gemini-3-Flash. Real bugs,...