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Terminal-Bench 4.0 calibrates CPU, memory, and timeout resources, fixes 19 tasks, and removes eight saturated or unreliable tasks. The resulting 66-task benchmark reduces infrastructure noise, but its scores are not directly comparable with version 3.0. [Announcement](https://www.tbench.ai/news/terminal-bench-4-0)
Atlas is an open-source Rust/Tauri workspace that runs Claude Code, Codex, and its native agent side by side while linking commits to sessions, prompts, and changes. An 888-star daily surge on GitHub Trending highlights growing demand for agent workflow provenance. [Atlas README](https://github.com/pacifio/atlas)
A hands-on comparison found Qwen3.8-27B scoring 98.7 across 21 tests while running a 64K context fully on a 24GB GPU. The dense open-weight model targets coding, research, professional work, and long-horizon agents.

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