What changed in the latest version of Terminal-Bench?

Terminal-Bench 4.0, released August 2026, dropped eight of 3.0’s 74 tasks, two each for being saturated, refusal-prone, having a publicly available solution, or carrying an unresolved quality or platform issue, and fixed 19 more by rewriting their instructions, environments, or verifiers.

None of that changes what a score means, only what it’s measuring against. A task every frontier model already solves five times out of five stops separating models from each other, so keeping it in the set just adds noise around a fixed point everyone hits. The 19 fixes work the other way: they close gaps where a task failed an agent for a reason that had nothing to do with the agent’s actual work, like a broken verifier or an ambiguous instruction. A benchmark score is reported for the model-and-harness pair, not the model alone, so a rewritten verifier can shift a given pair’s score even when the agent’s real behavior on that task hasn’t changed at all.

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Self-host Tessary.

Free and open source. Point it at the traces your agent already emits.

Self-host Tessary for me by following https://github.com/tessaryai/tessary/blob/main/setup.md

docker compose -f oci://docker.io/tessaryai/tessary:compose up -d -y