Tencent Paper: Evolving Environments Boost Terminal Agents

Tencent's new paper argues that synthetic terminal tasks become too easy as agents improve, so training environments must keep getting harder. This approach outperforms co-evolution, boosting Terminal-Bench performance by 8.6 to 18 percentage points.

2026-09-09 ~ 2026-09-09 · 2 related posts

• Tencent paper: continuously harder task environments beat co-evolution, +8.6pp on Terminal-Bench — rohanpaul_ai · 2026-09-09

1 near-duplicate retellings: rohanpaul_ai