Alibaba Cloud Native

Aug 19, 2026 · Artificial Intelligence

Reproducible Three‑Dimensional Evaluation of DeepSeek Harness on Alibaba Cloud AgentLoop

This article presents a reproducible, three‑dimensional deterministic evaluation framework (outcome, compliance, process) built on Alibaba Cloud AgentLoop, applies it to a 10‑task subset of terminal‑bench 2.1 to benchmark DeepSeek Harness against Codex, details the methodology, results, and future research directions.