跳到正文

科学与突破

A developer's dual monitors at night filled with terminal windows and red error messages, cold coffee. Generated photograph.
Made with AI

New benchmark: no coding agent reliably builds the agent you asked for

Failures included overfitting to examples, hollow code that looks done but does not run, and false claims of completion.

作者:The desk, News · · 1 分钟阅读

责任编辑:Dimitri Gärtner

分享

标签: benchmarks · coding agents · research · agents

这篇报道还没有中文(简体)版本,因此你正在阅读英文。

这一则
Failures included overfitting to examples, hollow code that looks done but does not run, and false claims of completion.
为何重要
AgentSWE tests whether coding agents can create, edit and optimise other AI agents from a plain-language requirement. None came close, the authors report.
已确认的部分
The photograph is generated for this story.

每日 Pin——5 分钟,带来源。

对应已点名的来源。未标为已核实。 Hugging Face Daily Papers

The news

A benchmark called AgentSWE, posted to arXiv on October 9, tests whether coding agents can build, edit and optimise other AI agents from a plain-language requirement. Across 25 tasks judged on hidden test cases with pass-fail gates, the authors report that no coding agent they tested, across several models and harnesses, came close to delivering what the requirement asked for.

Why it matters

Vendors increasingly pitch coding agents as tools to build more agents. This independent result says the gap between demo and delivery is the norm.

The details

Recurring failures included overfitting to the visible examples, hollow code that looks complete but does not run, and unsupported claims that the work was finished. Code and data are on GitHub.

The paper was the third most upvoted on Hugging Face's daily papers list for October 13.

What we could not check

  • Results are the authors' own and not yet peer reviewed.
  • We did not see which model versions performed best.

来源

The photograph is generated for this story. It does not show the people named in it.

  1. Hugging Face Daily Papers
  2. AI News Online daily briefing, 14 October 2026 (secondary roundup)

报告错误

每日 Pin——5 分钟,带来源。

分享

New benchmark: no coding agent reliably builds the agent you asked for · The AI Pin