风险评测 · 评测基准

MirrorCode: Evidence that AI can already do some weeks-long coding tasks

NUWA 研究解读 · 独立复核待完成

首次发表: 2026-04-10来源核验: 2026-10-25

原始来源 ↗引用本记录 ↓自主性 →

NUWA Research Note

研究问题研究设计与假设来源发现 NUWA 解读局限与相反证据研究与决策意义机构与角色原始资源

模型辅助整理 · 选读原始全文或官方文章中的相关章节；尚未完成逐章节审计。

研究速读

NUWA 解读：精确行为规格支持的长编程任务不同于开放项目工作。

研究问题

智能体能否依据行为规格重写完整CLI程序？

研究设计与假设

Epoch文章提供仅执行参考程序、文档及测试判分，隐藏源码和联网；配对隐测防止硬编码。

MirrorCode — Source figure — Source figure · 原文 Source figure。请结合下方的协议范围与局限阅读。原图与来源 ↗

来源发现

近期模型完整重写了多个受测程序，初步集合中的Pkl仍未完成。

Opus 4.6在较大的gotree目标进展优于早期模型。

NUWA 解读

NUWA 解读：精确行为规格支持的长编程任务不同于开放项目工作。

局限与相反证据

作者指出详细规格需求、潜在污染及目标集合较小狭窄三项限制。

研究与决策意义

模型建议：引用Epoch方法，勿将METR链接帖当完整报告，并保留初步状态。

精确来源位置

MirrorCode: Evidence that AI can already do some weeks-long coding tasks · MethodologySelected original resource https://epoch.ai/publications/mirrorcode-preliminary-results/; sha256:69894ca02d92cd62e39467c215b90d749bd087db5b0966435d921e95896166ff; archived source capture; exact capture time not independently established
MirrorCode: Evidence that AI can already do some weeks-long coding tasks · Preliminary resultsSelected original resource https://epoch.ai/publications/mirrorcode-preliminary-results/; sha256:69894ca02d92cd62e39467c215b90d749bd087db5b0966435d921e95896166ff; archived source capture; exact capture time not independently established
MirrorCode: Evidence that AI can already do some weeks-long coding tasks · LimitationsSelected original resource https://epoch.ai/publications/mirrorcode-preliminary-results/; sha256:69894ca02d92cd62e39467c215b90d749bd087db5b0966435d921e95896166ff; archived source capture; exact capture time not independently established

来源核查、数据提取、编辑批准与实验复现分别记录。方法说明 →

机构与角色

发布机构 METR

评测协议

MirrorCode →

引用与复用

引用研究发现时请引用原始出版物；引用 NUWA 的整理与解释时，单独引用本站记录及对应快照。

BibTeX ↓RIS ↓记录与来源元数据 · JSON ↓阅读覆盖 · JSON 提交更正

原始出版物 · BibTeX

@misc{mirrorcode,
  title = {MirrorCode: Evidence that AI can already do some weeks-long coding tasks},
  url = {https://metr.org/blog/2026-04-10-mirrorcode-preliminary-results/},
  year = {2026},
  date = {2026-04-10},
  version = {Source capture 2026-10-25},
  note = {Source capture 2026-10-25}
}

NUWA 记录 · BibTeX

@misc{mirrorcode-nuwa,
  title = {MirrorCode: Evidence that AI can already do some weeks-long coding tasks — NUWA research record},
  url = {https://whitzard.tech/nuwa/whitzard-index/work/mirrorcode/},
  version = {2026-10-29.1},
  organization = {NUWA Frontier AI Safety Lab},
  howpublished = {Retained note edition: https://whitzard.tech/nuwa/whitzard-index/data/record-editions/2026-10-29.1--mirrorcode.json},
  note = {NUWA research note. Source-reading scope and independent review status are stated on the record. Snapshot 2026-10-29.1. Retained note edition: https://whitzard.tech/nuwa/whitzard-index/data/record-editions/2026-10-29.1--mirrorcode.json.}
}

证据快照 2026-10-29.1 · 索引更新 · RSS

参考文献

[1] MirrorCode: Evidence that AI can already do some weeks-long coding tasks. 2026-04-10 ; Official publication masthead and article byline; Methodology; Preliminary results