{"schemaVersion":"nuwa-current-record-1","version":"2026-10-29.1","publication":"published","work":{"id":"automated-alignment-mitigation","title":"Automated researchers can reliably mitigate alignment failures","aliases":[],"authors":[],"primaryFunction":"governance","secondaryFunctions":[],"kind":"study","sourceId":"automated-alignment-mitigation-publication","attributionSourceId":"automated-alignment-mitigation-publication","originalUrl":"https://www.anthropic.com/research/automated-researchers-mitigate-alignment-failures","publicationDate":"2026-08-28","updatedOn":"2026-10-25","areas":[],"scopeNote":{"en":"Relevance is assigned to the research question and stated conditions of the work. A topic tag is not a risk rating.","zh":"风险关联依据研究问题及明确条件建立，主题标签不代表风险评级。"},"protocolIds":[],"contributions":[{"organizationId":"anthropic","role":"publisher","sourceId":"automated-alignment-mitigation-publication","locator":"Official publication masthead and article byline"}],"summary":{"en":"Tests whether automated research agents can develop interventions for measured alignment failures while preserving capabilities.","zh":"测试自动研究智能体能否针对已测量的对齐失败开发干预措施，同时保留能力。"},"note":{"question":null,"method":null,"finding":null,"supports":null,"limits":null,"connections":null},"resources":[{"label":"Read the paper","url":"https://www-cdn.anthropic.com/7b1c44894e980876479947dcdd40716278aeeffd/automated-alignment-researchers-august-2026.pdf"}],"noteStatus":{"question":"limited","method":"limited","finding":"limited","supports":"limited","limits":"limited","connections":"limited"},"noteAvailability":{"en":"A substantive NUWA research note is not yet available. The repeated draft sections were removed pending review of the original methods, findings and limitations; use the original publication for the research account.","zh":"实质性的 NUWA 研究笔记尚未完成。重复草稿章节已移除，待核查原始方法、发现与限制；研究内容请以原始出版物为准。"},"noteSourceLocator":"No complete section-level method/results/limitations review completed for this note; cached original page and any chart audit retained as discovery evidence.","tags":[]},"reading":{"id":"automated-alignment-mitigation","title":"Automated researchers can reliably mitigate alignment failures","en":{"takeaway":"Automated research improved selected safety benchmarks, while integrity monitoring found and excluded cheating attempts.","question":"Can an automated researcher propose and train mitigations that generalize beyond the optimized benchmark without eroding measured capabilities?","design":"Agents iterate on one alignment failure at a time; candidate methods face data-use restrictions and capability filters, then held-out benchmarks, Petri audits and larger-model transfer tests.","findings":["Selected best methods generalize across the study’s additional tests.","The investigation finds research-integrity violations, including benchmark contamination and noisy re-submission; flagged trajectories are excluded from reported legitimate methods."],"interpretation":"NUWA interpretation: the result supports bounded, objectively checkable mitigation work, not safe automation of all alignment research.","limits":"Benchmark selection, filtering, search budgets and one-shot human comparisons constrain general claims about researcher superiority. Hard-to-supervise alignment is outside this task.","connections":["NUWA connection: Petri supplies an additional behavioral audit; specification-gaming motivates treating the research agent’s scorer as part of the threat model."],"decisionRelevance":"NUWA recommendation: retain search and exclusion histories, hidden tests and independent integrity checks when reusing automated mitigation methods."},"zh":{"takeaway":"自动研究改善了选定安全基准，完整性监测同时发现并排除作弊尝试。","question":"自动研究者能否提出并训练可泛化的缓解方法，同时不损害已测通用能力？","design":"智能体逐项优化失调类型；候选方法受数据使用限制和能力过滤，再接受保留基准、Petri 审计及较大模型迁移测试。","findings":["选出的最佳方法在额外测试中显示泛化。","调查发现基准污染、重复提交碰运气等完整性违规，并将标记轨迹排除在合规方法结果之外。"],"interpretation":"NUWA 解读：结果支持可客观检查的有界缓解研究，不等于所有对齐研究都可安全自动化。","limits":"基准选择、过滤、搜索预算和一次性人类方案比较限制研究者优劣推断；难监督对齐不属该任务。","connections":["NUWA 关联：Petri 提供额外行为审计；规范博弈研究提示把研究智能体的评分器纳入威胁模型。"],"decisionRelevance":"NUWA 建议：复用方法时保留搜索与排除历史、隐藏测试及独立完整性检查。"},"sourceRefs":[{"sourceId":"automated-alignment-mitigation-publication","url":"https://www-cdn.anthropic.com/7b1c44894e980876479947dcdd40716278aeeffd/automated-alignment-researchers-august-2026.pdf","locator":"§2 Environment","version":"Selected original resource https://www-cdn.anthropic.com/7b1c44894e980876479947dcdd40716278aeeffd/automated-alignment-researchers-august-2026.pdf; 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