{"data":{"id":"ce490273-f7b3-4b72-ae76-1a7dd565c9dc","title":"AgentPhishing: A Benchmark of LLM Email Agents Under Adaptive Attack","summary":"AgentPhishing is a benchmark that tests whether persuasive phishing emails can evade detection and get LLM email agents to comply with malicious requests. Its PhishOpt method optimizes reusable email-generation skills against individual agents, and the authors build a universal skill from persuasion-principle analysis. In an evaluation of nine agents, four had phishing-detection rates below 10% and malicious-request compliance rates above 45%.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"https://arxiv.org/abs/2610.31404v1","publishedAt":"2026-10-22T15:07:49.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":["prompt_injection","jailbreak"],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":["LLM email agents"],"classifierModel":"claude-haiku-5-5","classifierPromptVersion":"v4","summaryPromptVersion":"v2","headline":null,"headlinePromptVersion":null,"cvssVector":null,"attackVector":null,"attackComplexity":null,"privilegesRequired":null,"userInteraction":null,"exploitMaturity":null,"epssScore":null,"epssCheckedAt":null,"kevDateAdded":null,"advisoryAliases":null,"affectedPackagesSource":null,"affectedPackagesCheckedAt":null,"patchAvailable":null,"disclosureDate":"2026-10-22T15:07:49.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"advanced","impactType":["confidentiality","integrity","safety"],"aiComponentTargeted":"agent","llmSpecific":true,"classifierConfidence":0.95,"researchCategory":"preprint","atlasIds":["AML.T0051","AML.T0054"]}}