{"data":{"id":"36982d5a-18c5-4268-9a1f-32ab710ac157","title":"HydraPoT: A Configurable Multi-Agent Framework for Cost-Aware LLM-Assisted Honeypots","summary":"HydraPoT is a configurable multi-agent honeypot framework that combines traditional emulation, lightweight LLMs, and cloud LLMs, routing each attacker command to an agent by a complexity-based policy while sharing session state. In a three-agent case study, it introduced less than 5% runtime overhead and kept fidelity close to a cloud-LLM-only honeypot. Its policy cut cloud-processed tokens by 72.6% and operational cost by 3.7x.","solution":"N/A -- no mitigation discussed in source.","labels":["research","security"],"sourceUrl":"https://arxiv.org/abs/2610.27722v1","publishedAt":"2026-10-20T06:40:12.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":[],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":[],"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":"2026-10-20T06:40:12.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":null,"aiComponentTargeted":"agent","llmSpecific":true,"classifierConfidence":0.85,"researchCategory":"preprint","atlasIds":null}}