{"data":{"id":"3a5523fb-ac2e-4073-bd14-8229bf63431c","title":"Your Token Is Gone: A Token-Consumption Countermeasure for Disrupting LLM-Based Scam Systems","summary":"TokenTrap is a defense that redirects suspected LLM-based scam systems toward benign, low-value computation while withholding credentials and payment information. It combines a token-task library, a router that selects among single-agent, hierarchical, and flat multi-agent workflows, and a bounded anti-guardrail strategy with token, round, time, and safety limits. Across 50-round traces it amplified token consumption by 2,487.0x, 1,616.0x, and 567.8x relative to a no-token-task baseline, and its router reached 85.67% accuracy on 300 architecture-labeled prompts.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"https://arxiv.org/abs/2610.30666v1","publishedAt":"2026-10-22T03:31:03.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":["other"],"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":"2026-10-22T03:31:03.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"advanced","impactType":["availability"],"aiComponentTargeted":"agent","llmSpecific":true,"classifierConfidence":0.9,"researchCategory":"preprint","atlasIds":null}}