{"data":{"id":"f2790a30-92fa-4975-8f08-2d59b4207ea9","title":"WebMaze: Defending Against LLM-Powered Web Scanners with Functionality-Coupled Deception","summary":"WebMaze is a defense against LLM-based web vulnerability scanners that embeds functionality-coupled traps in genuine pages and generates view-tailored interactive decoy worlds. Tested on 12 web applications with three LLM-based scanners under the default no-disclosure setting, decoy pages accounted for an average of 93.0% of distinct pages requested per run. Scanners still explored mostly decoy pages even when told about the decoy mechanism and instructed to avoid it.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"https://arxiv.org/abs/2610.38524v1","publishedAt":"2026-10-28T09:35:14.000Z","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":"2026-10-28T09:35:14.000Z","fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":null,"aiComponentTargeted":"agent","llmSpecific":true,"classifierConfidence":0.85,"researchCategory":"preprint","atlasIds":null}}