{"data":{"id":"e87b4c6f-0b53-46d4-8267-713e078bf677","title":"Securing Generative-AI and AIOps Systems Against Prompt Injection, Data Poisoning, and Adversarial Attacks","summary":"This paper evaluates a multi-layered defense against prompt injection, data poisoning, adversarial input manipulation and supply-chain tampering in generative-AI and AIOps systems. Using 172 attack instances, equal across threat classes, it compares an unsecured baseline, an input-gateway configuration and a full defense combining data screening, provenance checks, adversarial validation, policy enforcement, monitoring and incident response. The authors report that isolated controls miss attacks exploiting trusted context, polluted training material or operational automation, while the layered approach reduces attack success and improves detection, containment and recovery.","solution":"The paper recommends a layered security pattern combining data screening, provenance checks, adversarial validation, policy enforcement, continuous monitoring and incident response, with governance, auditability and controlled automation for generative-AI and AIOps components deployed in production.","labels":["security","research"],"sourceUrl":"https://doi.org/10.5120/ijcaa46e9a93b9d5","publishedAt":"2026-10-23T00:00:00.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":["prompt_injection","model_poisoning"],"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":"2026-10-23T00:00:00.000Z","fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":["integrity","confidentiality","availability"],"aiComponentTargeted":"framework","llmSpecific":false,"classifierConfidence":0.9,"researchCategory":"peer_reviewed","atlasIds":["AML.T0051"]}}