{"data":{"id":"6b1e1ee7-4b37-40c8-b657-45d0f7b85468","title":"How Pentera Turns AI Security Workflows into Validation Engines","summary":"AI security systems currently make decisions based on fragmented data from separate tools, which cannot detect real attack paths because attackers chain exposures across multiple systems in ways individual tools don't see. The article argues that AI security workflows need validation (testing whether vulnerabilities can actually be exploited in a real environment) rather than just severity scores, so teams act on proven attack evidence instead of guesswork. Pentera addresses this by using AI to safely emulate real attacker techniques against production environments and generate validated attack paths showing exactly how an attacker could move through the system.","solution":"Pentera introduced an MCP (Model Context Protocol, a standard for connecting AI assistants to external tools) Server that makes validated attack path data from Pentera directly available to MCP-compatible AI assistants, so security teams can access validation evidence within the same AI workflows where they investigate and prioritize findings instead of switching between separate tools.","labels":["security","industry"],"sourceUrl":"https://thehackernews.com/2026/07/how-pentera-turns-ai-security-workflows.html","publishedAt":"2026-07-14T11:30:00.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":[],"issueType":"news","affectedPackages":null,"affectedVendors":[],"affectedVendorsRaw":["Pentera"],"classifierModel":"claude-haiku-4-5-20251001","classifierPromptVersion":"v3","cvssVector":null,"attackVector":null,"attackComplexity":null,"privilegesRequired":null,"userInteraction":null,"exploitMaturity":null,"epssScore":null,"patchAvailable":null,"disclosureDate":"2026-07-14T11:30:00.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":["integrity"],"aiComponentTargeted":"agent","llmSpecific":false,"classifierConfidence":0.75,"researchCategory":null,"atlasIds":null}}