{"data":{"id":"a449d996-95c5-4f12-9c6e-96f57906981c","title":"How we made Trail of Bits AI-native (so far)","summary":"Trail of Bits transformed from a company where 95% of staff resisted AI into one using 94 plugins and 84 specialized agents to find 200 bugs per week by shifting from AI-assisted (using AI as a standalone tool) to AI-native (redesigning the entire organization around AI as a core teammate). The post explains that most companies fail with AI because they don't change their workflows or systems, only distribute tools, and that psychological barriers like self-enhancing bias (overestimating our own judgment) and identity threat are the real obstacles to adoption.","solution":"N/A -- no mitigation discussed in source.","labels":["industry"],"sourceUrl":"https://blog.trailofbits.com/2026/03/31/how-we-made-trail-of-bits-ai-native-so-far/","publishedAt":"2026-03-31T11:00:00.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":[],"issueType":"news","affectedPackages":null,"affectedVendors":[],"affectedVendorsRaw":["ChatGPT","Claude"],"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":"2026-03-31T11:00:00.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":null,"aiComponentTargeted":"agent","llmSpecific":false,"classifierConfidence":0.85,"researchCategory":null,"atlasIds":null}}