{"data":{"id":"e4de0dbc-1cb4-4164-85cb-df44be851d0e","title":"A Practical Approach to Verifying Code at Scale","summary":"OpenAI describes training a dedicated agentic code reviewer used with gpt-5-codex and gpt-5.1-codex-max, aimed at catching bugs and vulnerabilities in AI-written code. The post argues that precision matters more than recall for adoption, and that giving the reviewer repo-wide tools and execution access improves both. Every OpenAI PR is reviewed automatically by this system.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research","industry"],"sourceUrl":"https://alignment.openai.com/scaling-code-verification/","publishedAt":"2025-12-01T19:00:00.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":[],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":["OpenAI"],"affectedVendorsRaw":["OpenAI","GPT-5-Codex","GPT-5.1-Codex-Max","Codex CLI"],"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":"2025-12-01T19:00:00.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":["integrity"],"aiComponentTargeted":"agent","llmSpecific":true,"classifierConfidence":0.8,"researchCategory":"industry","atlasIds":null}}