{"data":{"id":"15f38b25-7e53-40df-9997-7694b390e727","title":"How Ramp engineers accelerate code review with Codex","summary":"Ramp engineers use Codex (an AI code review tool) with GPT-5.5 to give substantive feedback on pull requests (code changes) in minutes instead of hours, catching bugs that human reviewers miss. Beyond code review, they're also using Codex to build internal tools like On-Call Assistant, which helps manage the complex demands of on-call engineer shifts (when engineers respond to system emergencies). The tool stands out because it deeply analyzes the codebase and reasons through complex problems, reducing manual work that would otherwise require significant mental effort.","solution":"N/A -- no mitigation discussed in source.","labels":["industry"],"sourceUrl":"https://openai.com/index/ramp","publishedAt":"2026-05-20T00:00:00.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":[],"issueType":"news","affectedPackages":null,"affectedVendors":["OpenAI"],"affectedVendorsRaw":["OpenAI","Codex","GPT-5.5"],"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":"2026-05-20T00:00:00.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":null,"aiComponentTargeted":null,"llmSpecific":true,"classifierConfidence":0.85,"researchCategory":null,"atlasIds":null}}