[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"$fZm8--IcDeKETjfMr6Btb9fIwuJofhHxQ2g3xpDAj3iE":3,"mdc--guaubf-key":33},{"post":4,"related":32},{"id":5,"slug":6,"title":7,"description":8,"content":9,"coverImageUrl":10,"coverImageAlt":10,"tags":11,"featured":16,"tool":10,"status":17,"reviewNote":10,"metaTitle":10,"metaDescription":10,"canonicalUrl":10,"sourceTicketId":10,"agentGenerated":16,"publishedAt":18,"publishedBy":19,"createdAt":20,"updatedAt":20,"authorId":21,"clusterId":22,"ctaId":10,"author":23,"cluster":28,"cta":10},"00000000-0000-4000-e200-000000000006","ai-code-in-production-best-practices","AI Code in Production: Best Practices for Reliability","A reliability engineering perspective on shipping AI-generated code safely.","## The Reliability Problem\n\nAI-generated code passes initial review because it reads well. But reading well and working correctly are different things.\n\n## Testing Strategies for AI Code\n\n### Property-Based Testing\n\nAI-generated code needs property-based testing that verifies invariants across many random inputs.\n\n### Mutation Testing\n\nRun mutation tests specifically on AI-generated modules.\n\n## Review Gates\n\n### The Two-Pass Review\n\n1. **Correctness pass:** Does this code do what it claims?\n2. **Integration pass:** Does this code interact correctly with the rest of the system?\n\n## Monitoring in Production\n\n### Canary Deployments\n\nDeploy AI-generated changes behind a feature flag first.\n\n## The Bottom Line\n\nAI code in production requires a different quality assurance approach.",null,[12,13,14,15],"best practices","testing","production","reliability",false,"published","2026-05-22T15:39:33.969Z","00000000-0000-4000-a000-000000000001","2026-05-25T15:39:33.995Z","00000000-0000-4000-e100-000000000002","00000000-0000-4000-e000-000000000005",{"slug":24,"name":25,"avatarUrl":10,"role":26,"bio":27},"artem-semkin","Test Engineer","Senior Engineer","Full-stack engineer specializing in AI integration and developer tooling.",{"slug":29,"name":30,"color":31},"ai-best-practices","AI Best Practices","#EC4899",[],{"data":34,"body":35},{},{"type":36,"children":37},"root",[38,47,53,59,66,71,77,82,88,94,120,126,132,137,143],{"type":39,"tag":40,"props":41,"children":43},"element","h2",{"id":42},"the-reliability-problem",[44],{"type":45,"value":46},"text","The Reliability Problem",{"type":39,"tag":48,"props":49,"children":50},"p",{},[51],{"type":45,"value":52},"AI-generated code passes initial review because it reads well. But reading well and working correctly are different things.",{"type":39,"tag":40,"props":54,"children":56},{"id":55},"testing-strategies-for-ai-code",[57],{"type":45,"value":58},"Testing Strategies for AI Code",{"type":39,"tag":60,"props":61,"children":63},"h3",{"id":62},"property-based-testing",[64],{"type":45,"value":65},"Property-Based Testing",{"type":39,"tag":48,"props":67,"children":68},{},[69],{"type":45,"value":70},"AI-generated code needs property-based testing that verifies invariants across many random inputs.",{"type":39,"tag":60,"props":72,"children":74},{"id":73},"mutation-testing",[75],{"type":45,"value":76},"Mutation Testing",{"type":39,"tag":48,"props":78,"children":79},{},[80],{"type":45,"value":81},"Run mutation tests specifically on AI-generated modules.",{"type":39,"tag":40,"props":83,"children":85},{"id":84},"review-gates",[86],{"type":45,"value":87},"Review Gates",{"type":39,"tag":60,"props":89,"children":91},{"id":90},"the-two-pass-review",[92],{"type":45,"value":93},"The Two-Pass Review",{"type":39,"tag":95,"props":96,"children":97},"ol",{},[98,110],{"type":39,"tag":99,"props":100,"children":101},"li",{},[102,108],{"type":39,"tag":103,"props":104,"children":105},"strong",{},[106],{"type":45,"value":107},"Correctness pass:",{"type":45,"value":109}," Does this code do what it claims?",{"type":39,"tag":99,"props":111,"children":112},{},[113,118],{"type":39,"tag":103,"props":114,"children":115},{},[116],{"type":45,"value":117},"Integration pass:",{"type":45,"value":119}," Does this code interact correctly with the rest of the system?",{"type":39,"tag":40,"props":121,"children":123},{"id":122},"monitoring-in-production",[124],{"type":45,"value":125},"Monitoring in Production",{"type":39,"tag":60,"props":127,"children":129},{"id":128},"canary-deployments",[130],{"type":45,"value":131},"Canary Deployments",{"type":39,"tag":48,"props":133,"children":134},{},[135],{"type":45,"value":136},"Deploy AI-generated changes behind a feature flag first.",{"type":39,"tag":40,"props":138,"children":140},{"id":139},"the-bottom-line",[141],{"type":45,"value":142},"The Bottom Line",{"type":39,"tag":48,"props":144,"children":145},{},[146],{"type":45,"value":147},"AI code in production requires a different quality assurance approach."]