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code-review
5 postsFOMO-Driven AI Coding: Speed Illusion, Hidden Review Debt
GitHub's 55% speedup versus METR's 19% slowdown finding reveals how FOMO-driven AI coding adoption hides the real cost of review and verification in mature codebases.
aisoftware-engineeringcode-reviewtechnical-debtAI Technical Debt: Why Generated Code Still Needs Metadata and Review
AI-generated code speeds up data engineering but hides risk. Without structured metadata, review and governance, teams accumulate hidden intent debt.
aidata-engineeringmetadatacode-reviewAI Code Audit: 15 Security Flaws Claude Found in Production
An LLM-based security audit uncovered 15 OWASP-classified flaws-SQL/NoSQL injection, IDOR, path traversal-each shown with vulnerable and fixed code.
securityowaspllmcode-reviewMy AI Reviewer's Real Problem Was Sequencing, Not Rules
A writer's AI-assisted editorial reviewer kept failing in new ways until distinct reasoning tasks were staged as separate passes instead of expanding the rubric.
aillmcode-revieweditorial-workflowEncoding Team Standards into AI Instructions
Why senior engineers' tacit knowledge causes inconsistency in AI-assisted development, and how it can be turned into executable, versioned instructions.
aisoftware-engineeringdeveloper-toolscode-review