Stop AI-Generated Web Development Debt Before It Scales
Stop AI-generated web development debt. Learn how to verify, refactor, and own AI-scaffolded features before architectural drift ruins your codebase.
Articles, guides, and thoughts on web development and technology
Stop AI-generated web development debt. Learn how to verify, refactor, and own AI-scaffolded features before architectural drift ruins your codebase.
Troubleshoot common CSS layout failures when using subgrid and container queries together. Learn to resolve stacking context issues and modernize your workflow.
A robust redis cache invalidation strategy prevents phantom stale reads and race conditions. Learn to debug consistency gaps and manage cache stampede failures.
Learn how to review AI generated code using the Draft-Verify-Lock workflow. Stop shipping hallucinated APIs and security vulnerabilities in your codebase.
Learn how to review AI-generated code using a risk-based verification template. Prevent hallucinations and security flaws in your automated development workflow.
Troubleshoot AI-generated web development code by identifying hallucinated abstractions. Use our architectural stress test framework to ensure system integrity.
How to review AI generated code effectively. Learn to detect hallucinations, prevent security regressions, and build a sustainable human-in-the-loop workflow.
Learn how to review AI generated code to prevent architectural drift and security debt. Implement these practical guardrails for maintainable, production-ready output.
Learn how to review AI generated code effectively. Move beyond syntax checks to audit architectural drift, hallucinated APIs, and security vulnerabilities.
Modern CSS features allow you to ditch bloated JS dependencies. Learn how to refactor your legacy stack using container queries, :has(), and native animations.