Regression testing strategies for AI-assisted development. Sandbox-mode API testing without database dependencies, automated bug-check workflows, and patterns to catch AI blind spots.
Clean Architecture patterns for Android and Kotlin Multiplatform projects -- module structure, dependency rules, UseCases, Repositories, and data layer patterns.
Performance baseline and regression detection -- page performance, API latency, build times, and before/after comparison.
Turn a one-line objective into a step-by-step construction plan for multi-session, multi-agent engineering projects. Each step has a self-contained context brief so a fresh agent can execute it cold.
Automated visual testing and interaction verification -- smoke tests, interaction tests, visual regression, and accessibility audits using browser automation.
Bun as runtime, package manager, bundler, and test runner. When to choose Bun vs Node, migration notes, and Vercel support.
Post-deploy monitoring -- watches deployed URLs for regressions in HTTP status, console errors, performance, content, and API health.
Trace every user-facing button/touchpoint through its full state change sequence to find bugs where functions individually work but cancel each other out or leave the UI in an inconsistent state.