React Native4 min
Database Schema Migrations: 5 AI Safeguards (2026)
Prevent data corruption and schema drift in fast-paced AI projects using Prisma, Drizzle, and Django ORM with these 5 database migration strategies.
Articles
News & Articles
Practical engineering notes from Mikołaj Gramowski — Full-Stack App Developer on React Native, Android, and performance-focused web development.
React Native4 min
5 Deterministic E2E Testing Rules for AI Code in 2026
Learn how to build deterministic Playwright and Cypress end-to-end test suites to catch silent regression drift in AI-assisted codebases in 2026.
React Native4 min
Set Up Observability in AI Next.js: 5 Steps (2026)
Learn how to set up full-stack observability in an inherited AI-generated Next.js app using Sentry, Vercel Analytics, and custom middleware before launching in 2026.
React Native4 min
Prompt Engineering for Developers: 3 Rules in 2026
Learn how to get consistent, production-ready code from LLMs using constraint-first prompting, few-shot examples, and iterative refinement. Bookmark these patterns.
React Native4 min
Vibe-Coded Code Review: 5 Crucial Hidden Costs in 2026
Skipping code reviews in AI-assisted, vibe-coded projects creates compounding technical debt. Discover the five hidden costs of bypassing human oversight in 2026.
React Native4 min
AI-Generated APIs Fail Under Load: 5 Fixes for 2026
A technical breakdown of why AI-written backend APIs collapse under high traffic, detailing structural issues like N+1 queries, missing database indexes, and missing pagination, complete with code fixes.
React Native4 min
5 Vibe-Coded Codebase Lessons: Fixing It Before Launch
Inheriting an AI-generated, vibe-coded codebase presents unique development challenges in 2026. Discover five practical lessons to triage and stabilize your app before launch.
React Native3 min
5 Type-Safe State Machine Steps to Prevent Form Collapse
Learn how to implement type-safe state machines in 2026 to prevent vibe-coded state collapse in complex forms, using TypeScript for robust UI state management.
React Native3 min
Next.js 15 Error Boundaries: 5 AI Co-Authoring Steps
Learn how to design robust Next.js 15 error boundaries when co-authoring applications with AI to prevent runtime crashes and improve web resilience.
React Native4 min
5 Steps to Prevent Hallucinated Dependencies in 2026
Learn how to secure your software supply chain by automating dependency audits in CI/CD pipelines to block AI-hallucinated packages in 2026.
React Native4 min
Migrate Webpack to Vite: 5 Steps for LLM Monorepos
Learn how to migrate legacy Webpack configs to Vite in LLM-maintained monorepos to boost developer velocity and resolve AI hallucination loops.
React Native3 min
5 Risks of Prompt-Engineered Boilerplates in 2026
Prompt-engineered boilerplates promise instant software deployment but often mask critical technical debt. Discover why deep architectural audits are essential in 2026.
React Native3 min
Porting to Next.js App Router: 5 Steps to Revive Apps
Learn how to port a legacy, vibe-coded Pages Router app to Next.js App Router. Discover how React Server Components can slash bundle sizes and restore performance.
React Native4 min
5 Steps to Launch an Inherited App: 2026 Checklist
Avoid the pitfalls of vibe-coding. This 2026 checklist for launching an inherited app covers secure environment variables, backups, Sentry, and DNS routing.
React Native3 min
Firestore Security Rules: 5 Ways to Secure AI in 2026
Learn how to audit and harden Firestore Security Rules in AI boilerplates, replacing permissive default configurations with production-ready RBAC policies.
React Native4 min
Core Web Vitals: 5 Ways to Fix Bloated AI Code in 2026
Learn how to optimize Core Web Vitals and Largest Contentful Paint (LCP) on AI-generated landing pages by removing redundant Tailwind CSS and refactoring client components.
React Native4 min
5 Android 15 Static Analysis Fixes for Play Store AI Apps
Learn how to resolve Android 15 static analysis blocks on the Google Play Store, fixing foreground service declarations, receiver collisions, and permission blocks in AI-generated apps.
React Native4 min
Debug Node.js Memory Leaks: 5 Steps for AI Code in 2026
Learn how to diagnose and fix unhandled promise rejections, V8 heap memory leaks, and loose database connections in AI-generated Node.js backend applications.
React Native4 min
Strict TypeScript: 5 Steps to Fix Inherited AI Apps
Banish compilation errors. Learn how to transition a rushed AI codebase into a strict TypeScript setup and configure robust ESLint rules.
React Native3 min
Refactor Vibe-Coded State: 5 Clean React Steps in 2026
Discover how to untangle chaotic, AI-generated React state management. Transition from ad-hoc hooks to a clean, structured global state system in 2026.