Engineering Practices & Quality Assurance
AI can write code faster than ever. Your job is to prove it works.
This category bridges the gap between rapid AI-generated code and production-ready software. It covers code review, testing strategies, team management, skill development, and real-world engineering workflows.
Articles in This Category
| Article | Author | Key Question |
|---|---|---|
| AI Writes Code Faster—Your Job Is to Prove It Works | Addy Osmani | How does AI change the role of code review? |
| Beyond the 70%: Maximizing the Human 30% | Addy Osmani | What should humans focus on when AI handles 70% of coding? |
| Avoiding Skill Atrophy in the Age of AI | Addy Osmani | How do you maintain engineering skills while relying on AI? |
| How to Write a Good Spec for AI Agents | Addy Osmani | What makes specifications work well with AI agents? |
| Leading Effective Engineering Teams in the GenAI Age | Addy Osmani | How should engineering leaders adapt to AI-assisted workflows? |
| Your AI Coding Agents Need a Manager | Addy Osmani | How do you orchestrate multiple AI agents effectively? |
| AI Code Review Implementation | Greg Foster | How do you implement AI-powered code review in practice? |
| React Best Practices | Vercel Team | What React patterns has Vercel refined over 10+ years? |
| Vercel AEO Tracking | Vercel Team | How do you track and optimize AI agent behavior? |
| My LLM Coding Workflow Going Into 2026 | Addy Osmani | What does an effective AI-assisted workflow look like today? |
| Stop Using /init for AGENTS.md | Addy Osmani | What's wrong with auto-generated context files? |
| Video Generation with AI Gateway | Vercel Team | How does AI Gateway enable video generation capabilities? |
Reading Recommendations
- Shipping AI code to production? Start with "AI Writes Code Faster" and "Code Review Implementation"
- Managing a team? Read "Leading Effective Teams" and "Agents Need a Manager"
- Worried about skills? Check "Avoiding Skill Atrophy" and "Beyond the 70%"