---
title: Engineering Practices & Quality Assurance
description: From AI-generated code to production-ready software—testing, review, team management, and workflow optimization
head:
  - - meta
    - name: keywords
      content: AI code review, testing, engineering teams, quality assurance, React best practices, coding workflow
---

# 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](./ai-writes-code-faster-your-job-is-to-prove-it-works.md) | Addy Osmani | How does AI change the role of code review? |
| [Beyond the 70%: Maximizing the Human 30%](./beyond-the-70-maximizing-the-human-30-of-ai-assisted-coding.md) | Addy Osmani | What should humans focus on when AI handles 70% of coding? |
| [Avoiding Skill Atrophy in the Age of AI](./avoiding-skill-atrophy-in-the-age-of-ai.md) | Addy Osmani | How do you maintain engineering skills while relying on AI? |
| [How to Write a Good Spec for AI Agents](./how-to-write-a-good-spec-for-ai-agents.md) | Addy Osmani | What makes specifications work well with AI agents? |
| [Leading Effective Engineering Teams in the GenAI Age](./leading-effective-engineering-teams-in-the-age-of-genai.md) | Addy Osmani | How should engineering leaders adapt to AI-assisted workflows? |
| [Your AI Coding Agents Need a Manager](./your-ai-coding-agents-need-a-manager.md) | Addy Osmani | How do you orchestrate multiple AI agents effectively? |
| [AI Code Review Implementation](./ai-code-review-implementation.md) | Greg Foster | How do you implement AI-powered code review in practice? |
| [React Best Practices](./react-best-practices.md) | Vercel Team | What React patterns has Vercel refined over 10+ years? |
| [Vercel AEO Tracking](./vercel-aeo-tracking.md) | Vercel Team | How do you track and optimize AI agent behavior? |
| [My LLM Coding Workflow Going Into 2026](./my-llm-coding-workflow-going-into-2026.md) | Addy Osmani | What does an effective AI-assisted workflow look like today? |
| [Stop Using /init for AGENTS.md](./stop-using-init-for-agents.md) | Addy Osmani | What's wrong with auto-generated context files? |
| [Video Generation with AI Gateway](./video-generation-with-ai-gateway.md) | 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%"