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16.8Key Takeaways
- Codegen bootstraps tests quickly — always refactor generated code into your framework patterns
- LLMs are effective for generating boilerplate, explaining code, and refactoring — not for replacing test strategy
- Playwright Test Agents (planner / generator / healer,
npx playwright init-agents) make plan → generate → heal a first-party workflow - For coding agents, prefer the Playwright CLI over MCP — same browser control at ~4x fewer tokens; MCP remains right for MCP-native clients
- AI assists QA engineers; it does not replace the need to understand Playwright, test design, and the application under test
- The most effective approach: use AI for generation, healing, and debugging — human judgment for strategy and validation