Frontend-First AI Workflows: Experiment Without Breaking Things скачать в хорошем качестве

Frontend-First AI Workflows: Experiment Without Breaking Things

Experimentation with AI doesn’t have to be risky. In this lesson, you learned why the frontend is the safest environment for AI-assisted experimentation, and how frontend-only PIV loops let you move fast without breaking core systems. We covered: Why backend-first experimentation often creates hidden risk How isolation and visibility make the frontend a test chamber How to structure Plan → Implement → Validate loops for UI work Why small, validated changes compound into high-quality systems This is Lesson 14 in the Agentic AI series, and it sets the foundation for what comes next. In the next lesson, we’ll begin coordinating PIV loops across the full stack, turning safe experimentation into systematic, scalable development. The Foundation Repo is at: https://github.com/byrdter/full-stack... Additional Series Material is at: https://github.com/byrdter/AIAgenticL...