Discussion on "My 3-Year Roadmap to Becoming an AI-Era Product Engineer (Without Learning ML Internals)"

Sayanta Saha · 2026-01-27T10:04:54.040Z

The AI era is changing how software products are built.However, not everyone needs to become a machine learning researcher to stay relevant. I am a backend-focused developer starting with FastAPI, already familiar with HTML, CSS, and JavaScript, and ...

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My 3-Year Roadmap to Becoming an AI-Era Product Engineer (Without Learning ML Internals)

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