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Sankalp Kulkarni
Sankalp Kulkarni

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Why I Wrote 25 Engineering Rules Before Writing O-AI

Most AI projects start with code.

I started with documentation.

Before implementing O-AI, I spent weeks writing a complete engineering handbook covering architecture, memory systems, multi-agent design, security, testing, deployment, debugging, governance, and long-term maintainability.

Why?

Because AI projects grow fast—and without clear engineering principles they become impossible to maintain.

Writing code is easy.

Designing a system that can still evolve years later is much harder.

The implementation begins now, but the blueprint comes first.

I'm building O-AI in public and documenting the journey along the way.

I'd love to hear how other developers approach large AI projects.

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