Software to Hardware

How AI models, apps, agents, and demos move into physical device direction.

Case Study

From Python Demo to Mass Production: AI hardware sourcing and execution.

A deeper execution path from software concept to PCB, structure, sourcing, and production preparation.

Read article Reality Check

The Software-to-Hardware Reality Check: what AI founders get wrong.

A direct look at the gaps that appear when software teams start moving toward physical products.

Read article Field Note

Software-to-hardware is an interaction problem first.

Why the interaction path should come before random module selection or PCB quotation.

Read article

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