Field notes for moving AI products into the real world.
Practical writing on product forms, software-to-hardware routes, China supply-chain execution, and the decisions that move projects toward samples, quotes, and production.
Browse by topic.
AI Product Forms
Device categories, use cases, and product forms before hardware sourcing starts.
02Software to Hardware
How models, apps, agents, and demos move into real-world devices.
03China Supply Chain
Supplier routes, modules, samples, OEM / ODM, and Shenzhen edge-AI prototyping.
04Execution Lessons
What should be clear before sourcing, sampling, quotes, or small-batch preparation.
Recent field notes.
Selected writing for founders, AI software teams, and buyers moving from idea, demo, or sourcing need into clearer product execution.
Is your hardware project ready for a China supplier quote?
What would a 50-unit AI voice device readiness result look like?
How do I find a Shenzhen EMS for a 50-unit hardware build?
What do Shenzhen suppliers need before quoting an AI hardware project?
How to source AI toys from China without a full product spec
Can Shenzhen factories help with AI glasses prototypes?
What should I prepare before contacting a Shenzhen AI hardware supplier?
The AI Glasses Gold Rush: why China matters to the next product-form race.
From OEM to global brand: the new playbook for China's AI hardware exporters.
The shrinking BOM: how lower AI hardware costs change the founder's job.
From Python Demo to Mass Production: AI hardware sourcing and execution.
The Founder's Guide to Shenzhen: PCB to production in 2026.
The Software-to-Hardware Reality Check: what AI founders get wrong.
Three AI Hardware Launches, Three Lessons.
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