Notes, explanations and build logs
Machine Learning & AI | Embedded Systems
Essays filed under this topic.
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How We Turn Product Ideas Into Codex Tasks
“Add page-turn detection” sounds like a feature request. To a coding agent, it is an invitation to make dozens of unstated decisions.
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Hardware Is Where Software Assumptions Go to Die
The build succeeded. It also warned that the firmware had almost no useful headroom.
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From Chained AI Calls to a Realtime Voice Experience
A child does not care how many APIs are involved. They notice only that the teddy did not answer.
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What’s Inside an AI Teddy Bear?
An AI teddy bear is not a model in a soft enclosure. It is a small networked computer, camera, audio system and battery product competing for the same limited space.
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Codex Can Write the Code. You Still Own the System.
The refactor worked. The code was dramatically simpler. One problem: a lifecycle-critical maintenance capability no longer survived the change intact.