Engineering studies

Field notes

Experiments, measurements and lessons from building embedded tools. Read the setup, inspect the evidence and explore the findings.

Latest note / Embedded AI

AI shouldn’t have to rediscover the MCU

Making peripheral dependencies and constraints explicit, so embedded AI agents spend less work reconstructing how the hardware fits together.

Read the comparison
Recorded elapsed means: BKPT native 92.7 seconds and BKPT skills 97.6 seconds. ST Toolkit 467.3 seconds and raw Claude 618.3 seconds. No hardware validation.

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