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Physical-to-digital feedback loops

Bridging sensors, manual fieldwork, and formal records where reality itself is the source of truth (Archbau excavation, early hardware prototypes, warehouse automation at WebShippy)

From on-site archaeological documentation at Archbau to warehouse picker/packer tools at WebShippy and my early ESP32/RFID experiments, I’ve repeatedly closed the loop where the physical world (measurements, sensors, manual steps) becomes structured, verifiable digital records.

These loops are unforgiving — errors in reality are irreversible — so the feedback mechanisms must be immediate, observable, and resilient to the messiness of the real world.