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EngineeringMay 30, 2026· 5 min

Privacy-first perception on the edge

The most important design decision in sharm is what never leaves your device. A look at the on-device redaction moat.

A model that watches your life is only acceptable if it forgets on your terms. sharm's perception layer runs detection, recognition and redaction on-device, so raw frames are transformed into abstract world state before anything is ever transmitted.

This isn't a policy promise — it's an architectural invariant, enforced by tests: the raw signal has no code path across the network. Cloud compute sees redacted representations, never the original moment.

Privacy-first isn't a feature we added. It's the shape of the system.