Fireship Tears Down Flock Safety's Edge-ML Surveillance Stack — and DeFlock, the Open-Source Map Now Tracking Tens of Thousands of Its Cameras
Fireship's 2026-08-14 Code Report (339K views in a day) breaks down the architecture of Flock Safety's $8.4B ALPR network: solar-powered Falcon units running on-device inference that ship only stills and structured metadata over LTE, building a 'vehicle fingerprint' from make, model, color, dents, rims and bumper stickers — so a query still resolves when the plate is obscured. The legal basis is the 1970s third-party doctrine, and the audit record is ugly: an Idaho sheriff ran his wife's plate 700+ times in three months with 'test' as the stated reason, and a Kansas police chief ran an ex's plate 164 times. The counter-project is DeFlock, an open dataset started by engineer Will Freeman on top of OpenStreetMap that has crowd-mapped tens of thousands of camera locations and drew a cease-and-desist from Flock's lawyer.
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