Observed arrival · 2026-10-25
SAQR asks whether each security camera is telling the truth
A student finalist project proposes a system that checks camera-network evidence, isolates cameras it distrusts, and sends a drone to inspect the blind spot.
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$Paid
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✦Pretty
●Pro
◎Niche
◉Human
⚑Risk
ƒJS
- For
- Critical-facility security teams and evaluators
- Worth noticing
- The reported results come from 2,400 digital-twin runs; the project says it has not yet been deployed in the field.
Field notes
The described trust score uses Beta reputation updates with exponential forgetting, and a camera’s neighbors contribute only in proportion to their own trust. The demo walks through a replay attack on camera B: its displayed score falls from 97% to 57% in 4.5 seconds, followed by isolation and a drone response. These are simulation results; the project identifies field testing as a next step rather than a completed deployment.
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Editorial observations of this landing page, not a rating.
○OpenPublic substance visible
✦PrettyNotable craft visible
●ProPolished or operationally mature
◎NicheUnusually specific use
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