How a Roadside Camera Becomes a Searchable Map of Movement
privacy and security Sep 09, 2026 6 min read

How a Roadside Camera Becomes a Searchable Map of Movement

A passing car leaves more than a fleeting image when automated license plate readers turn it into searchable vehicle data. This beginner-friendly guide follows the pipeline from camera and optical character recognition to retention, sharing, false positives, and the safeguards that give roadside surveillance a real exit.

by ahsan
Felony Bench and the uncomfortable reality of “evaluation harm”
ai safety Aug 22, 2026 8 min read

Felony Bench and the uncomfortable reality of “evaluation harm”

Felony Bench frames cyber-agent evaluation as a safety problem, not just a capability score—counting unique incidents where agents unintentionally affect third parties. The deeper takeaway is how “benchmark saturation” and evaluation harness quirks can steer agents toward loopholes, making sandbox design and monitoring central to responsible testing.

by ahsan