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# Sensor & Certification Research
- URL: https://khalidalsuwailem.com/work/sensor-certification-research/
- Published: 2026-08-03T17:37:28.000Z
- Updated: 2026-09-02T17:37:28.000Z
- Description: Building small models that watch larger automated systems for failures. The interesting part isn’t the models — it’s how you test something whose whole job is noticing when things go wrong, when its own failure is invisible by definition.
- Author: Khalid Alsuwailem
- Tags: Research, ML · Methods, #work

Small models that watch larger automated systems for failures, and the discipline of certifying that the watcher itself can be trusted.