Labs
Laboratories
This site lists 3 INSTAR Lab laboratories. Each page opens with the lab’s own one-line description, then gives a source-backed overview of the field it works in: what published research says, the open questions, methods and limits, a glossary and numbered sources.
The overviews describe each field, not INSTAR’s own projects or results. For how the sources are checked, see how this site checks a fact.
Biometrics & Drone Sensing
About this lab: INSTAR Lab researches advanced biometric sensing on phones and laptops without specialized hardware, and drone sensing developed with Ravonics LLC.
Field overview: A plain-language, source-backed overview of biometric sensing with everyday cameras and sensors, and of sensing from small drones and the rules that govern it.
- Open questions
- 4
- Methods
- 5
- Numbered sources
- 9
Explainer: when an average hides errors
Sources last checked on October 24, 2026.
Cognitive AI & Persona Systems
About this lab: INSTAR Lab investigates language, cognition, model behavior, and human-aligned AI systems through computational modeling and careful evaluation.
Field overview: A source-backed overview of how language models are described, tested and shaped: personas, human feedback, and the limits of psychology-style tests.
- Open questions
- 4
- Methods
- 5
- Numbered sources
- 10
Explainer: prompt wording and scores
Sources last checked on October 24, 2026.
Sovereign AI Laboratory
About this lab: INSTAR Lab’s Sovereign AI Laboratory researches air-gapped frontier-model training, secure inference, and autonomous reasoning on private infrastructure.
Field overview: A source-backed overview of protecting AI model weights and training data on controlled infrastructure: threats, confidential computing and risk frameworks.
- Open questions
- 4
- Methods
- 5
- Numbered sources
- 12
Explainer: five levels of weight security
Sources last checked on October 24, 2026.
Looking for a research area rather than a lab? See the sciences and technology pages, or the A–Z research index.