Sophia Brennan
Sophia Brennan
Ml Research Engineer
Cerebrix Technologies
LinkedIn: demo://sophia-brennan
Verified
Resonance
3.0
Dissonance
2.3

Experience

Cerebrix Technologies

Ml Research Engineer

Cerebrix Technologies

2022 - Present

Develops real-time object detection and defect classification models for industrial edge deployment. Authored Cerebrix's proprietary ViT-Lite architecture powering quality inspection programs.

Novalith Systems

Software Engineer, Security Intelligence

Novalith Systems

2020 - 2022

Built ML-based anomaly detection models for Novalith's Sentinel platform. Implemented on-device model compression techniques reducing inference memory footprint by 55%.

Education

MS in Machine Learning

Carnegie Mellon University

2018 - 2020

University of California, Berkeley

B.S. Computer Science

University of California, BerkeleyBerkeley, California, United States

2014 - 2018

3 Reviews

1.0
4.0
Mar 21, 2026Last edited on Mar 21, 2026
Strength: Deep technical competence within her domain
Weakness: Cross-functional working style creates friction at every boundary; does not meet non-technical stakeholders even partway
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3.0
3.0
Mar 21, 2026Last edited on Mar 21, 2026
Brilliant but can be territorial
Reviewed by a colleague
Strength: Technical depth, quality bar, speed of research iteration
Weakness: Territorial about her work streams; the friction it creates isn't always worth the ownership signal it sends
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5.0
0
Mar 21, 2026Last edited on Mar 21, 2026
Strength: Deep CV expertise, speed of implementation, intellectual curiosity that drives genuinely novel solutions
Weakness: Gets attached to her architectures — I've seen her resist pivoting even when early signals suggested a rethink was warranted
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