PROJECTS

Past Performance

Sentiont's past performance paints a picture of technical and operational excellence that we will continue to replicate.
A man is relaxing in a ship with his eyes closed. The ship's wheel is spinning without him, as indicated by motion arrows near the wheel. A banner at the bottom of the screen reads:

Autonomy Software for Small Watercraft

May, 2021 - March, 2025

In the summer of 2021, Sentiont won an AI/ML contract to support the development of autonomous watercraft with the University of South Alabama (USA). Sentiont has supported that effort from its original concept-phase, through multiple baseline demonstrations, to its current status as a well-documented and supportable engineering concept ready for transition or further development for special end-user application. The project has been extended and expanded several times up to the end of the currently funded project in 2025. During each of these transitions, Sentiont has proved its value by taking on increased scope and responsibility.

Hardware Assurance Research (Phase I)

September, 2024 - February, 2025

As a part of this project with the University of South Alabama (USA) Computer Science Department, Sentiont has provided key personnel support for side-channel machine learning classification, side-channel power analyses, setting up hardware equipment needed to collect side-channel information, among other tasks. The six-month Phase I initiative culminated in a first-draft survey paper on counterfeit chip detection.
Computer circuit board stock photo, by Pixabay
Dr. Roberto Molinari, Dr. Liam Oswald, Amir Oladazimi, Zulaihat Hassan, Jay Patel, Dr. Sam Park, Dr. Nedret Billor, and Dr. Ash Abebe.

DeepFake Detection Using Wavelets 

August, 2024 - December, 2024

Sentiont CTO Sam Park and Machine Learning Engineer Liam Oswald partnered with the Auburn University Mathematics and Statistics Department to explore state-of-the-art methods for DeepFake Detection, utilizing wavelets and curvelets in the ML architecture. The student-led research culminated in a final presentation in December, 2024, whose participants are pictured here.

Testimonials

Image of Professor J. Todd McDonald

Professor J. Todd McDonald

Director for the Center for Forensics, Information Technology and Security (CFITS) at the University of South Alabama
"After hearing about the work that Sentiont was doing on another contract at the University of South Alabama, I first met with Christina in December of 2023. She took detailed notes on our upcoming project’s requirements and helped match our team with Sentiont’s Machine Learning and Hardware Researcher, Liam Oswald. Since beginning work together in September 2024, we have been very pleased with Liam’s work and additional support and guidance from Sam. I would recommend working with this team to other universities and businesses seeking specialized research support."
Image of Professor Robert Cloutier

Professor Robert Cloutier

Director for the Center for Forensics, Information Technology and Security (CFITS) at the University of South Alabama
"Dr. Park and his team at Sentiont, LLC have proven to be an invaluable asset to me on my multi-year research project on autonomous watercraft within the University of South Alabama Systems Engineering department. They joined the project in 2021, working in a collaborative and symbiotic partnership with the university, its faculty and its students. I strongly endorse Sentiont, LLC for any project that requires research, development, prototyping and testing."
Image of Professor Nedret Billor

Professor Nedret Billor 

Math and Statistics Department Professor at Auburn University
"As part of Auburn University’s Capstone Project initiative, Sentiont LLC proposed a challenging project on deepfake detection using advanced machine learning techniques, providing students with a unique opportunity to engage in cutting-edge research and collaborate with industry professionals. Sentiont’s AI/ML Researcher, Liam Oswald, offered invaluable guidance and regular feedback, while Sam Park ensured alignment with real-world applications from a management perspective. Their active involvement, from project formulation to celebrating the students’ accomplishments during the final presentation, demonstrated their commitment to the project’s success. This collaboration led to innovative solutions and gave our students an exceptional learning experience that bridged academia and industry. We deeply value this partnership with Sentiont LLC and look forward to future opportunities to work together."

Testimonials

“
  • "After hearing about the work that Sentiont was doing on another contract at the University of South Alabama, I first met with Christina in December of 2023. She took detailed notes on our upcoming project’s requirements and helped match our team with Sentiont’s Machine Learning and Hardware Researcher, Liam Oswald. Since beginning work together in September 2024, we have been very pleased with Liam’s work and additional support and guidance from Sam. I would recommend working with this team to other universities and businesses seeking specialized research support."
    Image of Professor J. Todd McDonald

    Professor J. Todd McDonald

    Director for the Center for Forensics, Information Technology and Security at the University of South Alabama
  • "Dr. Park and his team at Sentiont, LLC have proven to be an invaluable asset to me on my multi-year research project on autonomous watercraft within the University of South Alabama Systems Engineering department. They joined the project in 2021, working in a collaborative and symbiotic partnership with the university, its faculty and its students. I strongly endorse Sentiont, LLC for any project that requires research, development, prototyping and testing."
    Image of Professor Robert Cloutier

    Professor Robert Cloutier

    Systems Engineering Program Chair at the University of South Alabama
  • "As part of Auburn University’s Capstone Project initiative, Sentiont LLC proposed a challenging project on deepfake detection using advanced machine learning techniques, providing students with a unique opportunity to engage in cutting-edge research and collaborate with industry professionals. Sentiont’s AI/ML Researcher, Liam Oswald, offered invaluable guidance and regular feedback, while Sam Park ensured alignment with real-world applications from a management perspective. Their active involvement, from project formulation to celebrating the students’ accomplishments during the final presentation, demonstrated their commitment to the project’s success. This collaboration led to innovative solutions and gave our students an exceptional learning experience that bridged academia and industry. We deeply value this partnership with Sentiont LLC and look forward to future opportunities to work together."
    Image of Professor Nedret Billor

    Professor Nedret Billor

    Math and Statistics Department at Auburn University

    &

    Image of Professor Roberto Molinari

    Professor Roberto Molinari

    Math and Statistics Department at Auburn University