We specialize in ML/AI data management, edge‑to‑cloud C2 architectures, and decision‑support tools for operators in constrained environments, with dual‑use applications across space systems, manufacturing, trauma care, and distributed autonomy.

Research & Development:

NAICS: 541715

Core Capabilities 
  • Preprocessing and analysis of large sensor datasets 
  • Generating training datasets for autonomy and decision‑support models 
  • Testing and evaluating low‑power inference architectures 
  • Building validation and simulation environments 
  • Preparing data for anomaly detection and model‑based reasoning 
  • Producing ground‑truth datasets for algorithm development 
  • Adaptable and scalable staffing model to meet customer needs and demands 
  • CMMC‑aligned operations with experience in ITAR and secure data standards 
  • Operate under Time & Materials (T&M) and Firm Fixed Price (FFP) contract models 

Segina & Associates is a HUBZone‑certified applied research lab specializing in edge AI/ML, human‑in‑the‑loop systems, and autonomous decision‑making. We develop next‑generation capabilities for federal agencies, defense primes, academic partners, and commercial organizations that require practical solutions for complex, real‑world, and resource‑constrained environments. 

Applied Research Areas 

Space Systems & Multi‑Domain Sensing 

We are developing low‑power edge AI architectures for contested, bandwidth‑constrained, and resource‑starved environments. Our approach integrates ultra‑efficient onboard inference with supervisory compute layers for advanced reasoning and human‑in‑the‑loop oversight. 
Near‑term applications include GEO, LEO, and cislunar sensing platforms capable of detecting, classifying, and characterizing object motion, with cross‑domain use cases in defense, distributed C2, critical infrastructure, and edge manufacturing.

Manufacturing & Compliance Automation 

We build causal language agents aligned with STEP/STEP‑NC standards to support secure hardware design, automation, and inference testing within regulated CAD workflows. Our team works with manufacturing and construction partners to enable dual‑use prototyping in real‑world environments. 

Rural & Warfighter Trauma Care

We are exploring whether our edge AI architecture can be adapted to provide decision support to first responders, medics, and clinicians operating in remote or bandwidth‑limited environments where conventional systems are not feasible. 

UAV Systems & Distributed Autonomy 

We investigate swarm behaviors and non‑RF communication techniques for Class 1–3 UAS platforms. Areas of focus include SNN‑based low‑power edge computing, low‑cost messaging architectures, and distributed autonomy without reliance on conventional RF communications. 

Alternative Energy & Biomass Systems 

We are evaluating how waste materials from the hardwood lumber industry can be converted into viable biomass feedstock. Our work includes developing AI‑driven modeling tools to assess pricing, transportation, logistics, and supply‑chain feasibility for scaled biomass production. These tools help identify economically practical pathways for turning sawmill byproducts and low‑value wood waste into a reliable energy resource for both commercial and government applications. 

Past Performance 

StatVentures Phase I Winner (2024). 
Awarded for a project developing a BVLOS UAV‑based thermal imaging dataset to advance rural geolocation AI models and enable nighttime ISR testing using thermal data from rural structures. 

Come work with us on some big problems

Want to make a difference in developing the technology to support our warfighters and solve some of today’s big challenges? Join us, we are just getting started.