Jacob H. in

Jacob H.

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Founder at J.A.H Holding Co.
📍 McLean, Virginia, United States

Jacob is a U.S. Marine veteran and founder of OptiSyn Solutions, where he builds production-grade AI systems for federal and enterprise clients. His expertise includes agentic AI, RAG, and model governance, drawing from his MS at Texas A&M. He focuses on delivering technology that is reliable in high-stakes, real-world environments.

Originally from Texas, Jacob applies a builders mindset to his personal ventures. He founded a real estate investment firm that uses data science to inform decisions. He also develops complex personal projects, such as a multi-agent AI system from scratch that automates stock market trading by having AI agents debate each other.

He is building a novel "geometric memory" system to allow AI agents to understand and identify their own knowledge gaps without using any LLM calls.

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Experience
11 Years
Current Role
Founder
Job Level
Leadership
Location
McLean, Virginia, United States
Personality Overview

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Priorities

Topics Jacob cares about

Production-Grade AI
Focuses on shipping deployable AI/ML systems for federal and enterprise clients, emphasizing technology that works reliably in production, not just in demos.
Agentic AI Systems
Designs and builds multi-agent AI systems, including a personal project for automated trading, believing this is a key frontier in artificial intelligence.
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Career

Work history

12-2023
Founder
J.A.H Holding Co.
10-2023
Founder
OptiSyn Solutions
10-2019 - 10-2023
Senior Data Scientist
Government Contracting
7-2014 - 10-2019
Sergeant
United States Marine Corps
In the press

Media appearances

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Education
Master of Science - MS
Texas A&M University
Bachelor of Science - BS
The University of Texas at Arlington
Social presence
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Behavioral profile

DISC profile (public)

DISC behavioral profile

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