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Jacob WhiteJW
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Jacob White

@jacobwhite

Lead AI/ML Engineer delivering production-grade, compliance-ready AI platforms and agentic systems.

United States
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What I'm looking for

I seek roles building production AI platforms and agentic systems with strong governance, cross-functional collaboration, and measurable business impact.

I am a Lead AI/ML Engineer with 10+ years delivering ML/AI to production and 15+ years in software engineering, specializing in agentic AI platforms, RAG/GraphRAG architectures, and enterprise-grade MLOps across AWS, Azure, and GCP.

I have architected and operationalized large-scale inference and retraining pipelines, fine-tuned LLMs to cut inference cost and improve engagement, and implemented robust evaluation, observability, and governance controls that enabled significant business impact and reduced release failures.

I partner closely with compliance, product, and platform teams to deploy production conversational agents, document intelligence, and forecasting systems that improve accuracy, reduce manual work, and deliver measurable value.

Experience

Work history, roles, and key accomplishments

Wells Fargo logoWF
Current

Lead AI/ML Engineer

Apr 2022 - Present (3 years 9 months)

Architected and led delivery of an enterprise agentic AI platform (RAG/GraphRAG, multi-agent) that reduced time-to-production ~45% and delivered $10–12M annualized business value while cutting inference costs by 60% for select workloads.

CoreLogic logoCO

Senior AI Engineer

CoreLogic

Apr 2019 - Apr 2022 (3 years)

Designed and deployed computer vision and document-intelligence pipelines and MLOps platforms that increased document-processing throughput ~30% and reduced deployment time by ~70%, while improving extraction accuracy and reducing inference costs by 60% for personalization models.

AJ

Software Engineer

Alsac St Jude

Apr 2018 - Apr 2019 (1 year)

Contributed to architecture and modernization of an enterprise e-commerce platform, reducing page load times by 40% and cutting hosting costs by 80% through migrations and frontend/backend optimizations.

TC

Consultant

TCI Technology Consulting

Aug 2017 - Mar 2018 (7 months)

Delivered PHP/Laravel e-commerce and analytics platforms, led frontend SPA development with React/Redux, and implemented ETL workflows that reduced campaign decision turnaround by ~52%.

GS

Senior Application Developer

Global Business Solutions

Oct 2015 - Aug 2017 (1 year 10 months)

Designed and developed enterprise ASP.NET MVC applications, improving system stability and reducing recurring production issues by ~30% while optimizing database performance and increasing test coverage.

EN

Software Engineer

Engility/TASC

Jan 2014 - Jun 2015 (1 year 5 months)

Worked onsite for DISA developing web applications and test tooling using C++/CLI and ASP.NET, contributing to defense-related testing workflows and tooling reliability.

DD

Software Engineer

Department of Defense

Jul 2009 - Jan 2014 (4 years 6 months)

Developed .NET and Android applications interfacing with RF test equipment and multilateration systems, and maintained custom AOSP ROMs while supporting signal-tracking operations.

Education

Degrees, certifications, and relevant coursework

The University of Texas at Dallas logoTD

The University of Texas at Dallas

Doctorate, Artificial Intelligence

2022 -

Doctoral program in Artificial Intelligence at The University of Texas at Dallas focused on advanced AI research and production-ready ML systems.

Georgia Institute of Technology logoGT

Georgia Institute of Technology

Master's Degree, Computer Science

2016 - 2020

Master's degree in Computer Science with coursework and projects in machine learning, NLP, and large-scale systems.

University of Arizona logoUA

University of Arizona

Bachelor of Science, Mathematics and Computer Science

2011 - 2015

Bachelor of Science in Mathematics and Computer Science with foundation in algorithms, mathematics, and software engineering.

Cochise College logoCC

Cochise College

Associate's Degree, Mathematics

2005 - 2011

Associate's Degree in Mathematics providing foundational coursework in calculus, discrete math, and statistics.

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Jacob White - Lead AI/ML Engineer - Wells Fargo | Himalayas