Keith Hanson

Keith Hanson

AWS, AI, and LLM Expertise

Professional Summary

Principal Product Engineer with 20+ years in full stack development and technical leadership. Since 2023, specializing in agentic AI development and LLM/SLM deployment. Expert in AWS cloud architectures, voice AI systems, and production-ready AI agent frameworks. Proficient in Python, Node.js, AWS services (Connect, Lambda, Kinesis), and modern AI frameworks (LangChain, DSPy, Pi, AWS AgentCore). Demonstrated organizational leadership in multiple roles, cultivating a large network of software engineers and technical talent.

Core Competencies

AWS Cloud Architecture
Large Language Models (LLMs)
Small Language Models (SLMs)
Voice AI & Real-time Audio
Agentic AI Development
Agentic Development Frameworks
Local LLM Development
Python & Node.js Development
CI/CD Expertise
AWS Services (Connect, Lambda, Kinesis)
API Development & Integration
Cloud Infrastructure (AWS, Docker)

Professional Experience

Pronetx

Principal Product Engineer
March 2025 - Present United States (Federal Contracting Agency)

Lead GenAI Practice for AWS implementations serving federal clients (SSA, DOE, healthcare) and major brands (NYT, Petco).

  • Architect AI agent evaluation systems with AWS Lambda, Connect, and Bedrock for automated transcript analysis and performance optimization
  • Build prompt engineering frameworks using DSPy and custom Python/JavaScript for modular AI evaluation workflows
  • Develop real-time voice AI frameworks for conversational AI applications
  • Create in-house developer tools for testing generative AI flows at scale using AI-driven testing
  • Engineer knowledge base integrations with custom crawlers and APIs for AI agent workflows
  • Implement IaC practices (CDK, CloudFormation) with VPC-based architecture and least-privilege permissions
  • Drive system refactors improving maintainability and performance while optimizing Lambda execution
  • Recruit, interview, and mentor junior engineers on AI/ML best practices and AWS infrastructure
  • Deliver full SDLC for household brands, bridging technical and business requirements

Vanguard Vision Technologies, LLC

Freelance Code Wizard / AI Solutions Architect
July 2023 - March 2025 (1 year 9 months) United States
  • Built custom AI automation solutions using LLMs and natural language processing
  • Modernized 15-year-old Abatix.com with React front-end and custom e-commerce modules integrated with legacy systems
  • Recruited, hired, and mentored junior developers in modern full stack development
  • Architected custom data processing pipelines using Python frameworks tailored to complex business requirements
  • Implemented ComfyUI workflows for AI image generation pipelines
  • Deployed private LLM solutions for organizations requiring data privacy

City of Shreveport

Chief Technology Officer
January 2019 - December 2022 (4 years) Shreveport, Louisiana
  • Grew IT department from 20 to 60+ employees, creating data science, GIS, and Smart City divisions
  • Built Shreveport's first Real-Time Crime Center at fraction of typical costs using innovative partnerships
  • Developed open-source public safety cameras and IoT solutions for citywide deployment
  • Created Digital Divide mapping solution using IoT on garbage trucks, securing $500K in funding
  • Migrated 1,200+ endpoints to O365 with city-wide 2FA
  • Implemented cloud backup and anomaly-based threat protection against ransomware
  • Managed media relations, public speaking, and technology education initiatives
  • Transformed IT culture, reducing HR complaints to near zero through improved transparency

Twin Engine Labs

CEO
August 2010 - January 2019 (8 years 6 months) Shreveport, Louisiana
  • Scaled mobile app company from 2 to 16 employees, producing award-winning applications
  • Developed "The Fantastic Flying Books of Mr. Morris Lessmore" (based on Oscar-winning short film)
  • Partnered with major brands: Cisco Networks, American Songwriter Magazine, Symantec
  • Won 2012 Gold Winner for Mobile Applications - Entertainment and multiple industry awards
  • Led ideation, monetization, technical execution, and team growth

RubyEngineer.com

Owner / Contract Ruby Developer
March 2009 - August 2010 (1 year 6 months) Shreveport, Louisiana
  • Built services using Ruby and NoSQL backends (Redis, CouchDB, MongoDB)
  • Implemented AI programming: Naive Bayes Classifiers and Sentiment Analysis
  • Delivered rapid prototypes enabling quick entrepreneurial decisions

Earlier Career Highlights

Wieck Media - Development Manager (2009-2010) & Lead Developer (2007-2008)

  • Managed engineering teams and deployment strategies
  • Led Ruby on Rails development with PostgreSQL/MySQL

Highform, Inc - Lead Ruby Developer (2009)

  • Implemented EC2 auto-scaling, reducing costs 60% during low traffic
  • Built automated parsers handling 10,000+ items with millisecond response times

Additional Leadership & Community Involvement

Decentralized Wireless Alliance - Committee Member (2022-2023)

Shreveport Charter Foundation - Trustee (2012-2015)

Technical Expertise

AI & Machine Learning:

Large Language Models (GPT, Claude), Small Language Models (SLMs), Local LLM Development & Deployment, OpenAI API, Agentic AI Frameworks, NLP, Sentiment Analysis, Naive Bayes Classifiers

LLM Frameworks:

Deep expertise in DSPy and AWS AgentCore

Vector Databases & RAG:

Expertise in AWS Bedrock Knowledge Bases, Pinecone, PGVector, RAG tools and chunking strategies

AWS Services:

Connect, Lambda, Kinesis, Chime SDK, S3, EC2, CloudFront, API Gateway

Voice & Audio:

Real-time Audio Processing, Voice AI Systems, WebRTC

Programming Languages:

Python, Node.js, JavaScript, Ruby, C#/.NET, SQL

Frameworks & Tools:

React, Svelte, Docker, Sinatra, Rails, Bolt for Python, ComfyUI

Databases:

PostgreSQL, MySQL, Redis, MongoDB, CouchDB, SQL Server

IoT & Hardware:

ESP32, OpenFlexure Microscopes, Smart Home Automation, Custom IoT Solutions

Recognition & Awards

Featured Publications & Media

"Hacking Garbage Trucks to Bring Broadband to Those in Need" - Technology innovation coverage
https://makezine.com/?p=554532
"Mapping Broadband Access with Garbage Trucks" - Connect This Podcast Ep. 20
https://communitynets.org/content/mapping-broadband-access-garbage-trucks-and-other-innovative-municipal-initiatives
"An Inside Look at Shreveport's RealTime Crime Center" - Government technology leadership
https://www.shreveporttimes.com/story/news/2021/09/17/shreveport-real-time-crime-center-inside-how-works/5596400001/
"Shreveport Puts Technology on Garbage Trucks to Find Digital Divide" - Smart city innovation
https://www.ktbs.com/news/shreveport-puts-technology-on-garbage-trucks-to-find-digital-divide/article_986474a2-1a26-11eb-9765-e335c74f514c.html