
Hans R
@hansr
I build agentic AI systems with Python, Claude, RAG, and observability.
What I'm looking for
I built Job-Agent, an autonomous job-search system in Python using the Claude API. Claude selects actions through an observe-plan-act loop supported by a tool registry, persistent state, streamed reasoning traces, and safety-capped failure handling.
I built its evaluation layer around fuzzy cross-source deduplication, tiered keyword scoring, and LLM-driven fit analysis with honest gap callouts. The system integrates Adzuna, Serper/Google Jobs, and USAJobs, and provides a desktop Agent Hub for human-in-the-loop control and tailored ATS-aware cover letters.
My AI work is grounded in 14 years of performance engineering, most recently supporting the U.S. Department of Agriculture. I validated AWS and Kubernetes scalability, increased throughput 40%, and reduced defect-resolution time 35% through observability and root-cause analysis.
Earlier, I built and enhanced LoadRunner automation frameworks across complex enterprise systems at Sprint, Embarq, and CenturyLink, scaling systems to 12,000+ TPS. I'm bringing that discipline in measurement, evaluation, and production behavior to AI systems and agent engineering.
Experience
Work history, roles, and key accomplishments
Consistently meet or exceed productivity targets across stowing, picking, packing, and inventory workflows.
Sr. Performance Test Engineer
U.S. Department of Agriculture
Jan 2021 - Sep 2025 (4 years 8 months)
Designed and executed LRE/VuGen scripts across multiple protocols, led performance testing for AWS/Kubernetes migration, and integrated observability tools for root-cause analysis.
Construction & Commercial Cleaning
Classic Cleaning
Dec 2017 - Dec 2020 (3 years)
Transitioned to self-employment while pursuing re-entry into IT.
Programmer / Software Engineer
Sprint / Embarq / CenturyLink
Jan 2000 - Dec 2017 (17 years 11 months)
LoadRunner specialist for 9 years, developed and enhanced C-based VuGen scripts, scaled systems to 12,000+ TPS, and supported SAP modules with load, stress, volume, and scalability testing.
Education
Degrees, certifications, and relevant coursework
Vanderbilt University
Specialization, AI Agent Development
Pursuing the AI Agent Developer Specialization from Vanderbilt University via Coursera, currently in progress.
Microsoft
Certificate, Generative AI Engineering
Pursuing the Generative AI Engineering certificate from Microsoft, currently in progress.
IBM
Professional Certificate, Generative AI Engineering
2025 - 2026
Completed the IBM Generative AI Engineering Professional Certificate, including courses in Python, machine learning, and AI application development.
Udemy
Bootcamp, AI Engineering
2025 - 2025
Completed AI Engineer Bootcamp training from Udemy in 2025.
Park University
Bachelor of Science, Computer Information Science
Bachelor of Science in Computer Information Science from Park University, completed in 1996.
Park University
Bachelor of Arts, Marketing
Bachelor of Arts in Marketing from Park University, completed in 1992.
Packt
Training, Performance Testing
2025 - 2025
Completed JMeter on Live Apps training from Packt in 2025.
Udemy
Training, Cloud Computing
2025 - 2025
Completed AWS Cloud Practitioner training from Udemy in 2025.
Udemy
Training, API Performance Testing
2023 - 2023
Completed API Performance Testing training from Udemy in 2023.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Portfolio
github.com/harichardson68Salary expectations
Social media
Skills
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