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Hans RHR
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Hans R

@hansr

I build agentic AI systems with Python, Claude, RAG, and observability.

United States
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What I'm looking for

I'm looking to apply my AI systems, agent engineering, evaluation, and observability work in a remote contract or full-time role, building practical production-ready AI workflows with human-in-the-loop control.

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

Amazon Warehouse logoAW
Current

Warehouse Associate

Dec 2025 - Present (9 months)

Consistently meet or exceed productivity targets across stowing, picking, packing, and inventory workflows.

CC

Construction & Commercial Cleaning

Classic Cleaning

Dec 2017 - Dec 2020 (3 years)

Transitioned to self-employment while pursuing re-entry into IT.

YF

Programmer Analyst

Yellow Freight

Jan 1997 - Sep 1999 (2 years 8 months)

Developed and maintained COBOL, DB2, JCL, and CICS mainframe applications; converted from intern to full-time based on strong performance.

Education

Degrees, certifications, and relevant coursework

Vanderbilt University logoVU

Vanderbilt University

Specialization, AI Agent Development

Pursuing the AI Agent Developer Specialization from Vanderbilt University via Coursera, currently in progress.

Microsoft logoMI

Microsoft

Certificate, Generative AI Engineering

Pursuing the Generative AI Engineering certificate from Microsoft, currently in progress.

IBM logoIB

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 logoUD

Udemy

Bootcamp, AI Engineering

2025 - 2025

Completed AI Engineer Bootcamp training from Udemy in 2025.

Park University logoPU

Park University

Bachelor of Science, Computer Information Science

Bachelor of Science in Computer Information Science from Park University, completed in 1996.

Park University logoPU

Park University

Bachelor of Arts, Marketing

Bachelor of Arts in Marketing from Park University, completed in 1992.

Packt logoPA

Packt

Training, Performance Testing

2025 - 2025

Completed JMeter on Live Apps training from Packt in 2025.

Udemy logoUD

Udemy

Training, Cloud Computing

2025 - 2025

Completed AWS Cloud Practitioner training from Udemy in 2025.

UD

Udemy

Training, API Performance Testing

2023 - 2023

Completed API Performance Testing training from Udemy in 2023.

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