CORE EXPERTISE
Applied AI & Governance
RAG
MCP
Prompt / Context Design
LLM Evaluation
Retrieval Evaluation
Grounded Generation
Tool Governance
Fail-Closed Behavior
Platforms & Observability
Python
Linux / WSL2
Docker
Qdrant
Ollama
Gemma
EmbeddingGemma
InfluxDB
Grafana
Integration & Operations
REST APIs
JSON
YAML
Git / GitHub
Asterisk / SIP / VoIP
Incident Management
Root-Cause Analysis
Telemetry
Runbooks / SOPs
Vendor & Utility Coordination
SELECTED AI & OPERATIONAL SYSTEMS WORK
Independent Technical Project | May 2026 - Present
98%
Top-1 Retrieval Accuracy
100%
Hit@3
99%
MRR
16 / 16
Final RAG Acceptance
234
Indexed Knowledge Points
PROFESSIONAL EXPERIENCE
CHARTER COMMUNICATIONS - REGIONAL OPERATIONS CENTER
Irwindale, CA | Sep 2016 - Dec 2024
EARLIER TECHNICAL EXPERIENCE
TIME WARNER CABLE / CHARTER COMMUNICATIONS
2006 - 2016
CERTIFICATIONS
Microsoft Certified: Azure AI Fundamentals (AI-900)
Introduction to Model Context Protocol - Anthropic
Managing Machine Learning Projects - Duke University
Human Factors in AI - Duke University
AI for Business Leaders - University of Maryland
AI for Strategic Leadership - AI CERTs
AI Python for Beginners - DeepLearning.AI
PROFESSIONAL DEVELOPMENT
DeepLearning.AI / Coursera
AI for Everyone
Generative AI for Everyone
Duke University / Coursera
Machine Learning Foundations for Product Managers
NCTI
Regional Operations Center III
ROC II
ROC Fundamentals
Operations Center Technical Support 1 & 2
Return Path Operations