AI Engineer · Operator · Builder
I build effective AI systems engineered for critical operations.
AI Engineer at KaiCare.ai. I build secure, compliant AI agents that streamline clinical workflows, translating years of operational leadership and data science into reliable software.
- AI Engineer @ KaiCare.ai
- Data Scientist @ IVP
- Data Scientist @ BP
- 75th Ranger Regiment Veteran
- MLOps Community Chapter Lead
Offering & Value
AI engineering, workshops, and advisory built for momentum.
I partner with tech leaders, enterprise teams, and venture investors to design, validate, and scale practical AI and analytical systems. No hype: just rigorous engineering.
Engineering
Designing and shipping production-grade AI systems. Specializing in modular agentic workflows, custom Model Context Protocol (MCP) integrations, robust NLP pipelines, and HIPAA-compliant clinical AI architectures.
Workshops & Training
Intense, code-forward training sessions for engineering teams. Hands-on modules covering LLM composition patterns, agent tool calling, deterministic evaluation frameworks, and MLOps best practices.
Advisory & Tech Diligence
Providing strategic guidance on AI roadmaps, scaling large-scale analytics (drawing on BP experience), and rigorous technical due diligence for venture capital and private equity investors (drawing on IVP experience).
- Model agnostic agentic workflows
- MCP
- Clinical AI
- LLM systems
- Recommendation systems
- Forecasting
- Advanced analytics
- Observability and evaluations
Work
What I've built
Open-source repositories, agent skills, and deployed AI spaces built to solve practical workflow and data parsing challenges.
Search Arena
A deployed HuggingFace comparison interface built to evaluate and benchmark search engine results and retrieval ranking models. Created June 2024.
View on GitHubResume & Job Description Parsers
A dual-space deployment comprising an intelligent resume parser and a targeted job description formatter built to optimize candidate matchmaking. Created January 2024.
View on GitHubFirst Principles Thinking Skills
Chained agentic skills and system prompts engineered to drive structured first-principles reasoning inside tools like Cursor, Claude Code, and Codex CLI.
View on GitHubLLM Composition Patterns
A robust Python codebase demonstrating structural design patterns for cascading, parallelizing, and deterministic evaluating complex LLM calls in production.
View on GitHubWriting & talks
Ideas worth sharing
Notes, essays, and speaking engagements on AI, NLP, energy analytics, investment diligence, and the operational road from the military to building software.
Drafts & working papers
Active writing projects
Summaries, guides, and strategic frameworks under active drafting:
Safety by Design: Architecting HIPAA-Grade Clinical AI Systems
A deep dive into deploying CCM, RPM, and PCM agents with deterministic audit trails and Zero-Trust medical data parsing.
Model Context Protocol (MCP): The New Standard for Agent Workflows
Why the standard API boundary is shifting from simple JSON payloads to semantic context orchestration layers.
Heavy Asset Energy Analytics: Lessons from physical pipelines
Operational principles learned automating emissions ETL at BPX Energy and translating physical events to transformer-based safety indexes.
MLOps Community · Chapter Lead
RSS FeedCoding Agents Lunch & Learn
Co-hosting a recurring technical series with the MLOps Community focusing on the practical engineering of coding agents, tool-calling mechanisms, and Model Context Protocol (MCP) integrations.
Operational Leadership & History
From logistics leadership in the 75th Ranger Regiment to advanced due diligence at IVP and analytics at BP. Read my full journey and credentials.
Start a conversation
If you are looking for clinical AI expertise, rigorous technical diligence, or engineering mentorship, get in touch today.
Typically responding within 24 hours. For high-stakes consulting or technical due diligence requests, email directly.