hi, I'm Clint.
I build products.
I write down what I learn building them: healthcare integration, applied LLMs, and leading the teams behind it. Twelve years of it, mostly in Nashville, usually with espresso.

fresh off the desk →
9 min read
CMS-0057-F FHIR Prior Auth API for 2027: Keep the LLM Out of Order-Sign
CMS-0057-F makes FHIR prior auth APIs due in 2027. How CRD rides CDS Hooks, why no LLM belongs in order-sign, and where AI can safely draft DTR answers.
Read it →

Latest writing
All 81 articles →- LLMs, agents, evalsFDA's 2026 Clinical Decision Support Guidance Didn't Bless Generative AI
- The Best FHIR MCP Server Gives the Model No FHIR Tools
- LLMs, agents, evalsLLM ICD-10 Coding Accuracy: Why the Model Shouldn't Type the Code
- How to Detect Hallucinations in AI Clinical Notes Before They're Signed
- HL7, FHIR, MirthSMART Backend Services for AI Agents: system/ Scopes Are God Mode
Where to start
pick the one that sounds like you, read them in order
You work in healthcare tech
You build with LLMs
Series
HL7 & Mirth from zero
Shipping LLMs in production
React state, then and now