Healthcare IT · Integration Analysis · AI-Augmented Operations

Ten years at the layer where clinical data actually breaks.

I trace failures across distributed healthcare systems — browser to Datadog, Datadog to database, database to message queue, back to source. I build tools that didn't exist. I translate between clinical teams and engineering teams who speak different languages. I document everything so the next incident resolves faster than the last.

Start a Conversation → What I Do
// diagnostic_trace_pattern
01 client_reports_error labs missing · vitals dropped · mapping wrong
02 browser_dev_tools HAR files · network tab · 400/500 errors
03 datadog_logs trace ID · log pattern · custom reports
04 database_query SQL · record state · transformation output
05 kafka_or_queue message offset · consumer lag · source event
06 root_cause_identified mapping gap · transform logic · upstream fault
07 engineering_escalation bug report · code segment · cross-team fix
// operating_principle
error_message → starting point, not answer
root_cause → always upstream
"Forma sequitur functionem."
Form follows function. The guiding principle of every system I touch.
In clinical infrastructure, this is not aesthetic philosophy. It is operational doctrine. Every interface, every transformation, every alert — shaped by what it must reliably do.

What I do

Operational depth, honestly described.

Not architecture — that is what I am building toward. What I bring right now is ten years of knowing how these systems fail in production and how to trace it back to source.

// 01

HL7 & X12 Analysis

HL7 v2ADTORUX12 EDIpayer mapping

The error is never where the message stopped. It is where the message was wrong.

// 02

Root Cause Diagnosis

DatadogKafkaAWSlog parsingSQL

Follow the chain until you find the source, not just the symptom.

// 03

Custom Tooling

PythonBashAI toolsautomationscripts

If you are doing it manually more than twice, there is a script for that.

// 04

Clinical–Technical Bridge

escalationdocumentationcoordination

The gap between clinical and technical is where most problems actually live.

Full breakdown →