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five07/README.md

Michael St.Claire

Engineering Architect · AI Systems · Distributed Systems · People Leader

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I partner with leadership to turn business challenges into scalable, measurable outcomes. With 22 years across startups and Fortune 500s — spanning healthcare, finance, marketing, and e-commerce — I bring both the engineering depth and business acumen to make the right call at every layer of the stack.

What sets me apart: I lead with outcomes first. I mentor teams, get hands-on when it matters and stay curious and tenacious but also to know when the conventional approach isn't the right one.


What I Deliver

Outcome Example
Accelerated growth Opened new client segments and increased conversion for multiple clients
Higher operational efficiency Scaled revenue and reliability without increased headcount
Rapid time-to-market Shortened launch cycles to keep clients ahead of market changes
Future-proof architecture Container-native microservices that grow with the business — no costly rewrites

How I Work

  • Outcomes over output — I measure success by business impact, not products
  • Clarity before code — I invest in stakeholder and product alignment with technical design docs before a line is written
  • Mentor first — I grow the engineers around me; I contribute directly when teams need it most
  • Global experience — I have led teams across the US, LATAM, Europe, and Asia

Featured Work

AI-Powered Clinical Lab Review Pipeline

Designed and led the build of a self-hosted AI pipeline that automated health coach lab reviews on clinical guidelines.

  • 400%+ throughput improvement — from ~10 patient reviews/coach/day to 50+
  • 87% approval rate — AI-generated recommendations accepted without modification
  • < 5 min turnaround vs. 45 min manual baseline
  • 99.3% uptime over the MVP period
  • Fully HIPAA-compliant: PHI/PII never transmitted to the LLM, de-identified at pipeline boundary

Read the full case study →

Experience

Consultant, Engineering Architect    Five07                  2008 – Present
Chief Architect                      Parsley Health          2022 – 2024
Senior Software Engineer             InnerWorkings/HH Global 2014 – 2021
Founder                              EonCode, Inc.           2004 – 2014

Technical Toolkit

AI / Agents LLMs, RAG, Agentic patterns, HuggingFace, Qdrant, Claude, MCP

Services & APIs REST, GraphQL (Federated), gRPC, Pub/Sub, Kafka, NodeJS

Infrastructure GCP, AWS, Kubernetes, Docker, Terraform, GitHub Actions, Ansible

Languages TypeScript/JavaScript, Python, Go, Ruby, Swift, Kotlin, Objective-C

Data PostgreSQL, MySQL, Redis, Memcache, BigQuery

Frameworks React Native, React, Next.js, NestJS, Remix, Apollo, Ruby on Rails

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