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🏗️ Building agents that fix healthcare, direct, mission-driven, memorable
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🏗️ Building agents that fix healthcare, direct, mission-driven, memorable

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jsfaulkner86/README.md

John Faulkner | Healthcare & Agentic AI Architect

Typing SVG

Agentic AI workflow: Planner to Tool Call to Reflect to Output

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Before Agentic AI had a name, I was building the same systems: autonomous, goal-oriented, stateful, and multi-step. I architected them in Epic. Now I'm codifying them in Python.


🟩 On the Contribution Gap

14 years of enterprise healthcare architecture doesn't live on GitHub.

It lives in production.

Every system I built during that time ran inside locked-down enterprise environments: air-gapped Epic instances, strict BAA agreements, health system IP policies, and clinical infrastructure where a bad commit affects patient care at scale. You don't push that to a personal GitHub. You don't push it anywhere public. That's not a gap in output. That's what serious enterprise healthcare work looks like.

What that period produced:

  • 12 Tier 1 health system deployments across 50,000-user production environments
  • 40+ Epic (EHR) Upgrades and Implementations
  • 17,000 births/year coordinated through automated clinical workflows I designed
  • PPH risk scoring, In-Basket routing, pregnancy registry validation, transition record assembly built inside Epic before the industry had a name for agentic AI
  • 14 years of pattern recognition across broken healthcare workflows that no amount of side-project commits can replicate

What you're seeing now is the codification of that decade-plus of production experience into open-source Python: healthcare agentic AI systems built the way they should have been built from the start.

The gap isn't where the work stopped. It's where the work lived.


🔄 Healthcare to Agentic AI: The Translation

What I Built in Epic Agentic AI Equivalent Pattern
PPH Risk Scoring (30 rules, automated escalation) Autonomous decision agent with real-time sensor orchestration ReAct + Tool Use
Epic In-Basket Routing (triage + dispatch) LLM-powered task routing agent with priority scoring Plan-and-Execute
Pregnancy Registry Validation (rule triggers, exception handling) Rule/ML hybrid agent loop with exception escalation Reflection Loop
Transition Record Assembly (4 sources to document) RAG pipeline document generation agent RAG + Generation
17,000 births/year coordination Multi-agent orchestration across concurrent stateful workflows Multi-Agent Orchestration

🏗️ Architectural Philosophy

I design across all four layers of the agentic enterprise: semantic knowledge, model intelligence, agent runtime, and orchestration, with governance embedded from day one. Every production system I ship includes an evaluation harness before it touches a user.

👤 About

I'm the CEO and Co-Founder of The Faulkner Group, a boutique advisory firm helping women's health tech founders navigate broken healthcare systems and build AI-native products. My Python and agent work here is the technical foundation behind that advisory practice.


🧠 Tech Stack

Orchestration & Agents

LLMs Deployed

Vector & RAG

Full Stack


🤖 Founder Intelligence Platform · Women's Health Tech

A 9-agent intelligence ecosystem purpose-built for women's health tech founders, covering every dimension of building, funding, and scaling a healthtech company. Available exclusively to advisory clients of The Faulkner Group.

🏛️ Core Infrastructure: faulkner-agent-core — unified founder profiles, Supabase schema, Notion workspace, secrets management, and master orchestrator powering all 9 agents.

Agent What It Does Status
customer-discovery-agent Monitors patient forums, Reddit, app store reviews & social signals to surface real-world unmet needs and sentiment shifts Public
pitch-narrative-agent Analyzes successful women's health pitch decks, monitors investor language resonance, and helps founders continuously refine their fundraising narrative Public
talent-advisor-agent Surfaces relevant advisors, clinical champions, board prospects, and key hires for women's health tech founders Public
clinical-evidence-agent Monitors PubMed, ClinicalTrials.gov, and major conferences for new research supporting or threatening founders' clinical claims Public
partnership-agent Researches health system procurement contacts, payer partnership opportunities, employer benefit brokers, and strategic acquirers Public
competitive-intel-agent Continuously tracks competitor product launches, fundraises, partnerships, and executive moves in women's health tech Public
regulatory-agent Monitors FDA clearance paths, CPT code changes, payer policy updates, and reimbursement trends Public
grant-agent Continuously researches SBIR/STTR, ARPA-H, NIH, and non-dilutive funding opportunities for women's health tech founders Public
investor-agent Continuously researches PE firms, angel investors, VCs, and institutional funders active in women's health with automated discovery and structured reporting Public

🔨 Active Projects

Python · Agentic AI Systems

Project Stack What It Does Status
ehr-mcp Framework-Agnostic Interoperability protocol for multi-agent healthcare AI v0.1.0 Pre-Release
prior-auth-research-agent CrewAI + RAG Automates the most broken workflow in healthcare v0.1.0 Pre-Release
clinical-rag-agent LangChain + Chroma Delivers clinical guidelines at point of care 🚧 In Progress
pph-risk-scoring-agent LangGraph Postpartum hemorrhage risk, real production workflow rebuilt as agent 🚧 In Progress
clinical-triage-agent LangGraph + Pydantic AI In-basket logic rebuilt as an agentic triage system v0.1.0 Pre-Release
healthcare-compliance-guardrail LangChain + middleware The compliance layer every healthcare AI needs v0.1.0 Pre-Release
world-multi-agent-system-for-healthcare Python A worldwide multi-agent AI system for healthcare 🚧 In Progress
perinatal-companion-agent Python From the start of your pregnancy journey until 1 year after birth 🚧 In Progress

TypeScript · Women's Health Tech Products

Project What It Does
femtechdb World database of femtech companies, updated via daily cron job
womenshealthfundraisingtracker Pipeline tracker built for women's health founders
tfgdmpersonalizer Claude + Google Xray, personalizes LinkedIn outreach at scale
tfg-website The Faulkner Group advisory website, React + Tailwind + Vite

Advisory Agents

Project What It Does
fundraising-agent Sharpens investor narratives for women's health founders
product-roadmap-agent Product & strategy partner for early-stage founders
market-competitor-agent Market research agent scoped to women's health tech

🤖 Multi-Agent Systems in Action

Agentic AI system: PLANNER to TOOL_EXEC to REFLECT


📊 GitHub Activity


🏥 Healthcare Background

  • Epic EHR Architect, 12 enterprise health systems, 50,000-user production deployments
  • CEO and Co-Founder, The Faulkner Group, Boutique healthcare AI advisory for women's health tech leaders
  • Senior AI Advisor, Panova Health and Strategic Advisor, Navo Health
  • Domains: Prior Auth, Clinical Triage, In-Basket Workflows, HIPAA-Compliant AI, Maternal Health

📜 Certifications

Certification Issuer Status
Agentic AI & AI Evaluation in Healthcare Harvard Data Science Initiative ✅ Completed 2026
RAG & Agentic AI Professional IBM ✅ Completed 2026

🏛️ Professional Affiliations

  • PATCA, Board Member
  • HIMSS, Member
  • PMI, Member

📬 Connect

🌐 Website thefaulknergroupadvisors.com
💼 LinkedIn linkedin.com/in/johnathonfaulkner
🏢 Company The Faulkner Group, Bloomfield Hills, Michigan
🏛️ Company LinkedIn linkedin.com/company/faulkner-group

Pinned Loading

  1. prior-auth-research-agent prior-auth-research-agent Public

    CrewAI + RAG: Most broken workflow in healthcare

    Python

  2. clinical-triage-agent clinical-triage-agent Public

    LangGraph + Pydantic AI: In Basket logic as agentic system

    Python

  3. pph-risk-scoring-agent pph-risk-scoring-agent Public

    LangGraph: Real production workflow rebuilt as agent

    Python

  4. ehr-mcp ehr-mcp Public

    A framework-agnostic interoperability protocol for Multi-Agent Healthcare AI Systems.

    Python 1

  5. femtechdb femtechdb Public

    This is a world database of all femtech companies, updates with daily chron job.

    TypeScript

  6. womenshealthfundraisingtracker womenshealthfundraisingtracker Public

    Created for Women's Health Tech founders to track their pipeline.

    TypeScript