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scottkmcmillan/README.md

Hi, I'm Scott McMillan 🚀

Executive Product, Innovation & Operations Leader | AI + Human Intelligence | Builder-Strategist

I build organizations and products in multiple industries — from the world's first intelligent shoe at Adidas to AI systems for fitness at Google. 25+ years turning cutting-edge science and engineering into real-world outcomes.

🤖 AI Product Strategy 🏃 0 → 1 Builder 🌐 Executive Operator
Agentic AI, ML, GenAI, Computer Vision Wearable Hardware, Full Stack Software, Health & Performance Methodology Capital Strategy, Board Reporting, P&L Ownership
Data pipelines, Personalization, Digital Biomarkers Innovation, Entrepeneurship, IP Strategy Cross-Functional & Multinational Programs

Career Arc

📖 The 25-Year Thread

United States Olympic Committee (1999–2000)
Novel kinetic (force) systems and methods + 3D kinematic analysis for elite athlete assessment.

Adidas Innovation (2000–2006)
Research lead on the team that shipped the world's first intelligent shoe (Adidas 1) — Popular Science Grand Award.

Factor 9 Coaching (2007–2014)
Built and operated a data-driven performance coaching company - coached multiple Ironman Hawaii qualifiers.

XCO Tech (2014–2022)
As Co-founder and CEO, led the commercialization of a personalized sport coaching and precision medicine platform with patent protected hardware, software and data analytics (including AI), in addition to an FDA-compliant, AI edge-computing multi-sensor biometric patch. Raised ~$5M to fund operations, closed initial B2B sales. Developed a joint venture and multiple licensing partnerships. Led participation in a €21M multinational R&D consortium.

Exos@Google (2023–2026)
Directed fitness product and operations management in addition to AI research support (ML, computer vision, multi-modal genAI) as applied to personalized coaching, load monitoring, and assessment.

Quarterback AI (2026–Present)
Building agentic AI based solutions to solve a company's Human + AI intelligence equation. Developed agentic engineering systems to maximize agentic coding speed and minimize drift (going off track).

My Product & Tech Stack

AI / ML
Multi-modal Gen AI · Multi-Agent Orchestration · Computer Vision · MLP, CNN, DNN · ONNX Runtime · Accelerated RAG · Nomic Embed Text · Annotation Pipelines · ML Eval Frameworks

Hardware & Sensing
UWB Motion Tracking · PPG · HRV · GSR · IMU · Edge Computing · Strain Gauges · Force Platforms · 2D/3D motion capture & analysis

Engineering
Claude Code · Antigravity IDE · TypeScript/React · PostgreSQL / SQLite · Python · GitHub Actions · Playwright

Product Methodology and Tools
Agile/Waterfall Hybrid · TRL, Minimal/Fully Functional, Production Stages · Design Thinking · UXR · RDD/PRD · Product Principles, Strategic Alignment, Pyramid of Clarity · OKR/KPI Framework · People, Strategy, Execution, Cashflow

Productivity
GitHub · Asana · Confluence/Jira · Google Workspace · Slack

📬 Let's Connect

💼 LinkedIn

Open to: Innovating, leading teams, building, learning and networking
Industries: AI · Health Tech · Sport Tech · Human Performance · B2B / Consumer Tech · Workplace Automation

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