Michael Hanko

Michael Hanko

Full-Stack AI Engineer · Trader · Recovery Advocate

I build TraderMatrix.pro and Vespryx — institutional-grade options intelligence, priced for retail traders.

// About

I build things. That's always been the constant — whether it was automating an AP department's workflow at Johnson Controls, wiring ERP integrations at Zywave, or now building TraderMatrix.pro and Vespryx from scratch. The tools change; the instinct to make something better doesn't.

After 15 years in enterprise data — ERP implementations, SQL Server, Dynamics GP, Salesforce, the whole corporate stack — I went all-in on what I actually love: quantitative analysis, algorithmic trading, and the intersection of AI with financial markets. I spent 2024 and early 2025 trading futures and working out what I actually wanted to build, then formalized Momentum Phinance in November 2025. Since then I've shipped five products — TraderMatrix.pro and Vespryx are the two I work on every day — built automated analytical pipelines, and taught myself the full modern stack (Python, FastAPI, Docker, Next.js, cloud infrastructure) by doing it live.

I'm also in long-term recovery and openly talk about it. I believe the same discipline that keeps you sober — honesty, accountability, doing hard things daily — is exactly what makes a good engineer and an ethical trader. I write about all of it on Substack and through my AI copilot, Sam the Quant Ghost.

// What I've Built
// Technical Stack

Languages & Frameworks

Python SQL JavaScript TypeScript FastAPI Next.js HTML/CSS Bash

Data & AI

Pandas NumPy Gemini AI Vertex AI SQLite SQL Server Firebase

Infrastructure

Docker Linux Apache GCP Vercel Vultr VPS CI/CD Git

Enterprise & ERP

Dynamics GP Dynamics 365 Salesforce SAP Oracle SSRS SSIS

Finance & Trading

Options Technical Analysis Algorithmic Trading Black-Scholes Backtesting ETF Analysis

Tools & APIs

yfinance TradingView Tradier API Stripe Playwright OpenBB
// Experience
Nov 2025 → Present
Momentum Phinance — Founder
Fintech Builder & Quantitative Developer
  • Built and shipped 5 live products (TraderMatrix.pro, Vespryx, Ghost Alpha Dossier, TickerTrace Pro, AMU) from zero to production
  • Designed a 16-stage automated pipeline running daily via GitHub Actions — technical analysis, institutional flow, AI narrative generation
  • Architected split-stack deployment: Next.js on Vercel, FastAPI + Docker on VPS, Apache SSL proxy, Firebase auth
  • Built VoPR engine: 4-model realized volatility ensemble (Parkinson, Garman-Klass, Rogers-Satchell, CC) with Black-Scholes Greeks
  • Pair-programming with AI agents (Claude, Gemini) using structured governance and handoff protocols
2025 → Present
Topstep — Funded Trader
Futures Trader
  • Trade funded futures capital on intraday strategies under firm-enforced drawdown and risk limits
Dec 2024 → Present
Independent
Data & Analytics Consultant
  • Reporting and analytics engagements across SSRS, Power BI, Sheets, and Looker Studio — requirements through build and training
  • Python and shell tooling so AI agents can act on reporting output, not just display it
2022 → 2024
Origami Risk
Data Consultant
  • Designed system architecture and communicated decisions to senior consultants and Client Executives
  • Built data integration pipelines, conversions, and unit testing for insurance risk platforms
  • Liaison between customer needs and product roadmap — conduit for feature requests and gap analysis
  • Managed project plans and drove accountability across implementation engagements
2020 → 2022
Zywave
Data Analyst — Integrations Specialist
  • Mapped data between web apps using Dynamics 365, Salesforce, and Tibco Scribe
  • Provided technical expertise for partner implementations and customer support
  • Cross-department training and Data Services team development
2014 → 2020
KEY2ACT (Wennsoft)
Support Analyst → Solution Consultant
  • Pre-sales engineering: product demos, requirements discovery, technical presentations
  • Dynamics GP ecosystem — job cost, service management, field service modules
  • QA for major releases; implemented support center automation using API tooling
2013 → 2014
Johnson Controls
Senior Rep — Accounts Payable
  • SAP, Oracle, Lawson — multi-ERP environment
  • Led Office 365 migration coaching and SharePoint implementation for AP
2010 → 2013
Merge Healthcare / IBM
AP Accountant
  • Multi-ERP accounting: IFS, Epicor, QuickBooks, Dynamics GP
  • SOX compliance, journal entries, balance sheet reconciliation
// Education
2002 — 2006
University of Wisconsin — Stevens Point
B.S. Business Administration / Mathematics
// Beyond the Terminal

Active in AA/NA recovery — I believe the same rigor that keeps you sober makes you a better builder. Ham radio operator (KD9FCB). Father of four. Former homelab enthusiast turned production infrastructure operator. I write on Substack about technology, trading, recovery, and AI.