About

The guy who installs ductwork
and builds AI systems.

I'm Serge Sysoev. I work commercial HVAC with Sheet Metal Workers Local 66 in Everett, WA. Before the sun comes up, I'm designing multi-agent AI architectures. After the jobsite, I'm trading CME futures. Three separate worlds — one operating principle: build real systems, test them in real conditions, and never ship anything you wouldn't use yourself.

Most people in tech have never held a wrench. Most people in construction have never written a line of code. I live in both worlds every day. On the jobsite, I install duct systems, fabricate sheet metal, and coordinate with crews on commercial HVAC projects. At home, I architect AI systems with dozens of autonomous agents, build trading tools in C#, and deploy bots that manage real field operations.

I started in civil engineering in Russia, where I built a construction company, a PVC window factory, a concrete block factory, and a building materials supply business. In 2016, I moved to the United States and started over from zero — first in residential construction, then HVAC. Within a year I had my own HVAC company. When COVID shut it down, I didn't just "join the union" — I entered the trade at the bottom and worked through every layer of it.

Gas pipe installer. Equipment installer. Testing and balancing technician. Calibration specialist. Then commercial sheet metal construction with Local 66. Four roles, each one deeper into how buildings actually work. That progression wasn't a detour — it was an education no classroom offers. When I build AI systems for construction, I'm not guessing what field crews need. I've been the field crew.

Working construction gave me something no CS degree can teach — an intolerance for systems that don't survive reality. Software engineers build for ideal users in ideal conditions. I build for a crew lead checking his phone between fitting runs at 6 AM in January. That filter — "would this actually work on a Monday morning jobsite?" — shapes everything I design.

Serge Sysoev

Everett, WA · Pacific Time

Sheet Metal Workers Local 66
AI Systems Architect
CME Futures Trader

"Real systems are built by people who use them."

By the Numbers

21
AI entities in Meridian
12+
Autonomous agents in Green
15K+
Lines of C# (NinjaTrader)
~33K
Lines of documentation
8
Trading products shipped
3
Industries bridged

Skills & Tools

AI & Systems Architecture

  • Multi-Agent System Design
  • Context Engineering
  • Prompt Architecture
  • Bot Orchestration
  • Claude Code / Codex CLI
  • Telegram API Integration

Trading & Analysis

  • CME Futures (NQ/MNQ)
  • Strategy Development
  • Custom Indicators (C# / NinjaScript)
  • R-Based Risk Management
  • Performance Analytics
  • LitenConcept Methodology

Construction & HVAC

  • Full HVAC Pipeline (Gas Pipe → Calibration)
  • Testing & Balancing (TAB)
  • Sheet Metal Fabrication
  • Commercial Duct Systems
  • Crew Coordination
  • Building Code Compliance

Development & Tools

  • TypeScript / Python / C#
  • NinjaTrader 8 / NinjaScript
  • Astro / Tailwind CSS
  • Git / GitHub
  • Cloudflare Workers
  • File-Based Architecture

Journey

Now

AI Systems Architect + HVAC Professional

Building production AI systems while working hands-on in commercial construction. Bridging the gap between field operations and intelligent automation.

2025

Meridian Trading OS

Designed and built a 21-entity modular AI operating system for futures traders — journal, risk management, psychology tracking, discipline enforcement. 258 files, ~33K lines of documentation. Solo architect.

2024

Green — AI Field Intelligence

Built an AI-powered field intelligence platform for construction crews. 12,000+ code pages indexed, 12+ autonomous agents, live deployment with a commercial HVAC crew.

2023

CME Futures Trading + NinjaTrader Suite

Began trading NQ/MNQ futures using LitenConcept methodology. Built 8 custom products for NinjaTrader 8 — strategies, indicators, and analysis tools — in 15,000+ lines of C#.

2022

Sheet Metal Workers Local 66

Joined Local 66 — the final step in a progression through gas piping, equipment installation, testing & balancing, and calibration. Four layers of the HVAC trade, bottom to top.

2019

COVID Pivot

Closed HVAC company during COVID. Turned the setback into a reset. Began intensive self-education in programming, AI, and algorithmic trading.

2017

First HVAC Company (USA)

Opened an HVAC company within one year of arriving in the United States. Ran operations, crew management, and client acquisition.

2016

Moved to the United States

Relocated from Russia to start over. Entered the U.S. construction industry with zero local network, zero local credentials.

2006

Engineering & Business (Russia)

Civil engineering degree. Built and operated a construction company, PVC window factory, concrete block factory, and building materials supply company. Learned that real business is operations, not theory.