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Lex Gaines

Fourteen years keeping enterprise systems honest taught me how software fails. Now I build AI systems, web platforms, and a native iPhone app that don't.

Years in production systems
14
Of MCP servers in production
A fleet
Real business running on the stack
1

Enterprise roots, independent builder

My career runs from a technical support desk at Verint to the streaming ad pipelines at FreeWheel, with national-scale video infrastructure at Comcast and Charter in between. At FreeWheel I led cross-functional investigations into complex streaming failures, built SSAI diagnostic tooling the broader engineering team came to rely on, automated ad-inventory reporting that had been hours of manual spreadsheet work, and ran the stakeholder syncs that kept engineers and executives on the same page. You learn a particular honesty working on systems that millions of people are watching.

In 2025 I went independent, and the way I work came with me: documentation before conversation, contracts before code, and failure modes named before they happen. I build agentic AI systems that connect language models to live data and real tools, and I run them in production — not demos, infrastructure. The detailed AI work lives at lexg.ai.

The last year is the proof I point to: I picked up Swift with no iOS background and shipped the iPhone app my booking business runs on — learning a new platform the same way I learned every other one, by building something with real stakes and letting production grade the work.

I live in Denver. I studied psychology before I ever touched a server, and it still shows up in everything I build — software gets used by people under pressure, and designing for how they actually think is half the engineering.

Blueprint-style illustration: systems engineering core feeding into AI infrastructure

Career timeline

  1. 2025 — Present

    Independent — LexG.ai & Gaines Concierge

    Agentic AI platforms, production MCP tooling, and a native iPhone app running a real booking business.

  2. 2018 — 2025

    FreeWheel, A Comcast Company — Senior Systems Engineer

    Streaming ad-tech (SSAI) at national scale: incident investigations, diagnostic tooling, reporting automation, stakeholder communication.

  3. 2016 — 2018

    Charter Communications — Advanced Video Engineer

    Data pipelines and internal web tools supporting the Spectrum Guide rollout across national headend infrastructure.

  4. 2011 — 2016

    Comcast — Network & Advanced Video Support

    National-scale Linux infrastructure, automation scripting, and cross-team technical point-of-contact work.

  5. 2007 — 2009

    Verint Video Solutions — Technical Support

    Where the habit started: listening to what's actually wrong before deciding what to fix.

The stack I live in

Languages
Python (primary), Swift, JS/TS, SQL, Bash
AI & LLMs
Agentic tool routing, MCP, local + cloud inference
Frameworks
Flask, FastAPI, SwiftUI, React, Tailwind
Infrastructure
Linux, Docker, Git, CI/CD, NVIDIA GPU
Data
PostgreSQL, SQLite, SQLAlchemy, pandas
Dev tools
Claude Code, Xcode, LM Studio, Cursor

What I'm building now

  • lexg.ai

    The AI lab: agentic chat with live tool orchestration, dual-backend inference, voice dictation, and the fleet of MCP servers behind it all.

    Visit lexg.ai

  • Gaines Concierge

    A client booking business run from a native SwiftUI iPhone app I built end to end — verified in production, in daily use.

    See it on the home page

Recent writing

Working ideas out in public.

Your CTV Metadata Is the Model's Blind Spot

CTV is adopting outcome-optimization models faster than it is fixing the content signals those models are supposed to learn from. The result won't show up...

7 min read

All writing

Let's build what's next

You've read the background. If it maps to something you're building — an AI system that needs to actually run, a product that needs shipping end to end — I'd like to hear about it.

Find me on