Gilberto Piña - VMG Systems
AI Infrastructure

Architecture of
Momentum.

AI infrastructure architect shipping resilient, production-grade systems. IaC-first, zero ClickOps, built to last.

ex-Enterprise Voice AI LeadGlobal Scale DeployedPatent-Pending AI Core
Explore the Architecture
Chicago, IL
00:00:00
VMG Systems Technical Architecture

VMG Systems

Technical consulting specializing in "Clean Slate" architecture and resilient infrastructure.

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Voice AI Platform

VMG Engagement
Principal Advisor
Custom voice AI platform for automotive dealerships. Clean-slate architecture across 5 services: React Native, FastAPI, Gemini AI, Next.js, GCP.
Production-Ready · Zero ClickOps · Full Observability
Past Engagement · Conversational Tech

Enterprise Voice AI

Core contributor to a custom, deep-learning drive-thru voice system deployed globally across tens of thousands of lane locations.

95%+
Accuracy Gains
Global
Scale Deployed
Infrastructure Stack
GCPAWSPythonReact NativeNext.jsTerraformDockerTailscaleGeminiClaudeLangfusen8n

The Methodology

What is Clean Slate?

Clean Slate is VMG's engineering methodology: every engagement starts with Infrastructure as Code from day one. No ClickOps, no legacy baggage. A monorepo structure gives AI agents and engineers full context across the stack, and a strict Plan → Act → Validate loop prevents expensive mistakes before they ship. The result: resilient, production-ready systems built to last.

Free Resource

The Clean Slate Architecture Checklist

12 questions to ask before rebuilding any production system. The same checklist VMG uses on day one of every engagement.

Download the Checklist

PDF · No email required

Clean Slate Architecture Blueprint
Clean Slate Engagements

Ready to ship?

Your stack rebuilt. Production-ready and fully codified. No ClickOps. No shortcuts. Full IaC from day one.

Inquire About an Audit

Limited availability · 1 engagement slot open Q3 2026