Product Engineer · Open to early-stage teams

I turn ambiguous problemsinto shipped products.

Product engineer working across full stack, AI systems, automation, and production infrastructure. I work best with early-stage teams where the problem is clear but the technical path isn't.

Give me the problem, constraints, and deadline. I'll investigate the domain, figure out the architecture, and work toward a functioning system.
Full Stack EngineeringAI-Native DevelopmentCommerce SystemsProduct EngineeringGIS & PropTechAutomation Systems
AI AgentsTool calling, state tracking & LLMs
Commerce SystemsPricing engines & asset pipelines
PropTech / GISSpatial coordinate polygon rendering
AutomationOrchestrated backend pipelines
Production InfrastructureDockerized services & recovery
Lead Generation SystemsLightweight script integration

// THE APPROACH

I build software by working backward from the problem.

My experience has taken me through AI sales systems, configurable commerce, GIS-powered real-estate workflows, production infrastructure, automation pipelines, and lead-generation systems.

The technologies change because the problems change. At BrickBytes, that meant learning QGIS and GeoJSON to work with township layouts. At GKWebTech, it meant debugging Dockerized production infrastructure and deployment systems. For client work, it has meant designing lightweight operational workflows instead of automatically building unnecessary backend complexity.

I work best in small teams where engineers have product context, communicate directly with founders or users, and own engineering problems from investigation to deployment.

// METHODOLOGY

How I Work

Own the problem

I prefer understanding the problem, constraints, and business context before treating implementation as a list of tickets.

Learn the missing domain

I have entered unfamiliar areas including GIS, production infrastructure, AI agent workflows, and marketing technology when the product required it.

Ship, observe, iterate

I prefer getting a functional system into use, finding real failure modes, and improving from evidence.

Use AI as engineering leverage

I use AI tools aggressively for research, implementation, debugging, and iteration while retaining responsibility for architecture, validation, testing, and the final system.

// TRACK RECORD

Engineering Experience

Full Stack Developer / Automation Engineer

GKWebTechInfrastructure Ownership & Operations
Nov 2025 – Present
Problem Space

Managing VPS server stability, reversing production downtime incidents, and orchestrating content publishing pipelines across multiple applications.

What I Owned

Architected Dockerized deployments using Dokploy and Traefik on VPS nodes, set up auto-backups, built n8n/Gemini multilingual content workflows, and recovered a production database during an active incident.

Engineering Surface

Docker deployments, automated monitoring scripts, production backup/restore routines, and pipeline orchestration.

Node.jsn8nDockerNginxMongoDBDokployTraefik

Software Development Engineer

BrickBytesInteractive Spatial Visualizations
June 2026
Problem Space

Translating static paper layout blueprints into browser-renderable, interactive plot vector meshes for real-estate visualization.

What I Owned

Traced plot outlines in QGIS to metadata schemas, structured polygon features to GeoJSON format, researched vector canvas overlays, and built Mapbox GL JS prototypes.

Engineering Surface

GIS coordinates, polygon manipulation, and browser WebGL rendering.

Next.jsMapbox GL JSQGISGeoJSONTailwind CSS

Prompt Engineer

Jinn AIGenerative AI Systems
May 2026
Problem Space

Steering customer-facing voice and text AI agents to respond within strict brand boundaries and return structured data fields.

What I Owned

Engineered prompt behavior sets, designed evaluation cycles for LLM tool selection, and configured strict JSON structure parsers.

Engineering Surface

Conversational workflows, prompt behavior architectures, and JSON output parsing.

Gemini AIOpenAIPrompt OptimizationStructured JSON

Product & Client Engineering

Independent Product & Contract EngineeringMVP Delivery & Integrations
2026 – Present
Problem Space

Delivering custom lead capture systems and integrations for businesses within strict runtime hosting limits.

What I Owned

Built Bliniq lead capture forms targeting GoDaddy shared static hosting, routing leads to Google Sheets via Google Apps Script webhooks, and integrated Google Tag Manager (GTM)/Google Ads conversion tracking.

Engineering Surface

Static builds, webhook triggers, analytics integration, and backend integrations without Node runtimes.

Next.jsGoogle Apps ScriptGTMGoogle Ads TrackingGoDaddy

// CASE STUDIES

Selected Systems I've Built

Real products and engineering problems across AI, commerce, infrastructure, GIS, automation, and client systems.

AI-Native Product

MailPilot AI

AI-assisted email interface enabling natural language search, automated email triaging, and real-time state synchronization using Gemini APIs, CopilotKit function calling, and Server-Sent Events.

Next.jsGemini AICopilotKitZustandGmail APISSE
Commerce Systems / Backend Architecture

Configurable Commerce & Pricing Engine

Engineered a configurable luxury commerce system supporting 650+ products and 6,500+ media assets, featuring dynamic formula-driven metal pricing and server-side checkout validations.

Next.jsTypeScriptMongoDBRazorpayNextAuthCloudinary
AI Agent / Product EngineeringCase Study

Meera — AI Sales Assistant

An end-to-end conversational sales assistant that understands buying intent, gathers requirements, and triggers structured cart actions using a tool-driven architecture.

Next.jsTypeScriptMongoDBGeminiTool Calling
Live Demo
GIS / Product EngineeringCase Study

BrickBytes — GIS-Powered PropTech

Worked on a PropTech workflow that converts township layout plans into structured GeoJSON plot data for interactive browser-based real-estate visualization.

Next.jsMapbox GL JSQGISGeoJSONTailwind CSS
Live Website
Client System / Marketing TechnologyCase Study

Bliniq — Medical Lead Capture System

Built and deployed a medical campaign landing system with a conditional multi-step consultation form, serverless lead capture, Google Sheets integration, and conversion tracking.

Next.jsGoogle Apps ScriptGoogle SheetsGTMGoDaddy
Live Website
Infrastructure / Production EngineeringCase Study

Production Infrastructure & Recovery

Deployed and maintained Dockerized production services using Dokploy, Traefik, and Nginx. Managed VPS hosting, custom DNS configurations, and SSL certificate renewals.

DockerLinuxTraefikNginxVPSDokploy
Workflow AutomationCase Study

Multilingual SEO Automation Pipeline

Automated content generator using Gemini AI and n8n pipelines to write, translate into multiple languages, optimize, and publish cross-language blogs.

n8nGemini AICloudinaryMongoDBLocalization

// COLLABORATION

Need Something Built?

I also work with founders, small teams, and agencies on focused engineering projects.

Startup MVPs

From product idea to working first version. Fast-paced iterations, clean setups, and rapid delivery.

AI-Native Features

LLM integrations, tool-driven assistants, response structuring, and context-aware backend workflows.

Internal Tools & Business Systems

Dashboards, operational workflows, and lightweight business software engineered for speed and functionality.

Commerce Systems

Custom product catalogs, price calculation models, variant systems, and secure transaction workflows.

Contract Product Engineering

Join your team temporarily to own a specific product feature, integrate APIs, or triage infrastructure bottlenecks.

Availability

Open to the following roles and collaborative formats:

Product Engineer RolesFounding Engineer OpportunitiesForward Deployed Engineer RolesContract EngineeringSelected Freelance Projects

// CORE CAPABILITIES

Engineering Toolkit

Structured capabilities used to architect and ship software.

TypeScript & JavaScript

Writing strictly typed, maintainable application logic for both client and server runtimes.

Next.js & React

Architecting interactive web interfaces, Server Components, and optimized client state layouts.

Node.js & Express

Building scalable backend services, JSON API endpoints, and request middleware verification.

Have a problem that needs an engineer who can figure it out?

I'm interested in product engineering, founding engineer, forward deployed engineering, and contract opportunities with teams building real products.

Open to remote work and international relocation.