I Ship Production Systems. Not Prototypes.
Automation pipelines processing 1,500+ jobs. AI scoring engines. Full-stack apps with real users. I build the systems your team needs, then I make sure they keep running.
Built by Shipping, Not by Studying
Career changer. Built all of this in weeks, not years. Every skill was earned by solving a real problem for a real system.
Self-Taught. Production-Tested.
No CS degree. I learned every tool by shipping real systems with it. n8n, Next.js, Python, Docker, PostgreSQL, Claude API. All picked up by building, debugging, and deploying production code.
50+ Debug Sessions. Zero Unsolved.
I document every non-trivial bug I fix. Root cause analysis, not band-aids. That discipline means fewer recurring issues and faster resolution when something does break.
Systems Thinker. Business-First.
I trace problems to root causes, not symptoms. I see how data flows, tools connect, and processes create bottlenecks. Then I build the system that eliminates them.
Automation, AI, and Full-Stack Systems
Every service below is backed by production systems I built and operate daily. Not demos. Not tutorials. Working software.
Workflow Automation
n8n pipelines that scrape, score, route, and deliver. I automated a proposal system that processes 1,500+ job listings without manual input.
AI Integration Engineering
Claude API, LLM scoring engines, intelligent agents, and MCP servers. I build AI systems that reason about your data, not just move it around.
Process Optimization
I map existing workflows, find the bottlenecks, and build the system that removes them. Fewer manual steps, faster outcomes, lower error rates.
Full-Stack Development
Next.js, React, Node.js, Python, PostgreSQL. Production web apps, real-time dashboards, REST APIs, and polished user interfaces deployed on Vercel.
Data Pipelines
Scraping, transformation, storage in Neon PostgreSQL, and 9+ real-time dashboards. I build the plumbing that keeps your data flowing and visible.
Infrastructure and DevOps
Docker containers, VPS deployment, CI/CD pipelines, systemd services, and monitoring. Production environments that stay up and scale when you need them to.
From Problem to Production
Straightforward process. No surprises. You stay informed at every step.
Define the Problem
You share the challenge. I ask targeted questions to understand the workflow, the bottlenecks, and what a working solution looks like for your team.
Build, Test, Iterate
I design the system architecture, wire the integrations, and ship working code. You review progress, I refine until it fits your requirements exactly.
Deploy and Document
The solution goes live in your production environment. Clean handoff with documented code, clear ownership, and a system that runs without hand-holding.
Numbers From Production
These are not projections or test results. Every metric below comes from systems I built, deployed, and operate right now.
Let's Build Something Real
Looking for an automation engineer, AI integration specialist, or full-stack developer? Whether it is a full-time role, a contract project, or a freelance engagement, I am ready to ship.
Typical response time: within 24 hours. Ontario, Canada. Remote-ready worldwide.