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.
An Engineer on the Support Desk
Most support reps follow a script. I read the system. The same coding, database, and AI skills I build with mean I can reproduce the bug, query the data, and resolve the tickets others escalate, then document the fix so it never comes back.
Technical Troubleshooting
Hardware, software, networking, and API issues. I isolate which link in the chain actually failed and drive it to resolution instead of guessing.
Database Literacy
I query the database directly to confirm a customer's real state, spot data problems, and hand engineering a precise reproduction, not a vague 'it is broken.'
AI-Assisted Support
I build with Claude and LLMs every day. I use AI support tooling fluently, and improve it, exactly as support teams roll out AI agents.
Plain-Language Communication
I translate a complex technical problem into a calm, clear answer that a non-technical customer can actually act on.
Knowledge-Base Authoring
I document every non-trivial fix. A 30+ entry production gotcha library is the proof: fewer repeat tickets and a smarter team.
Escalations Engineers Respect
Because I speak the engineering language, my escalations arrive with reproduction steps and a root-cause hypothesis, shortening the loop to a fix.
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.