01
Business Intake & Website Systems
Clear websites, landing pages, forms, and request flows that help customers act and help teams respond without chasing details manually.
Web Systems & AI Automation Engineer · Waterloo, ON
I build websites, apps, and automated workflows that run real operations.
Full-stack engineering across React, Next.js, Node, Python, cloud delivery, and AI-assisted workflows.
Websitesclear public faceAppsworking product layerAutomationsoperations that keep moving
Built with & for
MontechValues.coDerived.artJobaMMG ConciergeAffixdotMonytizeCashboxHerbilityRobes n Stitches
What gets built
The public face and the operating layer, built together.
The website or app gives the idea a place to live. The engineering behind it handles the repeatable work: data, requests, support, content, handoffs, AI review gates, and the internal tools a team can actually run around.
02
Custom Web Apps & Internal Tools
Dashboards, portals, request trackers, quoting systems, and admin panels shaped around the way the operation actually runs.
03
AI Workflow Automation
LLM-assisted workflows that classify, draft, route, and check work inside existing tools, with evaluation standards and human approval where the risk calls for it.
A short operational trace of how the visible request flow becomes routing, validation, and dependable automation underneath.
8+
Years shipping production systems
15+
Client systems shipped to production
20,000+
Active users across applications
Selected work
Results, not decks.
Enterprise Web Systems · Montech
Shipping client systems with cleaner deployment flow
Delivered web applications and workflow systems across product, engineering, design, and client stakeholders, with CMS, DAM, API, and automation integrations.
Deployment time reduced by 40% through CI/CD improvements.
ReactNode.jsPythonAzure DevOpsGitHub Actions
LLM Evaluation · Outlier
Catching weak reasoning before AI reaches production
Evaluating model outputs for factual accuracy, instruction following, hallucination risk, and unsupported reasoning.
Practical judgment for safer AI workflows and human-in-the-loop systems.
LLM evaluationRubricsPrompt designGuardrails
Agentic Operations · Agentic-Hub
Turning lead research into a reviewed operating system
Built a local workspace for lead research, qualification notes, CRM tracking, outreach drafts, and human approval before anything gets sent.
A repeatable agentic workflow with provenance, compliance checks, and manual control.
Codexn8nPythonJSONLCRM
Bring the idea. I'll help shape the system.
In a conversation, we can turn the rough version into a real path: the website or app, the tools behind it, and an
automation layer that helps the business run.