portfolio
Things I've built.
Selected projects across AI, enterprise automation, and production systems — all shipped, all with real metrics. Source code on GitHub where it can be shared.
2024 – present
mfitz.net
Full-stack Laravel application — this site
Custom CMS and portfolio platform built from scratch — no WordPress, no Squarespace. Features include a gated resource library with email capture and Cloudflare Turnstile, a live metrics ticker pulling from a webhook-updated database, dark/light theming with system preference detection, Dusk browser test suite with CI/CD gating, and a deploy-on-merge pipeline. Runs on infrastructure I own and operate.
2023 – 2024 · Entara
ML Ticket Triage Classifier
NLP pipeline for enterprise helpdesk routing at scale
Designed and built an NLP-based classifier that automatically triages incoming support tickets — categorizing by type, urgency, and optimal queue — before a human ever touches them. Integrated directly with the PSA via REST API. Processes 500+ tickets per day with high accuracy, reducing mean time to assignment and eliminating mis-routing. Won the Phoenix Award at Entara, 2024.
Proprietary — source not public. Available to discuss in detail.
2016 – 2020 · Independent
Zero-Touch Environment Deployment Pipeline
Automated infrastructure provisioning — full environment live in under 4 hours
Built-in-a-Box: a fully automated deployment pipeline that provisions an entire technical environment — networking, identity, documentation, monitoring, and alerting — in under 4 hours. What used to take 2–3 days of engineer time became a single orchestrated run. This is the system described in Live Life Automated.
2022 – 2023 · Abacus Group
Enterprise IT Automation Suite
250+ hrs/month reclaimed across a team managing 35,000 users
As DevOps Engineering Manager at Abacus Group, identified and eliminated the highest-friction manual processes across a team responsible for 35,000 end users. Built a suite of automation tools covering user lifecycle management, license reconciliation, alert triage, and reporting — replacing repetitive engineer work with orchestrated pipelines. Net result: 250+ hours per month returned to the team for higher-value work.
2024 · Independent research
Local LLM Event Classification Pipeline
Hybrid scraping + on-device AI for structured data extraction
Built a production data pipeline combining Playwright browser automation and httpx for scraping, with a locally-hosted Mistral 7B model (via Ollama) handling genre classification and structured data extraction from unstructured event listings. The pipeline scraped 68 venues, yielded 412 unique events at 89% success rate, and ran entirely on-device — no cloud API calls, no cost per token. Detailed writeup published.
2025 – present · In production
SMPilot — AI Content Orchestration Engine
Agentic AI system for high-volume content at minimal human cost
An agentic AI system that plans, drafts, schedules, and distributes content across channels with minimal human intervention. Designed around the principle that the human's job is editorial judgment — not execution. Currently running this site's content plan: 22 posts per week in approximately 15 minutes of human time. Built from scratch, running in production.
Proprietary — available to discuss in detail.
2018 · Entara
High-Volume Workflow Automation Engine
Eliminated 5 hours of daily manual engineer work permanently
Identified a recurring 5-hour daily manual process performed by engineers and replaced it entirely with an automated pipeline. The tooling ran unattended, handled edge cases, and reduced the task to 3 minutes end-to-end. A 99.7% reduction in time cost — permanently. This is the pattern I've replicated across every organization since: find the highest-friction recurring task, understand it completely, then eliminate it with code.
Want to work together?
I'm open to ML architecture and enterprise efficiency engagements. Happy to chat if you think there might be a fit.
Fitzgerald Tech Solutions
Need hosting or a custom app built?
Web hosting and custom applications — built, deployed, and supported by practitioners who ship production systems. This site is an example of what we deliver end-to-end — design, build, deploy, and operate.
Web Hosting
Managed hosting with SSL, backups, monitoring, and deploy pipelines — on infrastructure we run, not anonymous shared servers.
Learn more →Custom Applications
Portfolios, client portals, APIs, and internal tools — Laravel and modern stacks, shipped with tests and CI/CD.
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