Luke MacNeil
@lukemacneil
Senior engineer specializing in infrastructure, DevOps, full-stack apps, and agentic AI on SLO-driven systems.
What I'm looking for
I’m an infrastructure and DevOps leader with “20 years building and operating production systems at enterprise scale.” I’ve delivered FedRAMP and PCI-DSS compliant platforms, managed large-scale Linux operations, and standardized reliability through SLOs, incident response, and toil reduction.
Most recently, as Head of Engineering / Lead Developer (JET Hospitality), I architected and operated production AWS infrastructure across 10 properties, defined SLOs with error budgets, and built runbooks and incident procedures to protect booking uptime (99.99% measured). I also delivered a custom multi-department CRM (Django, Celery, PostgreSQL, Redis), saving $50K+/year versus paid SaaS, and engineered dual-database integration bridging modern and legacy systems for real-time guest enrichment and targeted marketing.
As Founder & Lead Engineer (MacNeil Media Group), I ship resilient, test-driven AI and real-time systems—multi-API ingestion with circuit breakers and deduplication, WebSocket audio pipelines with multi-provider LLM failover, and multi-platform CI/CD with strong automated test coverage. I bring patent-level ML innovation (USPTO patent holder) while keeping security/compliance guardrails front and center, including prompt-injection prevention and safe secrets handling.
Experience
Work history, roles, and key accomplishments
Founder & Lead Engineer
MacNeil Media Group, LLC
Jan 2019 - Present (7 years 5 months)
Designed a resilient data ingestion pipeline across 14 external APIs with per-provider circuit breakers, adaptive rate limiting, and SHA-256 deduplication to keep data fresh. Built real-time WebSocket audio infrastructure with 5-provider LLM failover, automated multi-platform publishing, and strong quality gates (1,024 automated tests) across FastAPI and related systems.
Education
Degrees, certifications, and relevant coursework
Computer Career Institute
2003 - 2005
Studied at Computer Career Institute in Worcester, MA from 2003 to 2005.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Website
macneilmediagroup.com/blogPortfolio
lukeattheroost.com/how-it-worksJob categories
Skills
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