PATOKA.CONSULTING

AI-accelerated engineering. Complex systems, delivered with architectural precision.

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Practice

Generative AI Solutions

I build production AI systems, not demos. From RAG pipelines and Amazon Bedrock to multi-model gateways and AI agents, every solution is architected for security, cost control, and operations. The chatbot on this site is one example. Ask it anything.

Practice

Cloud Native Architecture

I design resilient cloud platforms using Kubernetes, serverless, containers, and modern AWS services that scale without becoming difficult to operate.

Practice

Migrations as Code

I automate cloud migrations with Infrastructure as Code, CI/CD, and GitOps so your environment remains reproducible long after the migration is complete.

Practice

IoT & Embedded at Scale

From ESP32 firmware to AWS IoT Core, I build connected device platforms where fleet-wide updates and major-version migrations happen reliably in the field.

Operating Principle

AI proposes. Engineering decides.

AI is a force multiplier, not a substitute for judgment. I combine modern AI workflows with decades of hands-on engineering experience, from pioneering UNIX infrastructure and early AIX virtualization at the University of Toronto, to enterprise systems at IBM and Bank of Montreal, secure healthcare environments supporting SickKids Hospital, and Fortune 500 cloud transformations. That journey, from supercomputers to virtualization to cloud and now AI, shapes how I approach every project: build it right, make it scalable, and make it last.

Core Technologies

GenAI / RAG / Agents
Amazon Bedrock
AWS / Multi-Cloud
Kubernetes / ECS
Terraform / CDK
CI/CD
IoT / ESP32 / MQTT
AI / ML Pipelines
Event-Driven
DevSecOps
FinOps
Collaboration Tools