AI Systems · Technology Deployment · Product Engineering
I work across software, AI, hardware, and technical delivery — turning ambiguous requirements into practical systems that can be built, integrated, deployed, and operated.
My work spans AI workflows, interactive technology, computer vision, edge systems, operational platforms, and real-world technology deployments.
Real-world deployment
Multi-system technology deployment for a public-sector cultural institution, combining touchscreen applications, cameras, computer vision, depth sensing, projection systems, local edge services, and operator interfaces.
My involvement covered solution design, technical coordination, software and hardware integration, deployment planning, on-site troubleshooting, stabilization, and handover.
Technology: React · Vite · Python · Flask · WebSockets · SQLite · Unity · Intel RealSense · Camera Integration · Windows Edge Systems
R&D prototype
An early exploration of a speech-to-text → transcript processing → LLM pipeline for structured clinical documentation.
The prototype combined audio preprocessing, Google Speech-to-Text, NLP tooling, and Gemini behind a lightweight Python/Flask application layer.
The project was not deployed as a production clinical system; it is documented as an AI systems and workflow-design case study.
Technology: Python · Flask · Google Speech-to-Text · Gemini · NLTK · spaCy · Audio Processing
Runnable reference implementation
A small public implementation of an offline-resilient kiosk architecture designed for environments where connectivity cannot be assumed.
The demo includes browser-side local queuing, automatic retry synchronization, idempotent backend handling, SQLite persistence, and real-time operator updates.
It demonstrates an engineering pattern used when browser interfaces need to remain operational despite intermittent connectivity.
Technology: Python · Flask · SQLite · JavaScript · HTML/CSS · LocalStorage · Server-Sent Events
View Runnable Implementation →
- AI-enabled products and operational workflows
- Technology deployment and systems integration
- Software + hardware solutions
- Edge and offline-resilient applications
- Computer vision and interactive systems
- Product architecture and prototyping
- Technical project delivery
I am most useful when the problem is not completely defined yet.
I work from requirements, constraints, and operating conditions toward a practical architecture — identifying what should be built, what should be integrated, where failure is likely to occur, and how the system will actually be operated.
I prefer treating AI, software, hardware, infrastructure, and human workflows as parts of one system rather than isolated technical components.
The objective is not technology for its own sake. It is getting a system to work reliably in the environment where it is actually needed.