See the real constraint
I start with the operational bottleneck—latency, unreliable connectivity, fragmented workflows, or manual review—not with a fashionable tool.
Selected Work · 2024—2026
I turn difficult operations into working systems.
From cameras at the edge to dashboards in the control room, I design the complete path: perception, data, APIs, interfaces, deployment, and the reliability layer that keeps everything running.
17 Case Studies
Vision & Edge AI
Full-stack Platforms
APIs & Infrastructure
Blueprint
How I Build Systems
01
Observe
Video · events · devices
02
Understand
Vision · rules · tracking
03
Connect
APIs · queues · storage
04
Act
Dashboards · alerts · reports
Own the whole path
Models are only one layer. I connect inference, business logic, databases, APIs, dashboards, observability, and deployment into one usable product.
Engineer for tomorrow
Configuration, modular services, recovery paths, health checks, testable boundaries, and clean interfaces make systems easier to extend and operate.
Case Studies
Problems Solved, Not Just Tools Used
Each story is anonymized and intentionally excludes customer identities, locations, infrastructure addresses, credentials, and proprietary implementation details.
Capability Map
The Skills Behind the Systems
Vision systems
Detection, segmentation, recognition, tracking, camera pipelines, GPU inference, spatial rules, and edge processing.
Backend engineering
Python and Node.js services, REST APIs, WebSockets, authentication, rate limiting, queues, and service boundaries.
Data & interfaces
PostgreSQL, SQLite, Redis, object storage, reporting, React dashboards, role-based workflows, and analytics.
Delivery & operations
Docker, Linux and Windows services, monitoring, diagnostics, configuration design, recovery, and iterative deployment.
Have a difficult system to build?
Let’s turn the messy part into the useful part.
I’m most useful where AI, backend systems, interfaces, and real-world operations meet.