Not every project fits a template.

Some require specific business logic: a multi-tenant CRM for real estate, a real-time control system for an escape room, interactive kiosk experiences for a museum.

I design and build these tools from scratch, for cases where off-the-shelf solutions force you to compromise the requirement to fit the mould.

The architecture is designed to last: maintainable, documented, and scalable without becoming an unwieldy machine.

Artificial intelligence comes in as a technical component I integrate only when it solves a concrete problem: extracting data from unstructured documents, automatically classifying incoming content or requests, generating content from existing business data.

Technology should serve the use case, not the other way around. If the project holds with conventional logic, I stick with conventional logic.