Case studies

How I make technical decisions.

The architecture matters. So do the constraints, rejected options and operational consequences.

01 · Product built from zero

BERT behavioural platform

Designing a secure, stateful backend that turns onboarding and adaptive assessment responses into a shareable behavioural Blueprint—while keeping deterministic logic separate from generative AI.

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Role Founding Engineer

Stack FastAPI · PostgreSQL · Azure

Verified beta 27 users · 20 Blueprints

Focus Architecture · security · delivery

02 · Software meets hardware

ENOUGH IoT dispenser

Building a data-driven web application and Flask API layer that connected customer workflows and persisted operational data to embedded dispensing hardware.

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Role Software Engineer · Full-stack

Stack Python · Flask · Web UI

Hardware Embedded dispensing hardware

Focus Workflow · integration · adaptability