Projects
These projects are intentionally framed around the problem model, technical boundaries, and lessons learned. Some are implementation work, while others are structured learning or architecture concepts.
A full-stack commerce-style system focused on backend logic, database modeling, and frontend-backend consistency.
Focus
Learning
The hardest part of full-stack development is keeping the mental model, database model, API contract, and interface aligned.
A collection of notes, labs, and reflections from AWS learning and FCAJ AWS Bootcamp.
Focus
Learning
Cloud is not just renting servers. It changes how we think about reliability, scalability, security, and cost.
Experiments using AI tools to design, debug, and document software systems with better context and constraints.
Focus
Learning
The quality of AI output depends less on how much context we give, and more on how clearly we define goals, constraints, and decision boundaries.
A system design reflection inspired by enterprise-grade multi-agent architecture for startup credit scoring.
Focus
Learning
Some business problems are too complex for a single model or single workflow. Multi-agent systems become useful when the problem requires specialized judgment, separation of concerns, and controlled decision-making.