Notes on what I'm building, breaking, and learning
A behind-the-scenes look at the architecture decisions behind a social aid verification system — why three distinct access roles, and how Laravel, Inertia, and React fit together.
Notes from building an ensemble pipeline for a national ML competition — combining EfficientNetV2-S, ConvNeXt, and Swin Transformer for 3-class waste classification.
A technical breakdown of a deepfake detection system combining a three-model ensemble with Error Level Analysis and blur detection.
Lessons from mapping a real kitchen's operational workflow into BPMN — and the structural gaps that surfaced along the way.
A reflective look at exploring different tech career paths and figuring out where interests and experience actually line up.