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Notes from the edge of AI/ML engineering. Messy, honest, and direct. No corporate blue.
Dyslexic learners in rural India can’t access English-only PDF resources. Here’s how I built a 6-stage cognitive scaffolding pipeline that converts exam content into adaptive, multilingual flows.
93% accuracy sounds impressive until a radiologist asks ‘where did the model look?’ Here’s what building Brain Tumor AI with Grad-CAM and MC Dropout taught me about trust in clinical systems.
One reliable AI extraction. Five production workflows. Zero repeated LLM calls. Here’s the architecture behind Doctor Copilot and why it changed how I think about AI products.