AI Articles
AI-assisted engineering and AI-powered application development.
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Why AI-Generated Code Still Needs an Experienced Software Engineer
AI can write working code faster than most humans. It still can't tell you whether that code should exist, what it's quietly assuming, or what happens when it's wrong. Notes from actually shipping with it.- Published on
How I Would Design an AI Application in Production
The interesting engineering problems in an AI-powered application aren't the model calls — they're everything around them. A practical architecture for latency, cost, failure, and the fact that the model will sometimes be wrong.- Published on
I Built a Production-Style Python API With Claude — Here's Exactly What Happened
An honest, evidence-based account of building a FastAPI + PostgreSQL + Redis + Celery task management API with Claude — including the real bugs, the real fixes, and where AI assistance actually helped versus where engineering judgment still mattered.- Published on
Building a Personalized AI Text Prediction System with LSTM and GRU
A practical walkthrough of next-word text prediction with recurrent networks — why LSTM and GRU exist at all, how they actually differ, and what "personalized" really means once you have to train on one person's writing instead of a huge generic corpus.- Published on
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