Simor
Data Infrastructure for Production AI
Practical writing on AI data engineering, feature stores, and the infrastructure choices that determine whether AI systems work in production.
Two chemistry labs, different philosophies. ACID lab: Every experiment follows strict protocols. Reactions complete perfectly or not at all. Measurements are exact. Nothing proceeds until everything
A fintech startup's cloud bill grew from $50,000 to $800,000 per month in six months. GPU clusters sat idle between training runs. Terabytes of experimental data accumulated in premium storage. Develo
Imagine arranging pizza party guests on a circle, dividing it like pizza slices. Each station serves a section. When a guest leaves, only their immediate neighbors shift slightly. The rest stay where
A library maintains an unofficial whisper network. A patron asks about a book, and a librarian remembers: "Sarah at the reference desk has it." This network bypasses the official catalog, turning hour
A hospital network had data from 47 hospitals. They had top data scientists. They could not combine the data. Legal teams cited privacy regulations. Hospital administrators worried about competitive a
Embeddings assign numerical coordinates to words and concepts. "Cat" sits near "kitten" and "feline" but far from "airplane." "Paris" neighbors "France" and "Eiffel Tower" but distances itself from "T
At a networking event, watch how people greet each other. Some reach straight out for a firm handshake. Others angle up for a high-five. A few go low for a fist bump. Measure not the style of greeting
A turbine failed catastrophically at a wind farm. Vibration sensors had detected anomalies weeks earlier. By the time sensor data traveled from remote turbines to central data centers, got processed b
Packing for a month-long trip. Do you use a suitcase with clever compartments, compression bags, and built-in organization? Or a trunk with adjustable dividers, heavy-duty locks, and industrial-streng