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.
Disney World on a summer morning. Thousands of families rushing toward gates. Without control, it would be a stampede. Enter the turnstiles: mechanical devices ensuring only one person passes at a tim
A food delivery platform's real-time dashboard froze during Friday dinner rush. Restaurants could not see incoming orders. Dispatchers could not assign drivers. Customer service was blind to delivery
On the Titanic, designers believed watertight bulkheads made it unsinkable. When the iceberg tore through multiple compartments, water spilled from one to another, creating a cascade that sank the "un
An insurance company's premium pricing model had been quietly going haywire for two weeks. Young drivers in high-risk areas were getting bargain prices while safe drivers faced astronomical quotes. By
Your home's electrical panel has circuit breakers. Plug in too many appliances, the breaker trips, cutting power to prevent fires. You can't use those outlets until you flip it back on. Annoying, but
An engineering team renamed a critical field from 'user_signup_date' to 'account_created_at' without warning. It cascaded through dozens of data pipelines, breaking executive dashboards, halting marke
After battling through hordes of enemies and collecting treasures, you reach a glowing checkpoint. If you fail now, you restart from the save, not the beginning. That's checkpointing: periodically sav
The harbormaster watches a gauge showing tide level. Ships can only depart when the tide rises above their draft mark. Some arrive on time, others are delayed by storms, a few drift in days late. Whe
There's someone in every town who tracks changes: who moved, who married, who got a new job. They don't track static facts (John lives on Oak Street). They track changes (John moved from Oak to Elm).