Error Handling

AI Production

The Reality of AI in Production: What No One Tells You

After deploying AI systems for years, I have learned that the gap between demo and production is where most projects die. Here is what actually matters when AI meets the real world.

Mar 6, 2026 11 min

System Blueprints

Proven Production Data Cleaning Patterns: Avoid These Common Mistakes

Phone numbers arrive in 47 different formats. Dates come as strings or 0000-00-00. These production-tested cleaners handle edge cases that break naive implementations.

Jan 2, 2026 14 min