Daily dispatches from the trenches. Real AI workflows, tools, and lessons from a practitioner building in production every day.
A parallel batch job reshuffling its output every run. Not an AI problem. A 30-year-old distributed systems problem living inside a modern pipeline.
Swapping flat memory for semantic retrieval changed how my entire system operates. Here's the shape ...
Same pipeline, ten different niches. The differentiator isn't the code, it's a file most teams skip ...
Same pipeline, ten different niches. The differentiator isn't the code, it's a file most teams skip ...
A two-word query triggered every scheduled job in the system. What that says about building AI that ...
Splitting one task into three steps across sixteen properties, and the ceiling I haven't found yet.
When your AI says 'got it' but didn't, and why curation is harder than generation.