Pillar

Performance

Why AI Observability in a Media Pipeline Is Never a One-Time Setup

Media Architecture

Why AI Observability in a Media Pipeline Is Never a One-Time Setup

Your media pipeline ran ten thousand times last night. Background removal, captioning, thumbnail generation, each one fa

DC · 21 Jun 2026 · 11 min read

How to Get the Same Result Twice From an AI That Never Gives You the Same Result Twice

Media Architecture

How to Get the Same Result Twice From an AI That Never Gives You the Same Result Twice

Here is the tension most teams meet when they put a generative model into a media pipeline. The model is probabilistic b

DC · 11 Jun 2026 · 10 min read