Is Your RSS Feed Lying to You? Temporal Purity When Ingesting Discord Engineering's RSS
I learned this the hard way while extending the NEPSE feature pipeline from my previous post. That pipeline guarded against macro-indicator leaka…
mlops
Detecting the Silent Killers: Production Data & Prediction Drift with Evidently AI on Discord RSS Feeds
When I first deployed a text‑classifier to tag Discord Engineering posts as “update” or “general”, I thought I’d nailed the problem. Weeks later, t…
Shrink Your Transformers: Pruning, Quantization & Distillation on Real‑World Discord Blog Data
Have you ever watched your cloud provider bill spike because an oversized sentiment classification transformer is hogging GPU memory during traffic…
Zero‑Downtime RAG for Stripe’s Blog: A Full‑Stack MLOps Pipeline from RSS to Summarizer
Many data scientists and ML engineers, myself included, have felt the frustration of building a brilliant generative AI prototype—say, a summarizer…