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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…

How I Combined Permutation Importance and SHAP Waterfalls on Live Discord RSS Data

Ever built a classifier on blog metadata only to discover that the “important” features you were looking at were ghosts of data leakage? I hit that…

Dynamic Prompt Routing and Token Budget Optimization for NEPSE Multi‑Agent LLM Trading Loops

When the Nepal Stock Exchange opened on a record‑breaking day last month, our three‑agent LLM system hit a wall: the market summary API throttled, …

How I Built a Leak‑Free GitHub Repo Forecast Pipeline with Custom Scikit‑Learn Transformers

Ever deployed a model that suddenly started predicting wildly after a new repository appeared on GitHub? I hit that wall when a nightly batch job b…

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