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Notes on data engineering, ML in production, and building AI applications.
July 31, 2026
The Hidden Cost of Manual Work in Business | Stephen Baraik
Manual reports, stuck approvals, and copy-paste intake forms quietly drain hours every week. Here's how to find the drag and fix it right.
business automationoperational efficiencyAI systemsprocess improvement
July 31, 2026
Welcome to the Blog
What this blog is for and what to expect: data engineering, ML in production, and notes from real projects.
intro
July 20, 2026
Fixing Label Leakage in Stormwatch AI: From 99.7% to a Trustworthy 88.3%
How I caught label leakage across three weather-prediction models and why a lower accuracy number was the correct fix.
machine-learningmlopscase-study