Notes on enterprise systems, AI products, and what I learn building them.https://kkout.dev/https://kkout.dev/blog/how-this-site-is-built/https://kkout.dev/blog/how-this-site-is-built/The architecture behind kkout.dev: Astro content collections with typed project references, Tailwind v4 design tokens, a Cloudflare deploy, and what adding a client router actually cost.Fri, 28 Aug 2026 00:00:00 GMTastrotypescriptcloudflaretailwindbuild-in-publichttps://kkout.dev/blog/the-threshold-mattered-more-than-the-model/https://kkout.dev/blog/the-threshold-mattered-more-than-the-model/An MSc thesis on card fraud detection over 590,540 IEEE-CIS transactions: leakage-safe chronological evaluation, bootstrap confidence intervals that changed the conclusion, SHAP feature reduction, and why one hand-picked number moved the system further than the model choice did.Fri, 28 Aug 2026 00:00:00 GMTmachine-learningmlopspython