https://subhajai.benchadhikul.com/tags/architecture/Recent content in Architecture on Subhajai BenchadhikulHugoen-usThu, 20 Mar 2025 08:00:00 +0700https://subhajai.benchadhikul.com/posts/2025-03-20-ai-features-in-production/Thu, 20 Mar 2025 08:00:00 +0700https://subhajai.benchadhikul.com/posts/2025-03-20-ai-features-in-production/Most AI feature experiments share the same fate: impressive demo, uncomfortable production metrics, quiet retirement. Here’s the design thinking that changes the outcome.https://subhajai.benchadhikul.com/posts/2025-02-10-zero-downtime-migration/Mon, 10 Feb 2025 08:00:00 +0700https://subhajai.benchadhikul.com/posts/2025-02-10-zero-downtime-migration/Every cloud migration case study ends with success. None of them tell you about the Tuesday at 2am when the database connection pool hit zero during peak trading.https://subhajai.benchadhikul.com/posts/2025-01-15-why-digital-transformations-fail/Wed, 15 Jan 2025 08:00:00 +0700https://subhajai.benchadhikul.com/posts/2025-01-15-why-digital-transformations-fail/The failure isn’t in the technology. It’s in the misalignment between C-level ambition and engineering reality — and it happens in the first 30 days.