https://samupra.com/writing Essays on AI, production engineering, architecture, AWS, and technical leadership. en Tue, 25 Aug 2026 17:20:00 +0700 https://samupra.com/posts/why-enterprise-ai-fails-between-prototype-and-adoption https://samupra.com/posts/why-enterprise-ai-fails-between-prototype-and-adoption Thu, 20 Aug 2026 09:00:00 +0700 A six-proof framework for turning AI prototypes into adopted business systems. AI Adoption https://samupra.com/posts/prompt-versioning-in-amazon-bedrock-without-breaking-production https://samupra.com/posts/prompt-versioning-in-amazon-bedrock-without-breaking-production Thu, 13 Aug 2026 09:00:00 +0700 A practical pattern for immutable prompt versions, environment promotion, evaluation, and rollback in Amazon Bedrock. AWS Engineering https://samupra.com/posts/the-technical-leaders-real-job-is-to-make-decisions-legible https://samupra.com/posts/the-technical-leaders-real-job-is-to-make-decisions-legible Thu, 06 Aug 2026 09:00:00 +0700 Why senior technical leadership depends on making context, trade-offs, decision rights, and follow-through visible. Leadership Engineering