The evolution of cloud computing has fundamentally transformed how we architect, deploy, and manage enterprise applications. After spending over two decades in software engineering and solutions architecture, I’ve witnessed this transformation firsthand—from the early days of virtualization to today’s sophisticated cloud-native and multi-cloud ecosystems. This article explores the principles, patterns, and practical considerations that define […]
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Prompt Versioning and Management: Bringing Software Engineering Rigor to LLM Development
Introduction: Prompts are code. They determine how your LLM application behaves, and like code, they need version control, testing, and deployment pipelines. Yet many teams treat prompts as afterthoughts—hardcoded strings scattered across the codebase, changed ad-hoc without tracking. This leads to regressions, inconsistent behavior, and difficulty understanding why outputs changed. This guide covers practical prompt […]
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