Category: Prompt Ops

Prompt Versioning in Git: Prompts as Code, Not Configuration

Prompts are the most frequently changed component of an AI application. They are updated to fix edge cases, improve output quality, accommodate new use cases, and adapt to model behaviour changes. Des

Prompt Engineering as Infrastructure: Version Control, Testing, and Deployment

Prompts are not prompts in the casual sense of suggestions or starting points. They are software. They take inputs, produce outputs, have failure modes that manifest in specific conditions, and requir

LLM Prompt Engineering Frameworks: Patterns for Enterprise Apps

Large language models shattered the deterministic paradigm of traditional software. The same prompt can produce different outputs. Model behaviour emerges from billions of parameters trained on vast t