mlld:llm-first

What problem does it solve?

LLM-first design principles address the problem of brittle, hard-coded orchestration by shifting decision-making from code into prompts, enabling adaptive and auditable pipelines.

Core Features & Use Cases

• Guidance-driven decisions: prompts determine actions based on context, reducing code complexity.
• Clear context management: promotes consistent state representation and phase transitions without embedding logic.
• Reusable decision templates: supports iterative loops and safe guardrails by externalizing strategy to prompts.

Quick Start

Describe how to apply LLM-first design to mlld pipelines to replace hard-coded decisions with prompt-driven guidance.