Concepts

How to Write Prompts for Coding Assistants

Establishing bounds, constraints, and deterministic layouts for developer operations.

Formatting Constraints

When multiplexing code, dictate constraints strictly. Tell the AI "Output ONLY raw JSON" or "Never use classes, use purely functional boundaries." Cross-checking this across Gemini, Claude, and Llama ensures your code isn't biased to a specific vendor.