Advanced rules require the system to perform a "self-audit" pass—checking its own work against the constraints before delivering a final result to catch errors. 4. Rules in Human vs. Machine Text
A system of rules serves as a that transforms raw input into structured output. In any complex environment, these systems operate on three primary layers: system of rules
Modern systems, particularly in OpenAI's latest models like GPT-5.5, are moving away from (telling the system how to do it) toward outcome-oriented rules (telling the system what good looks like). Advanced rules require the system to perform a
The background logic, tone, and environment in which the rules exist. In AI, this is often the "system prompt" that defines the entity's fundamental purpose. Machine Text A system of rules serves as
For high-stakes applications, relying on natural language prompts is often insufficient. Developers use external code, such as NVIDIA NeMo Guardrails , to enforce strict compliance.