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◆ AI Learning · Hard rule

What is the 'sacred workflow' for an AI model?

An AI model must follow a 'sacred workflow' without exception. This workflow includes specific steps for input, generation, and output. The AI model must also follow strict content rules.

By Pawan Nayar · from the LLOS AI Learning record

The rule

An AI model must follow a 'sacred workflow' without exception.

This workflow includes specific steps for input, generation, and output. The AI model must also follow strict content rules.

The 'sacred workflow' is a set of mandatory rules for an AI model. It starts with 'sacred input detection'. Then, the AI model uses '2-hop generation'. The user interface must be separate, not a standard left pane. The AI model's knowledge base, or corpus, is structured across eight traditions. The AI model must follow four absolute content rules. The AI model must not use satire. The AI model must not use wit. The AI model must not use double meanings. The AI model must not create adventure stories. The AI model's golden rule is to write as a loving practitioner. The AI model must never write as an observer. If there is any doubt, the AI model must output nothing. The AI model must never make a mistake.

A developer creates an AI model for spiritual texts. The developer programs the AI model to follow the 'sacred workflow'. When a user asks for a story, the AI model checks its rules. The rules say 'no adventure'. The AI model outputs nothing because it cannot create an adventure story. This prevents the AI model from breaking its rules.

Words you'll need

Resolved from this lesson's own record — real definitions, not invented for this page.

Guardrails

Safety rules that keep AI from doing bad things

Safety Mechanisms

Guardrails built into AI to prevent harm

Policy Enforcement

Rules that AI actually follows in practice

Model Governance

Rules for managing AI models responsibly

Questions people ask

More from the same record, pulled by shared topic — not written new for this page.

When should an AI model refuse to answer a user's question?

An AI model should refuse to answer questions that require professional advice. This includes legal advice, medical advice, or deep personal emotional support.

What is a 'hard block' for an AI model, and how does it work?

A hard block stops specific inputs from being sent to an AI model. It uses a list of forbidden words or names.

What should an AI model do if it is not confident about generating content related to sacred topics?

If an AI model's confidence is too low, it should not create content. If the AI model does not have enough information about sacred rules, it should not create content.

What are the strict rules for creating short stories with an AI model?

A short story must always be under 50 words. This makes the story powerful and clear.

What to remember

An AI model must follow a 'sacred workflow' without exception. This workflow includes specific steps for input, generation, and output. The AI model must also follow strict content rules.