How Mibyan works in practice

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The four layers

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A typical task lifecycle

1. Frame the outcome. State what must exist at the end, who will use it, language, market, format, and deadline.
2. Supply context. Attach source files, explain definitions, and point to the project knowledge that should be trusted.
3. Plan and execute. Mibyan can split complex work across specialist agents and tools. Review the plan before allowing consequential actions.
4. Inspect the artifact. Check facts, numbers, citations, structure, language, and visual presentation in the preview.
5. Iterate. Give local feedback such as “replace section 3 with a comparison table” instead of restarting the task.
6. Export or share. Export only after checking the rendered file and removing internal notes or sensitive material.

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Choosing the right mode

• Use chat for brainstorming, explanations, rewriting, and decisions.
• Use agents for multi-step work that needs planning, tools, or a specialist perspective.
• Use knowledge and memory when answers must follow a durable company context or style.
• Use artifacts when the result should be a document, deck, spreadsheet, webpage, or other editable output.
• Use the API when your own product needs Mibyan generation behind a server-side integration.

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Prompt structure that works

Outcome: what should be delivered?
Audience: who will read or use it?
Context: what facts, files, or policies are authoritative?
Constraints: language, tone, length, format, deadline, and exclusions.
Acceptance criteria: how will we decide that it is finished?

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Teams and governance