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Engine

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Guest tour
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Engine

Merlin can suggest improvements, but the system must keep self-modification auditable and operator-approved.

This mirrors the product surface with safe mock content.
Tour preview
Mock data
Read-only

Sample improvement queue

Improvement engine for proposals, experiments, and prompt evolution.

Operator action bar

Controls look real so guests understand the workflow, but all live mutation paths stay locked.