freemty Visualize
Choose the artifact from the reader's question, not from a fixed framework.
- Establish the decision or comparison the visual must support.
- Inspect result schemas and existing artifacts. Define a small data contract.
- Follow
../../references/agent-routing.mdfor theviz-frontendrole when a custom viewer is justified. Otherwise use the host's native visualization. - Validate numbers against source files and inspect the rendered result.
- Report artifact path, source data, validation, and known gaps.
For a research talk, use research-slides; for quick status, prefer a small
native table/chart over a new web application.