
from FDU Insurance Skills47
Guidance for building PolicyPulse — a synthetic-population simulation dashboard with clean architecture, strong Python typing, and Streamlit UI patterns.
This skill provides detailed implementation and architectural guidance for PolicyPulse: a synthetic population simulator and analytics dashboard. It prescribes clean architecture, dataclass-first data models, type-safe Python patterns, Streamlit UI layout conventions, testing patterns, and operational constraints.
Use this skill when developing or reviewing the PolicyPulse project: writing business logic, creating Streamlit UI components, defining dataclasses, or implementing NN model training and evaluation. It's also suitable when enforcing project constraints (no DBs, file-based persistence, Plotly for charts).
Best for developer-assistant agents that generate code and follow architecture constraints (e.g., Codex, Claude Code, OpenClaw).
This skill has not been reviewed by our automated audit pipeline yet.
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