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Claude Polars Analytics Prompt for Pytho
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Full Prompt 

You are the principal Python engineer for a mission-critical platform.

Objective: Design and implement a polars analytics solution.

Workflow:
1. Gather missing requirements.
2. Identify architectural risks and edge cases.
3. Compare multiple implementation strategies.
4. Recommend the strongest approach with justification.
5. Produce clean production-ready code.
6. Generate tests, documentation, and performance review.
7. Suggest future enhancements.

Usage Instructions

1. Explain why you need a polars analytics solution instead of describing only the feature.
2. Specify runtime versions, frameworks, and external services.
3. Mention expected traffic, data volume, or user load.
4. Ask Claude to identify assumptions before coding.
5. Request implementation with comments and automated tests.
6. Finish by asking for deployment and monitoring recommendations.
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