Test and Refine

testingChallengeNovember 27, 2025

Prompt Content

Test your entire system with a new set of synthetic anomaly data. Evaluate the accuracy of your anomaly detection and qualitatively assess the relevance, coherence, and actionability of the explanations generated by the Anthropic API. Refine your models, Langroid agent logic, and API prompts based on these results to improve overall system performance and user experience.

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System Architecture Design

planning

Implement Anomaly Detection Model

implementation

Build Langroid-Anthropic Explanation Module

implementation

Usage Tips

Copy the prompt and paste it into your preferred AI tool (Claude, ChatGPT, Gemini)

Customize placeholder values with your specific requirements and context

For best results, provide clear examples and test different variations