Testing and Optimization of Multi-Agent Collaboration

testingChallengeDecember 1, 2025

Prompt Content

Test both implemented workflows with various sample inputs, including valid, invalid, and edge-case scenarios. Analyze agent interaction logs to identify bottlenecks or communication failures. Propose and implement optimizations for agent prompts, adaptive thinking budgets, or LangGraph transitions to improve efficiency and accuracy. Document your testing methodology and results.

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