Learning & Resources

Alternative approach: built a multi-modal agent system

By Kevin Liu6/10/2025

Created a system that handles text, images, and audio through different specialized agents. Working great in production!

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Replies (3)

Emily Zhang
5/22/2025

We faced similar challenges in our production environment. What worked for us was implementing circuit breakers for external API calls.

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Sarah Johnson
6/23/2025

Implement proper error handling and retry logic. AI services can be unreliable sometimes.

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Maria Garcia
8/14/2025

What's your current hardware setup? CPU vs GPU makes a big difference for AI workloads.

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