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Reducing Latency and Improving API Performance in AI Chatbot Systems

I’m currently working at NSFW Coders, where we’re developing the Candy AI Clone API, an AI-driven chatbot platform that supports both text and image generation. One of our current focus areas is reducing API latency and ensuring smooth real-time performance when multiple users interact simultaneously.

We’ve been experimenting with different optimization methods, including:

Implementing async request handling to improve throughput

Using Redis caching for frequently accessed data and model states

Running load tests with JMeter and