Prompt Compression & Optimization With LLMLingua 2

LLMLingua 2 Prompt Compression and Cloudflare Gateway Integration

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20 mins
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In this video, we introduce the concept of prompt compression and why it’s essential for building faster, more efficient AI agents in Voiceflow.

You'll learn:

  • What prompt optimization is and why it matters
  • How long prompts can impact performance, cost, and latency
  • An overview of Microsoft’s LLMLingua2 for compressing prompts without losing context
  • How to route compressed prompts through OpenAI’s GPT-4o using the Cloudflare AI Gateway

By the end of this video, you’ll understand how prompt compression can drastically improve the performance and scalability of your conversational agents.

LLMLingua2 API code example is available on our main repo:

https://github.com/voiceflow/demos-n-examples

Cloudflare AI Gateway API documentation:

https://developers.cloudflare.com/ai-gateway/providers/universal

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