Introducing Duplex: A Zero-Backend, Multiplexed LLM Inference Engine for True Client-Side Parallel AI

📰 Dev.to · Gurutva Murdia

Learn about Duplex, a zero-backend LLM inference engine for client-side parallel AI, and how it enables true parallelism without server-side infrastructure

advanced Published 11 Jun 2026
Action Steps
  1. Build a zero-backend LLM inference engine using Duplex
  2. Configure Duplex for multiplexed inference to enable true client-side parallelism
  3. Test Duplex with various LLM models to evaluate its performance
  4. Apply Duplex to existing AI applications to improve efficiency and scalability
  5. Compare the performance of Duplex with traditional server-side LLM inference engines
Who Needs to Know This

ML engineers and researchers can benefit from Duplex to deploy LLMs on the client-side, while software engineers can utilize it to build more efficient AI applications

Key Insight

💡 Duplex enables true client-side parallelism for LLM inference without requiring server-side infrastructure

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Introducing Duplex: a zero-backend, multiplexed LLM inference engine for true client-side parallel AI #AI #LLM #ClientSide

Full Article

Hi there. I’m Gurutva Murdia, the developer behind Duplex. Today I’m excited to share the story,...
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