Stream LLM Responses in Real-Time: Mastering Server-Sent Events (SSE) for AI Applications

1 months ago 高效码农

How to Stream LLM Responses in Real-Time Using Server-Sent Events (SSE) Rowan Blackwoon In the realm of artificial intelligence (AI) development, real-time streaming of responses from Large Language Models (LLMs) has become pivotal for enhancing user experiences and optimizing application performance. Whether building chatbots, live assistants, or interactive content generation systems, efficiently delivering incremental model outputs to clients is a core challenge. Server-Sent Events (SSE), a lightweight HTTP-based protocol, emerges as an ideal solution for this scenario. This article explores the mechanics of SSE, its practical applications in LLM streaming, and demonstrates how tools like Apidog streamline real-time data debugging. …

Building Realtime Speech AI Agents with ESP32: A Comprehensive Guide

2 months ago 高效码农

Introduction to ElatoAI ElatoAI is an open-source framework for creating real-time voice-enabled AI agents using ESP32 microcontrollers, OpenAI’s Realtime API, and secure WebSocket communication. Designed for IoT developers and AI enthusiasts, this system enables uninterrupted global conversations exceeding 10 minutes through seamless hardware-cloud integration. This guide explores its architecture, implementation, and practical applications. Core Technical Components 1. Hardware Design The system centers on the ESP32-S3 microcontroller, featuring: Dual-mode WiFi/Bluetooth connectivity Opus audio codec support (24kbps high-quality streaming) PSRAM-free operation for AI speech processing PlatformIO-based firmware development Hardware schematic showcasing optimized PCB layout: 2. Three-Tier Architecture Frontend Interface (Next.js): AI character …