OKOnkar Kinonkark.hashnode.dev·2d ago · 8 min readBi-directional Real-Time Audio Streaming ArchitectureIf you are engineering an interactive AI audio agent that communicates directly with native device microphones and speakers, u can re-use this bi-directional, real-time audio streaming architecture pr00
OKOnkar Kinonkark.hashnode.dev·3d ago · 4 min readBuilding Native Real-Time Voice Agent Architecture using Gemini LiveAudio Processing Approach 1. Tradition approach Building voice agents using legacy LLMs is notoriously complex. Because traditional models operate strictly within text-in, text-out boundaries, you 00
OKOnkar Kinonkark.hashnode.dev·Jun 29 · 5 min readPart 3: Tool Calling & CLI Chatbots🛠️ Pre-Flight Configuration Tech Stack: TypeScript, Bun/Node.js, Groq SDK (groq-sdk), Tavily SDK(@tavily/core) Prerequisites: Valid Groq and tavily API Keys, basic understanding of environment vari00
OKOnkar Kinonkark.hashnode.dev·Jun 29 · 5 min readPart 2: Structured JSON Outputs🛠️ Pre-Flight Configuration Tech Stack: TypeScript, Bun/Node.js, Groq SDK (groq-sdk), Zod SDK(zod) Prerequisites: Valid Groq API Key, basic understanding of environment variables. GitHub Repositor00
OKOnkar Kinonkark.hashnode.dev·Jun 29 · 3 min readPart 1: Getting Started & Mastering LLM Control🛠️ Pre-Flight Configuration Tech Stack: TypeScript, Bun/Node.js, Groq SDK (groq-sdk) Prerequisites: Valid Groq API Key, basic understanding of environment variables. GitHub Repository: link 1. 00
OKOnkar Kinonkark.hashnode.dev·Jun 29 · 2 min readWorking with LLMs in Node.js: Getting Started, Structuring, and Tool Calling with Groq1. What This Series Is About This comprehensive hands-on series focuses on bridging the gap between raw AI prompts and production-ready applications. Using the high-speed Groq inference engine and Nod00
OKOnkar Kinonkark.hashnode.dev·Jun 9 · 9 min readHow to Build MCP Client from Scratch with TypeScript and GroqWe are going to build MCP Client to connect MCP Server(remote/local) If you are new to building Model Context Protocol servers, I highly recommend checking out our foundational guide on How to Build L00
OKOnkar Kinonkark.hashnode.dev·Jun 9 · 7 min readHow To Build MCP Server from Scratch with TypeScript and GroqThree core concepts while building MCP Resources - Acts as a read-only data source—similar to a local file or static API endpoint—that an LLM can parse for immediate context. Tools - Executable func00
OKOnkar Kinonkark.hashnode.dev·Jun 8 · 2 min readModel Context Protocol (MCP)What is MCP The Model Context Protocol (MCP) is open source standard design universal connector between AI application and external data source, tools to perform function You can think MCP as USB-C po00
OKOnkar Kinonkark.hashnode.dev·Oct 7, 2025 · 9 min readQuery Translation (Query Decomposition) [Code Explanation]This articles demonstrates two advanced Query Decomposition techniques—Parallel and Iterative decomposition—used to improve document retrieval in a RAG pipeline using LangChain and Google Generative A00
