Building a RAG-Powered Chat Agent with FileSearch
Build a documentation chatbot using the OpenAI Agents SDK FileSearchTool with vector stores, citation handling, and hybrid retrieval for production-grade RAG chat agents.
Browse older CallSphere articles on AI voice agents, contact center automation, and conversational AI.
Latest analysis
Build a documentation chatbot using the OpenAI Agents SDK FileSearchTool with vector stores, citation handling, and hybrid retrieval for production-grade RAG chat agents.
Master the handoff mechanism in the OpenAI Agents SDK — from basic handoffs to advanced triage systems with custom tool names, descriptions, and on_handoff callbacks.
Master Redis patterns for agentic AI including LLM response caching, conversation sessions, pub/sub for real-time events, and agent performance optimization.
Learn how to build custom guardrails using agent-based validation, confidence thresholds, and multi-layer tripwire strategies in the OpenAI Agents SDK for production-grade safety.
Master error handling in the OpenAI Agents SDK. Learn about MaxTurnsExceeded, tool errors, model behavior errors, retry policies, and building resilient agent workflows.
Build type-safe agentic AI with TypeScript — typed tool definitions, Zod schemas for structured output, type-safe handoffs, and generic agent classes.
Learn how to handle user interruptions and barge-in events in voice agents with lifecycle management, audio muting, graceful cancellation, and response resumption strategies.
Learn how to use the OpenAI Agents SDK ShellTool to give agents the ability to run system commands inside hosted containers, configure network policies, and manage container skills.
Learn how to use ToolSearchTool and defer_loading in the OpenAI Agents SDK to manage large tool inventories, reduce token usage, and dynamically load tools only when needed.
Get notified when we publish new articles on AI voice agents, automation, and industry insights. No spam, unsubscribe anytime.
Try our live demo -- no signup required. Talk to an AI voice agent right now.
© 2026 CallSphere Inc. All rights reserved.
Made within San Francisco