Chat Agent UI: Streaming Responses with Server-Sent Events
Build a streaming chat UI for OpenAI Agents SDK chat agents using run_streamed(), FastAPI SSE endpoints, and a React frontend with real-time token rendering.
15 min read
Archive page 1077 of 1224
AI Voice Agent Insights & Guides
Browse older CallSphere articles on AI voice agents, contact center automation, and conversational AI.
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Conversation Branching and History Management
Master conversation branching, undo operations with pop_item, history pruning strategies, and session input callbacks for advanced history customization in the OpenAI Agents SDK.
9 min read
LiteLLM Integration: Using Non-OpenAI Models with Agents SDK
Integrate Anthropic, Google, Mistral, and other LLM providers into OpenAI's Agents SDK using LiteLLM's unified interface with LitellmModel, provider prefix notation, and cross-provider tracing.
12 min read
Building a Complete Guardrail Pipeline: From Input to Output
Build a production-ready end-to-end guardrail pipeline combining input validation, output sanitization, and tool-level guardrails using the OpenAI Agents SDK with full working code.
12 min read
Building Custom Function Tools with @function_tool Decorator
Master the @function_tool decorator in the OpenAI Agents SDK. Learn how to create sync and async tools, handle complex parameters, and wire multiple custom tools into your agents.
9 min read
Redis Sessions for Distributed Agent Deployments
Set up RedisSession in the OpenAI Agents SDK for distributed AI agent deployments with session sharing across instances, production configuration, and worker coordination.
9 min read
Tool Filtering and Approval Policies for MCP Servers
Implement secure MCP agents with static and dynamic tool filtering using create_static_tool_filter, ToolFilterContext-based dynamic filters, and granular approval policies for safe tool execution.
13 min read
Building a Stateful Customer Service Agent with Persistent Sessions
End-to-end tutorial for building a production-ready stateful customer service agent with database integration, order history, multi-turn issue resolution, and persistent sessions.
12 min read
Agent Evaluation Loops: Building Self-Correcting Workflows
Build iterative agent workflows where a task agent produces output and a feedback agent evaluates it, creating self-correcting loops with convergence criteria in the OpenAI Agents SDK.
12 min read
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