Custom Session Implementations: The SessionABC Protocol
Build custom session backends for the OpenAI Agents SDK by implementing the SessionABC protocol with complete DynamoDB and MongoDB examples and testing strategies.
10 min read
Archive page 1076 of 1230
AI Voice Agent Insights & Guides
Browse older CallSphere articles on AI voice agents, contact center automation, and conversational AI.
11,066 articlesArchive page 1076
From the blog
Latest articles
Custom Spans and Trace Visualization for Complex Workflows
Learn how to use the trace() context manager, custom_span(), and manual span lifecycle to build detailed, hierarchical trace visualizations for complex multi-step agent workflows.
13 min read
Customizing Handoffs with Input Filters and Callbacks
Deep dive into HandoffInputData, input_filter functions, built-in handoff filters, custom filtering strategies, and input_type with Pydantic models for structured handoff metadata in the OpenAI Agents SDK.
12 min read
Debugging Multi-Agent Workflows with OpenAI Traces
Master the art of debugging multi-agent systems using OpenAI's built-in tracing infrastructure to trace handoffs, profile tool calls, and identify bottlenecks in complex agent pipelines.
12 min read
Deploying AI Agents to Production: Complete Infrastructure Guide
A comprehensive guide to deploying OpenAI Agents SDK applications to production using Docker, Kubernetes, environment variable management, health checks, autoscaling, and load balancing.
14 min read
Deploying Chat Agents with WebSocket Connections for Real-Time Interaction
Build a real-time chat agent using WebSocket connections with FastAPI, OpenAI's streaming responses, persistent conversation state, and response chaining via previous_response_id.
14 min read
Durable Execution: Long-Running Agents with Temporal
Build long-running AI agents that survive crashes, handle human-in-the-loop approvals, and manage multi-hour workflows using Temporal, DBOS, and Restate with the OpenAI Agents SDK.
13 min read
Building Encrypted Sessions for Secure Agent Memory
Implement encrypted agent sessions for HIPAA and SOC2 compliance using the OpenAI Agents SDK EncryptedSession wrapper with AES-GCM encryption, key management, and TTL expiry.
10 min read
Enterprise Compliance Guardrails for AI Agent Systems
Learn how to build multi-layer compliance guardrails for enterprise AI agent systems, including audit trails via tracing, data residency enforcement, role-based access control, and regulatory reporting.
11 min read
Subscribe to our newsletter
Get notified when we publish new articles on AI voice agents, automation, and industry insights. No spam, unsubscribe anytime.
Ready to see AI voice agents in action?
Try our live demo -- no signup required. Talk to an AI voice agent right now.