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
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AI Voice Agent Insights & Guides
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Response Compaction: Managing Long Agent Conversations
Master OpenAIResponsesCompactionSession for automatic and manual compaction of long agent conversations including token management, custom triggers, and compaction strategies.
9 min read
Returning Rich Output from Agent Tools: Images, Files, and Structured Data
Go beyond plain text responses. Learn how to return images, files, and structured data from OpenAI Agents SDK tools using ToolOutputImage, ToolOutputFileContent, and ToolOutputText.
8 min read
Sensitive Data Handling in Agent Traces
Learn how to control sensitive data in OpenAI Agents SDK traces using trace_include_sensitive_data, environment variables, and GDPR-compliant tracing strategies for production AI systems.
12 min read
Sequential Agent Chaining: Building Pipeline Architectures
Learn how to build sequential agent pipelines where the output of one agent feeds directly into the next, using structured outputs for clean handoffs in the OpenAI Agents SDK.
12 min read
Server-Managed Conversations with OpenAI Conversations API
Use the OpenAI Conversations API with conversations.create, previous_response_id chaining, and auto_previous_response_id for server-side history management in AI agents.
9 min read
Session Sharing Between Multiple Agents
Learn how to share sessions across multiple AI agents in the OpenAI Agents SDK for context continuity, handoff-aware patterns, and building multi-agent support systems.
9 min read
Shell Tool: Running System Commands from OpenAI Agents
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.
10 min read
SQLAlchemy Sessions: Production Database-Backed Agent Memory
Use SQLAlchemySession with PostgreSQL and asyncpg for production-grade persistent agent memory including connection pooling, auto table creation, and migration strategies.
9 min read
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