Structured Outputs with Pydantic: Type-Safe Agent Responses
Learn how to use Pydantic models with the OpenAI Agents SDK output_type parameter to get type-safe, validated, structured JSON responses from your agents.
13 min read
Agentic AI & LLMs
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Agentic AI & LLMs
Agentic AI, LLM engineering, and the models behind modern automation — multi-agent systems, LLM evaluation and comparisons, RAG, fine-tuning, AI infrastructure, security, and production AI engineering.
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Output Guardrails: Ensuring Safe Agent Responses
Learn how to implement output guardrails in the OpenAI Agents SDK to inspect, validate, and block unsafe agent responses before they reach end users — including PII detection and compliance filtering.
11 min read
Parallel Agent Execution with asyncio.gather
Learn how to run multiple OpenAI agents concurrently using asyncio.gather for dramatic performance improvements, with error handling strategies and a complete market research example.
11 min read
PII Detection and Redaction in Agent Pipelines
Learn how to build a hybrid regex and LLM-based PII detection and redaction system for AI agent pipelines, with output sanitization, reversible tokenization, and GDPR compliance patterns.
11 min read
Production Monitoring and Alerting for AI Agent Systems
Learn how to build production monitoring and alerting for AI agent systems including latency tracking, error rate dashboards, token usage analytics, alerting pipelines, and SLA enforcement.
14 min read
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.
15 min read
Rate Limiting and Abuse Prevention for AI Agents
Learn how to implement token budgets, max_turns safety limits, IP and user-level throttling, and abuse detection for production AI agent systems using the OpenAI Agents SDK.
10 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
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