Building Custom Guardrails with Tripwires and Agent-Based Validation
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.
Step-by-step tutorials on building voice and chat AI agents using OpenAI Agents SDK, Realtime API, function calling, multi-agent orchestration, and production deployment patterns.
9 of 1313 articles
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.
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.
Learn how to use SQLiteSession in the OpenAI Agents SDK to build persistent multi-turn conversations with automatic history retrieval, storage, and session limits.
Set up RedisSession in the OpenAI Agents SDK for distributed AI agent deployments with session sharing across instances, production configuration, and worker coordination.
Secure your MCP-powered agents for production with authentication, network policies, tool approval workflows, audit logging, rate limiting, and defense-in-depth strategies.
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.
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.
A comprehensive guide to deploying OpenAI Agents SDK applications to production using Docker, Kubernetes, environment variable management, health checks, autoscaling, and load balancing.