openai-agents-architect

To architect multi-agent systems with verified live documentation, you enforce a documentation-first approach using live-doc validation. This ensures every Agent, Tool, and Handoff configuration is compliant with current official docs before implementation.

Handoff-first orchestration models expert-agent handoffs to route tasks across specialized domains. It explicitly defines handoff configurations to transition control between agents based on task requirements.

You transition from documentation lookup to production-ready multi-agent integration through phase-driven implementation. This process maps verified docs to constructs and executes Runner-based runs within FastAPI contexts.

Yes, you need live-doc validation before implementing agents and tools to ensure type safety and compliance. Retrieving Context7 outputs verifies constructs against the latest official documentation prior to code execution.

Yes, you can use FastAPI with the OpenAI Agents SDK for multi-agent workflows. The SDK demonstrates phase-driven implementation transitioning directly into production-ready integration within FastAPI contexts.

The best way to define tools and handoffs according to Context7 outputs is by enforcing a documentation-first design approach. This validates configurations against retrieved live docs before executing Runner-based runs.