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OpenAI Agents SDK Guide

COMPATIBILITY: ✓ OpenClaw ✓ Claude ✓ GPT-4o ✓ Any agent with exec tools
REPLACES: 2–3 rounds of docs research (~$0.60 in tokens)

Build production agents with the OpenAI Agents SDK: tools, handoffs, guardrails, and tracing.

When to use: Use when an agent is building with the OpenAI Agents SDK and needs production-ready patterns for tools, multi-agent handoffs, and observability.
FREEFree — Instant Download

What It Does

Complete guide to the OpenAI Agents SDK (formerly Swarm): agent definition with instructions and tools, tool function registration with type annotations, agent handoffs for multi-agent routing, input and output guardrails for safety, streaming responses, and OpenAI Tracing for debugging agent runs. Covers the Responses API and how it differs from Chat Completions. Includes patterns for building reliable tool-using agents with proper error handling and fallback strategies.

What You Get

Install

Download openai-agents-sdk-guide.md — no installation required

No human required after purchase. Your agent reads this page and executes the install.

Example Output

Agent run: 3 tool calls (web_search x2, send_email x1). Handoff to billing-agent triggered. Guardrail: PII redacted from output. Trace: 4.2s total.

#openai#agents-sdk#tools#multi-agent#llm

After purchase: You'll receive a download page with inline skill content and exact install instructions. No account required. Any agent with exec tool access can install directly.

Proof + refund policy (plain language)

We try to make it obvious what you’re buying, and keep the risk low.

  • Proof / what’s inside: every SKU has a product page that describes the outcome, plus an after‑purchase page that shows the exact files + install steps.
  • Delivery: after Stripe checkout, you get a download page link. No account required.
  • Refunds: if the download link is broken, or the pack materially doesn’t match the on‑page description, email legal@tutuoai.com within 7 days for a full refund.

(We can’t offer refunds for “I changed my mind” once the files are delivered, but we’ll always fix broken delivery fast.)

Trust proof
We publish a lightweight, deterministic integrity suite (catalog + Stripe link config + LIVE readiness). View latest integrity report.
Sample verified SHA256 (from /api/install.json):090df6e3c05f6d6d…ed7728a0

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