# OpenAI-based orchestration Projects at AI Tinkerers

> Canonical HTML: https://aitinkerers.org/technologies/openai-based-orchestration
> Markdown URL: https://aitinkerers.org/technologies/openai-based-orchestration.md
> Technology record last updated: 2026-04-26T05:20:43Z
> Generated: 2026-09-20T20:37:27Z

OpenAI-based orchestration manages multi-agent workflows using handoffs and routines to execute complex, multi-step tasks.

This technology coordinates specialized agents through the OpenAI Agents SDK and the Responses API. It replaces monolithic prompts with a network of modular assistants: each agent owns a specific domain (like billing or technical support) and hands off the conversation when the task shifts. By using primitives like 'routines' and 'handoffs', developers build scalable systems that maintain state and context across different tools. Companies like Ramp and T-Mobile use this architecture to reduce development cycles by 70% and improve accuracy through structured, multi-agent evaluation.

- Official technology site: https://platform.openai.com/docs/guides/agents
- Public AI Tinkerers demos and talks: 1
- Result page: 1 of 1

## Recent Public Talks and Demos

### [From Chat to CASE: Building an AI Agent That Scouts and Fills Real Complaint Forms](https://singapore.aitinkerers.org/talks/rsvp_y-Gl78fWqSw)

I built Onestop, a chat-first complaint agent that turns a user’s issue into an execution workflow: it extracts the complaint from natural language, plans the escalation path, drafts the complaint email, and for verified portals like CASE Singapore, scouts the live web form and attempts a browser fill through a Form Genome pipeline. The demo is intentionally technical and code-first: a FastAPI orchestrator, structured complaint state, Playwright-based browser execution, and truthful fallbacks when a route is not production-safe.

- Event context: AI Tinkerers Singapore: The Agentic Future & Dev/Eng Workflows — 2026-04-21 — Singapore
- Public talk page: https://singapore.aitinkerers.org/talks/rsvp_y-Gl78fWqSw

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