The orchestrator hands off by passing outputs as inputs: research findings become the writing agent’s source material, the finished piece becomes the publishing agent’s content. Each agent receives only what it needs and produces a single clean output for the next stage. The orchestrator manages the handoffs so you don’t have to.
The Three-Agent Pipeline in Practice
Let’s make this concrete with a YouTube tutorial creation workflow. The orchestrator receives a topic — say, “how to set up FluentCommunity for a live cohort.” It first invokes the research agent, which searches for relevant articles, competitor videos, and existing tutorials on the topic, producing a structured research brief with key angles, common questions, and gaps in existing content.
That research brief becomes the input for the writing agent. The writing agent reads the brief and produces a full tutorial draft — introduction, step-by-step walkthrough, common mistakes section, conclusion. The draft is the output. The orchestrator then passes the draft to the publishing agent, which formats it for your WordPress BetterDocs structure, adds the correct category and tag terms, and publishes it. End-to-end pipeline, one triggering command.
What Makes the Handoff Clean
The handoff works because each agent produces a defined, predictable output format. The research agent always produces a structured brief in the same format. The writing agent always expects a structured brief as input. The publishing agent always expects a formatted draft. When formats are consistent across agents, handoffs are seamless. When formats vary, handoffs require interpretation — and that’s where errors and inconsistencies creep in.
Defining output formats upfront — before you build the agents — is the most important design decision in a multi-agent pipeline. Decide what each handoff document looks like before writing a single skill instruction.
What This Means for Educators
For a teaching business producing regular content — tutorials, lessons, community posts, email newsletters — a research-writing-publishing pipeline is a genuine multiplier. One topic input, one complete published piece output, minimal manual intervention. Building that pipeline is a meaningful project, but the components (research brief, draft, published post) are individually useful even before they’re fully connected.
The Simple Rule
Define the handoff documents before building the agents. What does the research agent produce? What exactly does the writing agent expect to receive? Build backward from the output you want, and the handoff formats will fall into place naturally.