MemberPress AI Academy memberpress.ai

Skills

Agent Orchestration

When to dispatch one agent versus a swarm, how to write a brief that does not drift, and the shape of an agent's exit state.

By Seth Shoultes

Principle

The best results come from multiple agents working in sequence, each with a narrow scope and a clear handoff.

Techniques

1. Decompose Before You Dispatch

Break the task into subtasks before assigning agents. A vague brief to a capable agent produces plausible guesses. A specific brief produces execution.

2. One Agent Per Craft

Do not ask one agent to research, write, and edit. Dispatch a researcher, then a writer, then an editor. Each agent holds one role.

3. The Bible Reads First

Every persona should read its context before it speaks. The first message in any agent thread should surface the relevant background.

4. Render at the Project Level

Plugins ship prompts. Projects ship renders. The API keys, idempotency state, and filesystem layout live in the project — not the plugin.

5. Monitor the Seams

The handoff between agents is where quality lives or dies. Review the output of each stage before feeding it to the next.

When to Use

Any complex creative or engineering task where one pass is insufficient: essays, videos, software features, research reports.

Further reading