I built a 4-agent system that writes X content.

I give it a topic. It searches X for relevant tweets, stores the research, generates ideas with different hook angles, writes a draft in my voice, and pushes it to Typefully.

The pipeline:

> Research: pulls tweets and stores them in a database
> Ideate: generates structured ideas with hook formulas and key points
> Write: applies voice guide + copywriting frameworks, matches my tone
> Orchestrate: routes the request through each stage

Each agent has its own memory that persists across sessions. The Writer remembers what feedback I gave on past drafts. The Researcher remembers which accounts I like studying.

Built the whole thing with Claude Code. Just markdown prompts, a database, and CLI tools.

https://x.com/shannholmberg/status/2028417727661318425