content-agent-loop

Autonomous Content Loop

"The loop I designed so my agent runs without me"

A production-ready agent loop that turns a single topic into a finished Twitter thread + Instagram Reel script with minimal human input.

Why This Exists

Most people still manually prompt agents for every step.
This loop flips the model: you design the system once, give it a goal, and it iterates until the output meets your standards.

What the Loop Does

Given only a topic, the agent will autonomously:

1. Research the topic deeply
2. Create a content strategy (thread + Reel)
3. Write a full Twitter thread
4. Write a Reel script + caption
5. Self-critique the output
6. Refine until quality threshold is met
7. Output final assets ready to post

How to Use

1. Copy the loop from loop.md
2. Paste it into Claude Code / Cursor / your agent environment
3. Give it a topic like: "Build vs buy for AI tools in 2026"
4. Let it run. Review only the final output.

Structure

• loop.md — The full loop system prompt (copy this)
• examples/ — Real examples of topics and outputs
• workflow.md — Explanation of the loop architecture

Philosophy

This is loop engineering, not prompt engineering.
You define the goal + success criteria once. The agent handles the iteration.

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Built by @kjut4q • June 2026