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Autonomous Loops

Compound Product Workflow

RC

Ryan Carson

Founder, Untangle

Open in YouTube at 1:33:43Timestamp: 1:33:43

Automated product development pipeline: daily cron analyzes data, generates insights, creates PRDs, implements fixes, and opens PRs—all overnight. Wake up to improvements already implemented.

When to Use

For continuous autonomous product improvementWhen you have usage analytics to analyzeFor automated feature discovery and implementationOvernight autonomous development

Steps (5)

1

Daily Cron Report

Set up a cron job that pulls data from your database, app, and users. Send to Opus 4.5 asking: what is the one thing we should do? Generate a markdown report with insights.

2

Analysis JSON

A bash script analyzes the report and creates analysis.json with priority suggestions and acceptance criteria for what needs fixing.

3

PRD Generation

Load the PRD skill, look at suggestions from analysis.json, and generate a detailed PRD with atomic user stories that have clear acceptance criteria.

4

Task Loop (Ralph Loop)

Loop through PRD.json tasks: pick a task, implement it, run quality checks, fix failures or commit passes, update JSON, repeat until done.

5

Push and PR

When all tasks complete, the bash script pushes the branch and creates a PR ready for morning review.

Tools

Claude CodeAMPBashAgent BrowserGitHub Actions

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