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Contribute Improvements

Optional submission path for SwarmAI deployments that have opted into the improvement pipeline. Disabled by default — if you have an export to share, submit it here.

How It Works

1

Export

If you have enabled the improvement module, export your local data with:
POST /actuator/self-improving/export
This produces an anonymized JSON file with no workflow content or user data.

2

Review

Security team audits the export. It contains only structural patterns — convergence defaults, tool routing hints, anti-patterns, and skill metadata.

3

Submit

Upload or paste the JSON below. Submissions are reviewed before any downstream action.

Submit Improvement Data

⇪

Drag and drop your swarmai-improvements-*.json file here

or

Or paste the JSON directly:

Alternative Submission Channels

GitHub Issue

Attach the export file to a new issue using the "improvement-contribution" template.

Open GitHub Issue

Email

Send the export file directly. Security-reviewed exports welcome.

contributions@intelliswarm.ai

CLI

Submit directly from your terminal:

curl -X POST https://api.intelliswarm.ai/api/v1/contribute \
  -H "Content-Type: application/json" \
  -d @swarmai-improvements-*.json

Privacy & Security

SwarmAI improvement exports contain only anonymized structural patterns — convergence defaults, tool routing hints, anti-patterns, and skill metadata. No workflow content, no user data, no proprietary information. The export file is human-readable JSON designed for security team review before submission.