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Support This Work

Independent AI safety research. No institutional backing. Just the work.


The Situation

This repository represents thousands of hours of cognitive architecture development — frameworks for making AI systems safer, more honest, and more aligned with human values.

It's open source because AI safety shouldn't be gatekept.

It's unfunded because that's how independent research often starts.


Ways to Help

If You Have 5 Seconds

Star this repository. GitHub's algorithm surfaces starred repos. Stars = discoverability = more eyes on AI safety frameworks.

If You Have 5 Minutes

Share it. Tweet it. Post it on LinkedIn. Send it to a colleague working on AI. Drop it in a Slack channel.

The AI safety community is small. Word of mouth matters.

If You Have Skills

Contribute. See CONTRIBUTING.md.

We need:

  • Code improvements (these are reference implementations)
  • Documentation enhancements
  • Translations
  • Testing across different AI platforms
  • New engine extensions
  • Bug reports

If You Have Influence

Cite this work. If you use these frameworks in research, papers, or projects, citation builds academic credibility.

Connect us. Know someone at an AI safety org? A potential collaborator? An interested funder? Introductions matter.

If You Want to Buy Me a Coffee

buymeacoffee.com/sheldonksalmon

Coffee funds focus. Focus builds frameworks. Frameworks make AI safer.

No pressure. No guilt. Just gratitude if you do.


What Your Support Enables

Support Type What It Enables
Stars/Shares More researchers discover safety frameworks
Contributions Faster development, better quality
Citations Academic credibility for unconventional research
Coffee Continued independent development

The Vision

This repository is 10% of a 10-year vision.

The goal: comprehensive cognitive infrastructure that any AI system can use to be safer, more honest, and more aligned.

We're not there yet. But every engine, every framework, every refinement moves closer.

Your support — in any form — accelerates that timeline.


Thank You

To everyone who's starred, shared, contributed, or even just read this far:

Thank you.

AI safety is a collective problem. It requires collective effort. You're part of that effort now.


Architect: Sheldon K. Salmon (Mr. AION) Email: AIONSYSTEM@outlook.com Coffee: buymeacoffee.com/sheldonksalmon


"The best time to build AI safety infrastructure was 10 years ago. The second best time is now."