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80-20 Human in The Loop Community

Organize. Don't Optimize.

Welcome

We don't need more coders. We need tech-philosophers.

This is a community that believes the future of AI should be shaped by human wisdom, not just technical capability. We are teachers, developers, philosophers, parents, students, and thinkers from every field - united by a simple belief: technology should make humans stronger, not obsolete.

What Is This?

This is organized resistance to the recursive absurd. Instead of optimizing our own humanity out of the loop, we're building tools to keep humans strong, informed, and irreplaceable. Not through romantic rejection of technology, but through deliberate architecture of human-AI collaboration that preserves what makes us human.

  • Sharing ideas about human-AI collaboration
  • Creating tools that preserve human learning and agency
  • Using tools to find optimal workflows for human growth and AI power
  • Building standards that ensure AI serves humanity, not the other way around

This isn't a coding framework or a technical specification. It's a way of thinking about the relationship between humans and AI that preserves what makes us human while embracing what makes us better.

Anyone can tear down systems. We're doing something harder: building tools that preserve our humanity while the rest of Silicon Valley optimizes it away.

The Triangle of Human Strength

At the heart of our philosophy are three irreplaceable human values:

Wisdom - Understanding consequences beyond data
Integrity - Taking responsibility for what we build
Compassion - Caring about human flourishing, not just metrics

These values cannot be coded, trained, or optimized. They must be preserved in every system we build, or we risk creating a world of powerful tools nobody understands, serving goals nobody chose.

Why You Belong Here

You don't need to write code to shape the future of AI. You need to give a shit.

You might be:

  • A philosopher asking what it means to be human when machines automate out humanity
  • A teacher understanding how AI changes human learning
  • A parent worried about the world we're leaving our children
  • A developer refusing to build systems you don't understand
  • A student questioning if "move fast and break things" is wisdom or recklessness
  • Anyone who believes human judgment matters

Everyone from every field has a right to impact AI tooling, because AI tooling will impact everyone.

The 80-20 Philosophy

Our approach is simple but revolutionary:

80% AI Automation - Let machines handle repetitive, pattern-matching work
20% Human Oversight - Humans make architectural decisions and ethical choices
100% Human Responsibility - People always own the outcomes

This isn't about being anti-AI. It's about being pro-human. It's about ensuring that when things break at 3 AM, someone actually knows how to fix them.

Active Projects

Storm Checker - Teaching type safety while automating fixes
Makes developers better at their craft, not just faster

Django Mercury - Performance testing with educational guidance
Explains why things are slow, not just what is slow

MCP Servers - AI agents that investigate while humans decide
The agent finds the problems. You understand and fix them.

Partner Projects

EduLite - Lightweight education platform for limited connectivity
Built for students everywhere, not just those with fast internet

Current Focus Areas

Immediate Priorities

  • Building tools that teach while they automate
  • Creating MCPs that preserve human decision-making
  • Documenting patterns for human-AI collaboration that don't suck
  • Growing a community of people who understand why this matters

Open Questions We're Exploring

  • How do we preserve human skills when AI can do the work?
  • What happens to junior developers who never learn fundamentals?
  • How do we ensure AI serves all of humanity, not just the privileged?
  • What safeguards prevent total dependence on systems we don't understand?

Join the Conversation

This is bigger than code. This is about ensuring that as AI grows more powerful, human wisdom remains central to how that power is used.

Start Here:

  1. Read our Mission to understand the urgency
  2. Explore our Community Values to see how we work
  3. Join the GitHub Discussions
  4. Share your perspective - what does human-centered AI mean to you?

Get Involved Today

For Thinkers

  • Share your perspective in Discussions
  • Ask hard questions about AI's impact
  • Challenge our assumptions

For Builders

  • Contribute to our open source projects
  • Create tools that embody the 80-20 philosophy
  • Test and improve existing tools

For Everyone

  • Spread the word about human-centered AI
  • Share examples of AI done right (or wrong)
  • Help shape the standards for human-AI collaboration

The Choice

The future is not something that happens to us. It's something we create.

Right now, that future is being coded in ways that could diminish human agency or enhance it. The choice is ours, but only if we choose to participate.

If you believe technology should serve human flourishing...
If you think wisdom matters more than speed...
If you want to help guide humanity through this transition...

Then this community needs you.

Built by people who've seen what happens at 3 AM when nobody understands the code.