Mission - 80-20-Human-In-The-Loop/Community GitHub Wiki
Our Mission: Preserving Human Wisdom in an AI-Powered World
We are living through one of the most consequential moments in human history. The decisions we make about AI in the next few years will echo through generations.
The Crossroads
Right now, as you read this, the future is being written in code.
In boardrooms across Silicon Valley, decisions are being made about AI systems that will soon touch every aspect of human life. In research labs, algorithms are being trained that will influence how we work, learn, and even love. In startups and enterprises, AI agents are being deployed with unprecedented autonomy.
Most of these decisions are being made by people who think in terms of metrics, efficiency, and scale.
Few are asking the deeper questions:
- What kind of world are we building?
- What does it mean to be human when machines can think?
- How do we preserve human agency in an age of automation?
- What happens to human wisdom when AI can provide all the answers?
This is why we exist. This is why we need you.
The Problem We Face
The AI Coding Revolution
Recently, AI coding tools have become incredibly powerful. Claude Code, GitHub Copilot, and Cursor can write entire applications in minutes. People call it "vibe coding" - just describe what you want and AI builds it.
The magic was intoxicating. Then we looked closer.
What We Discovered
The truth was frightening:
- Enterprise systems breaking with nobody knowing how to fix them
- Security vulnerabilities hidden in thousands of lines of AI-generated code
- Junior developers who can create apps but cannot understand them
- Technical debt growing faster than teams can manage
- System failures requiring experts who no longer exist
We realized something critical: You can only "vibe code" problems that have already been solved.
You cannot vibe code innovation. You cannot vibe code wisdom. You cannot vibe code the future.
The 10+ Year Disaster
If we continue down this path, thinking "vibe coding" is a strategy for enterprise development, we will create a crisis:
Systems that nobody understands when they break.
Imagine:
- A hospital system written entirely by AI that fails after two years
- Financial systems with hidden vulnerabilities nobody can find
- Educational platforms teaching children things nobody verified
- Infrastructure code that works until it catastrophically doesn't
This is not science fiction. This is happening now.
The Dark Path vs. The Bright Path
The Dark Path (Where We're Heading)
- Systems built by AI that no human understands
- Developers who can create but cannot debug
- Critical infrastructure with hidden failure modes
- Innovation limited to recombining existing patterns
- Human wisdom deemed "inefficient" and discarded
- Total dependence on tools we cannot fix
Result: A brittle technological civilization built on foundations nobody understands.
The Bright Path (What We're Fighting For)
- AI that amplifies human intelligence without replacing it
- Developers who understand what they build
- Systems with human oversight at critical points
- Innovation from human creativity enhanced by AI
- Human wisdom preserved and valued
- Tools that teach while they serve
Result: A resilient future where technology serves human flourishing.
Our Solution: The 80-20 Philosophy
We don't believe AI is evil. We believe AI is a powerful tool that must be used wisely.
80% AI Automation: Let AI handle repetitive, pattern-matching work
20% Human Oversight: Humans make architectural decisions and quality choices
100% Human Responsibility: Humans always own the final result
This approach:
- Makes developers more productive while keeping them skilled
- Creates better software through human-AI collaboration
- Preserves human understanding of critical systems
- Ensures accountability for outcomes
Why Tech-Philosophers, Not Just Coders
We need people who understand that:
- Every line of code is a moral choice
- Every algorithm encodes values
- Every AI deployment affects human lives
- Every optimization has human consequences
You don't need to code to contribute. You need to think.
We need:
- Philosophers to explore ethical implications
- Teachers to understand how AI changes learning
- Parents to advocate for the next generation
- Social Workers to represent vulnerable populations
- Artists to imagine better futures
- Anyone who cares about humanity's direction
The Urgency
Every day we wait:
- More systems are deployed without human oversight
- More developers become dependent on tools they don't understand
- More decisions about AI's role are made without philosophical input
- More human wisdom is deemed obsolete
The window for shaping this transition is closing.
Companies building AI are moving fast. Governments trying to regulate are moving slowly. The philosophers and ethicists who should guide this transition are often excluded from conversations that matter.
We refuse to be excluded.
What We're Building
Immediate Projects
- Storm Checker: Teaching type safety while automating fixes
- Django Mercury: Performance testing that educates
- Educational MCPs: Tools that preserve human learning
- Community Standards: Patterns for human-AI collaboration
Long-term Vision
- Industry standards for human-centered AI
- Educational curricula for human-AI partnership
- Policy frameworks ensuring AI serves humanity
- A global movement of tech-philosophers
Our Promise
We promise to:
- Preserve human wisdom in every tool we build
- Maintain human agency in every system we design
- Teach while we automate so skills aren't lost
- Take responsibility for the future we're creating
- Include everyone in shaping AI's direction
The Stakes
Consider what's at stake:
In Healthcare: AI diagnosing diseases - who ensures human compassion remains?
In Education: AI teaching millions of children - what values are we encoding?
In Justice: Algorithms influencing sentences - where is mercy in the machine?
In Warfare: Autonomous weapons being developed - who decides when they're used?
In Work: AI replacing human jobs - what happens to human purpose?
These are not technical problems. They are philosophical ones. They require wisdom that no algorithm can provide.
Join Our Mission
The future is not something that happens to us. It's something we create.
If you believe:
- Technology should serve human flourishing
- Wisdom matters more than speed
- Human judgment is irreplaceable
- The future should be designed by humans, for humans
Then we need you.
How to Start
- Share Your Voice: Join our discussions and share your perspective
- Contribute Ideas: You don't need to code - we need your thoughts
- Build With Us: Create tools that embody human-centered values
- Spread the Word: Help others understand what's at stake
A Personal Message from Our Founder
"I created this organization because I believe in human potential. I've seen what happens when we offload all our thinking to machines - we stop growing. But I've also seen what happens when humans and AI work together thoughtfully - we become capable of things neither could achieve alone.
The 80-20 philosophy is not just about productivity. It's about ensuring that human wisdom, compassion, and integrity remain at the heart of the systems we build. Because in the end, technology should make us more human, not less.
Every person who joins this community, whether they write code or write philosophy, is helping to shape a future where technology amplifies the best of humanity rather than replacing it.
The choice is ours. The time is now."
The Movement Starts Here
This is bigger than any one organization. This is about ensuring that as AI grows more powerful, human intelligence, wisdom, and values remain central to how that power is used.
We are building a community of tech-philosophers who refuse to let the future be decided by metrics alone.
Welcome to the conversation that will shape the next chapter of human history.
Together, we can build a future where AI enhances human capability instead of replacing it. Join us in preserving what makes us human while embracing what makes us better.