"The bottleneck isn't AI capability anymore. It's human reception."
A framework for human sovereignty in the age of AI.
Somewhere between GPT-3.5 and Claude 3, something shifted. AI capability stopped being the constraint.
The new bottleneck: Can humans understand enough to decide with confidence?
Everyone thinks the solution is making AI more human-like. More autonomous. More intelligent.
Wrong direction. The solution isn't smarter AI. It's better translation.
| Industry Says | This Framework Says |
|---|---|
| "Human in the loop" | "AI in the loop" |
| Human supervises AI | Human conducts, AI executes |
| Eliminate bottlenecks | Amplify through bottlenecks |
| AI needs to be smarter | Humans need better translation |
Scarce_Resource(bottleneck) × Amplifier(AI/process) = Outsized_Value
Don't eliminate the bottleneck. Amplify through it.
- The Manifesto - Full thesis with timestamped quotes
- The Three Axioms - The non-negotiables
- The SHELET Protocol - 4-phase compression framework
- The Autism-AI Connection - Why neurodivergent minds are AI-native
- For Builders - How to implement this
- Innovations & IP - Reusable patterns and frameworks
- Mordechainisms - Core principles and signature quotes
Paste seed.json into any LLM. Type "unpack" and explore.
This framework emerged from:
- 353K conversation messages (2023-2026)
- 106K embedded messages with semantic search
- 10,000+ hours of AI-native development
- 3 years of building cognitive prosthetics
Created by Mordechai Potash in Beit Shemesh, Israel.
The breakthrough moment: September 30, 2025, 07:25 AM
"AT THE END OF THE DAY I AM FLUENT IN THE ONE LANGUAGE THAT PEOPLE DO NOT UNDERSTAND. I CAN SPEAK AI FLUENTLY [46 YEARS OF ARTIFICIAL SIMULATION IN ORDER TO UNDERSTAND WHAT IS NATURAL TO OTHER PEOPLE]"
MIT