Published February 11, 2026 | Version v1
Preprint Open

BAZINGA: Unified AI-Blockchain Systems Through Proof-of-Boundary Consensus

  • 1. independent researcher

Description

We present BAZINGA, a novel distributed system that achieves unification of artificial intelligence and blockchain through a

  new consensus mechanism called Proof-of-Boundary (PoB). Unlike traditional approaches that treat AI and blockchain as        

  separate layers ("AI on blockchain"), BAZINGA demonstrates that AI and blockchain are Subject and Object of a single system,

  with consensus emerging from the boundary between them.                                                                      

                                                                                                                               

  The key discovery is that blockchain consensus can be achieved through understanding rather than computational work or       

  financial stake. Nodes validate blocks by demonstrating comprehension via a mathematical boundary condition: the ratio of    

  Physical to Geometric measures must equal φ⁴ ≈ 6.854 (where φ is the golden ratio).                                          

                                                                                                                               

  Key results:                                                                                                                 

  • 70 billion times more energy-efficient than Bitcoin                                                                        

  • Sybil-resistant without financial stake                                                                                    

  • Unified with federated learning for distributed AI training                                                                

  • Validated through mathematical understanding rather than arbitrary computation                                             

                                                                                                                               

  The system includes four integration layers (Trust Oracle, Knowledge Ledger, Gradient Validator, Inference Market) that bind

  AI intelligence with blockchain validation. Fully implemented as open-source software (MIT License).                         

                                                                                                                               

  Software: https://pypi.org/project/bazinga-indeed/                                                                           

  Source: https://github.com/0x-auth/bazinga-indeed                                                                            

  Demo: https://huggingface.co/spaces/bitsabhi/bazinga 

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