Why today’s AI tools suffer from ‘digital amnesia’ — and how to build portable, private long-term memory you actually own, with a working demo and code.
Posts
The Hard Truth - Why Distribution Trumps Innovation
The best product rarely wins — the one that reaches the most people does. A look at network effects, distribution and the minority rule.
Authenticating AI Models in Decentralized Networks: A Practical Approach
Verifying that an AI model is genuine and unaltered in decentralized networks — why watermarking falls short, and how statistical uniqueness does better.
The Inception of Doppelganger Networks
A new class of chains that mirror Ethereum but bend its rules — how Shadow’s ‘free logs’ work, and whether Doppelganger Networks are progress or recentralization.
The Right Way to Use Transient Storage (EIP 1153)
Transient storage (EIP-1153) cuts gas costs but is easy to misuse — the traps that introduce bugs and widen the attack surface, and how to avoid them.