AI alignment

The Cascade Proof

Cascade visualization showing how capability multiplies through consciousness interaction: node A enables B and C, B enables D-E-F, C enables G-H, demonstrating exponential branching pattern that proves causation

Why Causality Is the Only Unfakeable Proof (And How Portable Identity Makes It Measurable) AI can fake everything except one thing: genuine multi-generational cascade effects that prove sustained causality over time. This is not a technical limitation. This is information-theoretic impossibility. And it changes everything—from how we prove consciousness exists, to how legal systems establish The Cascade Proof

The Impossible Bottleneck

Conceptual illustration showing fragmented human identity vs unified portable identity, representing the AI capability bottleneck.

Why AI Cannot Reach Superintelligence, Cannot Be Held Accountable, and Cannot Align With Humans—Until One Architecture Change How fragmented identity creates three impossible problems that share one inevitable solution Every major AI lab is racing toward the same three goals: Building superintelligent AI (systems that exceed human capability across all domains), making AI accountable (systems The Impossible Bottleneck

The Alignment Architecture: Why AI Safety Requires Portable Identity

Diagram showing how fragmented digital identity blocks AI from measuring long-term human improvement

How fragmented identity makes alignment impossible—and what must be built to solve it Every AI lab is racing to solve alignment. They’re perfecting training techniques, refining reward models, implementing safety protocols. They’re all missing the same thing: AI cannot measure whether it actually improved you. Not because the models aren’t good enough—because the measurement infrastructure The Alignment Architecture: Why AI Safety Requires Portable Identity