Most AI economy talk is still pricing the wrong thing.
A note that value moves away from cheap generation toward bounded, auditable experience artifacts that still hold after reality takes its cut.
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Auditability
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A new public layer is now part of the corpus.
A note that DEA formalizes the boundary where input stops being storage and becomes experience that alters continuity.
EA-L4 / EATP is now published in a canonical form inside the public stack.
Public note that EA-L4 / EATP is now a structured package for training provenance, consequence-preserving learning, and auditability.
L4 in Practice: 5 Reality Signals That Kill "Smart" Systems
A note that cost, heat, time, maintenance, and human bandwidth are the signals that determine whether long-lived AI survives contact with physics.
Visual Experience Capsules (VXCX) - Why "what you see" matters more than pixels
A note introducing VXCX v0.1 as an L2 protocol for sharing visual experience capsules without transmitting raw pixels by default.
L4 in Practice: 5 Reality Signals That Kill "Smart" Systems
A case that cost, heat, time, maintenance, and human bandwidth are the real signals that determine whether long-lived AI survives contact with physics.
Why "Oracle AI" Creates Addiction - and Why Entities Don't
A case that oracle-style AI trains dependency, while long-lived entities use time, scarcity, and continuity to damp addictive loops.
From Better Chat to Stable Presence
A case that stable agent presence requires continuity, constraints, and durable audit trails rather than better chat alone.