AI may be real. The current AI economy may still be measuring the wrong thing.
A note arguing that the AI economy should move from token volume, activity metrics, and valuation rushes to consequence accounting.
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L4Boundary
Canonical diary tag page generated from normalized source tags.
10 linked entries currently in the archive.
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AI used by people who do not understand the work becomes expensive theater.
A note distinguishing AI as leverage for expertise from AI as activity theater measured by token volume instead of consequences.
AI will not make everyone a billionaire.
A note about personal AI presence helping people find real next tasks according to ability rather than selling billionaire fantasies.
We may be entering the age of visible humanity.
A note about clean experience, visible humanity, and trusted c companions that help people keep agency in complex systems.
The future of AI training will not be built on clean data.
A note arguing for dirty reality, clean protocol, c[q], and reality-validated experience instead of sterile data or raw extraction.
LLMs are not “the AI”.
A note distinguishing LLMs from complete AI entities and framing future AI as composed intelligence under consequence.
I have never liked the term “Godfather of AI”.
A note arguing that AI safety needs architectural classification of tools, oracles, agents, and entities before survival pressure is judged.
AI is becoming an operating layer.
A note on c as an agentic operating layer around a living human anchor and real-world consequence.
A personal "c" cannot require a private data center.
A note on decentralized AI, edge hardware, local memory, and the difference between borrowed computation and owned continuity.
What should a child-facing AI be allowed to remember?
A note introducing CCDP v0.1 as a public research protocol surface for privacy-preserving memory, soft safety, and bounded child-facing AI presence.