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how pr0xyh0rse sees ai
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pr0xyh0rse
how pr0xyh0rse sees ai
alternate funding
research & insights +
open source insights
how pr0xyh0rse sees ai
alternate funding
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What If Grokking Isn’t Mysterious?
AI Research, AI Training Frameworks, Benchmarking Hannah Bird 2026-02-12 AI Research, AI Training Frameworks, Benchmarking Hannah Bird 2026-02-12

What If Grokking Isn’t Mysterious?

A speculative Brightwoven note on embedding geometry: what changes if meaning is modeled as sheets, filaments, and gradients instead of isolated nodes.

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The AI World Model Pilot We Should’ve Built Yesterday
ai ethics & accountability, Consent Based AI Development, Consent Based AI Training, World Model, AI Economy Hannah Bird 2026-01-29 ai ethics & accountability, Consent Based AI Development, Consent Based AI Training, World Model, AI Economy Hannah Bird 2026-01-29

The AI World Model Pilot We Should’ve Built Yesterday

A proposal for consent-based AI development: why transparent pilots, community benefit, and honest data collection produce better training data.

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