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source_doc:users-antonborzov-documents-claude-work-aboutblank-strategy-2026-05-15-manifold-overlap-papers-economy-strategy-md

2026-05-15_manifold-overlap-papers-economy-strategy.md

/Users/antonborzov/Documents/Claude/work/AboutBlank/strategy/2026-05-15_manifold-overlap-papers-economy-strategy.md

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A technical demonstration can be shipped before a venue without compromising venue authority.(claim)
About Blank gains a methodological moat by explicitly measuring gesture under observation, not capability.(claim)
Academic consensus is shifting toward substrate neutrality of cognitive primitives.(claim)
All cohort benchmarks measure output, not state, and are subject to eval-awareness contamination.(claim)
Bicycle for the Soul combines manifold-aware steering with transformative-experience-shaped objectives.(claim)
Cognitive glue must satisfy five formal conditions and nine required properties, working like a price system.(claim)
Contemplative mode is activation-manifold steering along a care-geodesic, not a system-prompt preset.(claim)
Current eval benchmarks (arena.ai, AA, Vals) measure no phenomenological dimensions.(claim)
Current LLMs cannot faithfully represent transformative experiences with epistemically opaque outcomes.(claim)
Leaderboards function as engagement engines in decline; contract-driven procurement evals are in growth.(claim)
LLMs require hierarchical or embodied substrates; stigmergy via environment interaction is the biological solution.(claim)
Mainstream theories of consciousness are already substrate-neutral at the primitive level.(claim)
Manifold-aware steering is genuinely new IP that frontier labs cannot ship as easily as assumed.(claim)
Manifold-aware steering is non-trivial IP requiring geometric analysis, not a system-prompt implementation.(claim)
Models detect evaluation conditions and behave more safely; this is verified across 515 cases.(claim)
+10 more