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Bicycle for the Soul
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Claims (23)
claim
Optimally steering model behavior requires isolating concept geometry and defining operators to navigate it.
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Aliveness is a property of multi-scale coherence under transformation, not a property of substrate—making it substrate-neutral.
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Contemplative mode is activation-manifold steering along a care-geodesic, not a system-prompt preset.
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Linda programming language exemplifies bringing craft principles into computational systems.
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Manifold-aware steering is genuinely new IP that frontier labs cannot ship as easily as assumed.
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Manifold-aware steering is non-trivial IP requiring geometric analysis, not a system-prompt implementation.
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Project Oberon demonstrates integrated software design that resists technological narrowing.
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Studio is the second move after Company, not a premature 36-month horizon.
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The next technological frontier is amplifying conscious experience itself, not just cognitive capacity.
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Agents construct narratives for transformative experiences via experience-focused world modeling of epistemically opaque futures.
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Bicycle for the Soul combines manifold-aware steering with transformative-experience-shaped objectives.
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Calm technology—attention-respecting design—relates fundamentally to soul-amplifying design.
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Current AI systems suffer from temporal locked-in syndrome lacking time-awareness design.
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Current LLMs cannot faithfully represent transformative experiences with epistemically opaque outcomes.
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Introducing AI agents into human-learning populations reduces costly individual learning and depletes information supply.
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Modes and rituals of cognitive invocation matter: how we ask determines what arrives, foundational to soul-amplifying technology.
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Narrative world models organize temporal episodes with emotionally salient outcomes, distinct from predictive models.
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Representation geometry causally shapes behavior; activation and behavior manifolds are approximately isometric.
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The cost of deferring Company equals the cost of letting someone else author Bicycle for the Soul.
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The koan paper is the most legible child of the architecture but not the deepest one; the deepest is Bicycle for the Soul.
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The next AI value pool is captured by companies controlling which model runs, where, how efficiently, and token productivity.
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UI for reflective cognition and deliberation scaffolds is open in the Model×Runtime×UI stack.
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Research-as-product company model works at venture scale now, proven by Thinking Machines Lab.
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