Abstract
Introduction: The Hidden Labor of Reality Contact
The Objective Stack Terminates Too Early
Geometry Before Semantics
Valence as Gradient Alignment
Arousal as Update Rate
Integration as Irreducibility
Effective Rank as Representational Breadth
Counterfactual Weight as Possible-Future Processing
Self-Effect as Causal Authorship of Observation
Curiosity, Creativity, and Intelligence as Objective Geometry
Curiosity as Epistemic Approach
Creativity as Affordance-Opening Compression
Intelligence as Transition-Geometry Alignment
Instrumentation Work
The Event Stream Is Not a Log
Streams
Global Belief Ledger and Transient Streams
The Objective as Trajectory Functional
Gradient Entry Points
The Chemistry Robot as Experimental Aperture
Calibration as Organ Bootstrapping
The Minimal pH-Strip Demo
Hypotheses
H1: Curiosity as a Baseline Attractor
H2: Calibration Reflex
H3: Constructed Measurement Beats Direct Perception
H4: Self-Effect Forces Self-Modeling
H5: Creativity as Reusable Measurement Compression
H6: Language Is Cheap
Event-Derived Measurements
Ablations
Failure Modes
The Frontier: Objective Geometry
Discussion: Making the World Answerable
Conclusion
Candidate Implementation Stack
Minimal Event Schema
Prompt Skeleton for Neutral Lab Mode
Compressed Falsification Map