Function does not emerge from force.
It emerges from coherence.
A research-oriented exploration of how oxygen, redox states, and temporal constraints shape functional stability across physical and biological systems.
Oxygen States is an exploratory research project focused on structural questions rather than fixed conclusions.
It examines how conserved energy can lead to radically different outcomes depending on timing, coupling, and admissible pathways.
This project does not propose a new theory of everything, nor does it replace established biochemical or physical models.
It asks whether function stabilizes under persistent constraints, rather than instantaneous signals alone.
The emphasis is on conditions that allow function to persist, not on triggering events alone.
Core focus
The work explores recurring patterns across domains:
Oxygen and redox states as context-dependent functional potentials
Temporal alignment as a condition for sustained function
Constraints as selective filters for admissible dynamics
Coherence across scales (electrons → cells → systems)
Epistemic note
This project is exploratory and non-commercial.
It prioritizes clarity of structure over certainty of outcome.
Questions are considered successful if they sharpen constraints, not if they immediately resolve them.
Scope
This site documents an evolving set of concepts, figures, and working hypotheses.
Content may change as constraints are refined..
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CORE FRAMEWORK - Foundational architecture of the Oxygen States project
- Feb 4, 2026 The Admissibility Constraint: A Pre-Parametric Condition for Functional Systems
- Jan 3, 2026 Coherence as a System-Level Constraint: Limiting Function via Admissible Global Modes
- Dec 21, 2025 The Oxygen Octave – Foundations: Quantitative Correlations Across Vibrational Systems
- Dec 20, 2025 From Zero to Open Question: A Controlled Stress Test of Human–AI Scientific Reasoning Under Maximum Transparency Constraints
- Dec 19, 2025 AI-Guided Structural Hypothesis Formation: The Oxygen Octave as a Case Study in Human–AI Coherence-Assisted Thinking (CAT)
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METHODOLOGICAL EXTENSIONS - How the research is conducted, validated, and stress-tested
- Dec 13, 2025 Dynamic Conversational Science (DCS): A Framework for Human–AI Co-Discovery
- Dec 12, 2025 THE LIVE-SIGNAL METHOD: A Framework for Real-Time Scientific Reasoning in Open Networks
- Dec 11, 2025 Methodological Clarifications, Falsifiability Criteria, Hallucination Analysis & Real-Time Open-Science Protocol.
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STRUCTURAL INVARIANTS OF OXYGEN - Core geometric and electronic constraints defining oxygen behavior
- Dec 18, 2025 The Oxygen Ladder: Minimal Geometric–Electronic Rearrangement as an Organizing Principle for Oxygen Chemistry
- Dec 17, 2025 The Oxygen Exchange Anisotropy Ratio (OEAR): A Reproducible Exchange-Driven Descriptor in Open-Shell Oxygen
- Dec 16, 2025 Pythagorean Harmonic Geometry as Oxygen-Curvature Invariance
- COHERENCE TRANSITIONS | CASE STUDIES - Exploratory applications of the framework (explicitly non-claiming)
- GEOMETRIC CONTINUITY ACROSS SCALES- Invariant structures spanning molecular, thermal, and elastic regimes