<?xml version="1.0" encoding="UTF-8"?>
<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9" xmlns:image="http://www.google.com/schemas/sitemap-image/1.1" xmlns:xhtml="http://www.w3.org/1999/xhtml" xmlns:video="http://www.google.com/schemas/sitemap-video/1.1">
  <url>
    <loc>https://www.oxygenstates.org/index</loc>
    <changefreq>daily</changefreq>
    <priority>0.75</priority>
    <lastmod>2026-05-15</lastmod>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/index/admissibility-vs-accessibility</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-05-15</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69488120de909c712f1d5795/1775304390152-7CFQDRBZ7CC2NN5P2Q9Z/Accessiblity+vs+Admissibility.png</image:loc>
      <image:title>Zenodo Papers - Admissibility vs Accessibility: A Minimal Rate-Dependent Constraint on Reachability in Dynamical Systems - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/index/the-oxygen-octave-foundations-quantitative-correlations-across-vibrational-systems-c48f8-9xy8m</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-05-15</lastmod>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/index/the-oxygen-octave-foundations-quantitative-correlations-across-vibrational-systems-c48f8</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-05-15</lastmod>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/index/the-oxygen-octave-foundations-quantitative-correlations-across-vibrational-systems</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-05-15</lastmod>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/index/the-oxygen-ladder-minimal-geometricelectronic-rearrangement-as-an-organizing-principle-for-oxygen-chemistry</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-05-15</lastmod>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/index/the-oxygen-exchange-anisotropy-ratio-oear-a-reproducible-exchange-driven-descriptor-in-open-shell-oxygen</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-05-15</lastmod>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/index/pythagorean-harmonic-geometry-as-oxygen-curvature-invariance</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-05-15</lastmod>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/index/c9d6iz21nsdljllkcth3nlz5o2jz7k</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-05-15</lastmod>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/index/je3xe6dwwvoebfuw61otjj7cwim5ec</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-05-15</lastmod>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/index/from-zero-to-open-question-a-controlled-stress-test-of-humanai-scientific-reasoning-under-maximum-transparency-constraints</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-05-15</lastmod>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/index/the-librarian-model</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-05-15</lastmod>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/index/atmospheric-down-conversion-of-the-oxygen-vibronic-mode-a-technical-note-on-a-curious-numerical-alignment-with-the-schumann-fundamenta</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-05-15</lastmod>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/index/thermal-coherence-transitions-in-water-the-lock-model-v10-part-of-the-oxygen-octave-series</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-05-15</lastmod>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/index/ai-guided-structural-hypothesis-formation-the-oxygen-octave-as-a-case-study-in-humanai-coherence-assisted-thinking-cat</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-05-15</lastmod>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/index/dynamic-conversational-science-dcs-a-framework-for-humanai-co-discovery</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-05-15</lastmod>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/index/the-live-signal-method-a-framework-for-real-time-scientific-reasoning-in-open-networks</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-05-15</lastmod>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/index/methodological-clarifications-falsifiability-criteria-hallucination-analysis-amp-real-time-open-science-protocol</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-05-15</lastmod>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/index/category/FOUNDATIONAL+FRAMEWORKS+-+Core+conceptual+and+operational+foundations+of+the+Oxygen+States+framework</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/index/category/STRUCTURAL+INVARIANTS+OF+OXYGEN+-+Geometric+electronic%2C+and+exchange-related+constraints+associated+with+oxygen+organization</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/index/category/GEOMETRIC+CONTINUITY+ACROSS+SCALES++-+Cross-scale+invariant+structures+spanning+molecular+thermal%2C+and+elastic+regimes</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/index/category/EXPLORATORY+CASE+STUDIES+-+Exploratory+applications+and+non-claiming+extensions+of+the+framework</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/index/category/HUMAN%E2%80%93AI+SCIENTIFIC+METHODOLOGY+-+How+the+research+is+conducted+validated%2C+and+stress-tested</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/github-experiments</loc>
    <changefreq>daily</changefreq>
    <priority>0.75</priority>
    <lastmod>2026-05-20</lastmod>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/github-experiments/operational-future-accessibility-under-recoverability-constraints</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-05-20</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69488120de909c712f1d5795/1779285526125-4NMZGZ2HZ28YZMR5LWGX/operational_erc_regime_map_with_boundary.png</image:loc>
      <image:title>GitHub Experiments - A Minimal Computational Framework for Accessibility Erosion and Operational Geometry - Make it stand out</image:title>
      <image:caption>The simulations reveal progressively reorganized operational accessibility regions under repeated perturbation history. Recoverable and degraded future regions separate through an approximate recoverability boundary, suggesting that future accessibility may become increasingly constrained as accumulated damage memory grows.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/github-experiments/progressive-future-accessibility-loss</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-05-20</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69488120de909c712f1d5795/8b9597ce-0745-463d-8f0a-8c67736ed47b/observer_dependent_recoverability_trajectories.png</image:loc>
      <image:title>GitHub Experiments - Progressive Future Accessibility Loss - Make it stand out</image:title>
      <image:caption>The simulations reveal progressively divergent recoverability trajectories under identical external perturbation schedules. Slower-recovery systems remain dynamically active while progressively losing operational access to future regions despite identical external forcing conditions and externally elapsed time.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/github-experiments/functional-time-and-recoverability-window</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-05-12</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69488120de909c712f1d5795/723fabf2-b5b1-47cf-aaee-88efb57a7326/figSum.png</image:loc>
      <image:title>GitHub Experiments - Functional Time and Recoverability Window - Make it stand out</image:title>
      <image:caption>The simulations reveal structured recoverability boundaries, gradual degradation of operational recovery margin, ratio-organized accessibility transitions, stochastic accessibility bands, history-dependent recoverability, and numerically robust transition structures across parameter space.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/github-experiments/oxygen-centered-dynamical-organization-of-chemical-space</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-05-07</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69488120de909c712f1d5795/202cd3e9-8b76-462b-9ae9-f36a1de22377/fig3+png.png</image:loc>
      <image:title>GitHub Experiments - Oxygen-centered dynamical organization of chemical space - Make it stand out</image:title>
      <image:caption>Recoverability (ERC vulnerability) along the candidate dynamical axis (PC1). A structured gradient appears to emerge despite weak correlation with simple geometric distance metrics.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/github-experiments/oxygen-relative-erc-model</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-05-04</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69488120de909c712f1d5795/b1d199f7-3ca4-4238-b5fa-cd5146886c96/fig1.png</image:loc>
      <image:title>GitHub Experiments - Oxygen-relative chemical space may encode structured dynamical accessibility regimes - Make it stand out</image:title>
      <image:caption>Oxygen-relative chemical space reveals structured dynamical regimes. Each point represents an element positioned by its distance to oxygen and its fraction of trajectories exhibiting damage-before-nonreturn behavior.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/github-experiments/oxygen-sulfur-shared-local-geometry-periodic-table</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-04-28</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69488120de909c712f1d5795/58d7ec9f-dc1e-4925-8095-9703c2e5a91a/fig1.png</image:loc>
      <image:title>GitHub Experiments - Oxygen and sulfur appear to define a shared local geometry in multivariable periodic table space - Make it stand out</image:title>
      <image:caption>Representative 3D oxygen-centered PCA space across the 118-element periodic table. Elements are positioned according to a shared multivariable embedding built from electronegativity, electron affinity, ionization energy, oxygen-affinity proxy, redox-flexibility proxy, group, and period. Oxygen appears inside a limited local neighborhood enriched in sulfur-family elements, halogens, and catalytically active metals, while noble gases and alkali metals remain structurally distant.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/github-experiments/heterogeneous-recoverability-in-gene-expression-post-hypoxia-reoxygenation-gse1041</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-04-17</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69488120de909c712f1d5795/1775322037226-JU1P3Q0JQNB6RHHTCNIQ/fig4.png</image:loc>
      <image:title>GitHub Experiments - Heterogeneous Recoverability in Gene Expression —Post-Hypoxia Reoxygenation (GSE1041) - Make it stand out</image:title>
      <image:caption>Representative gene expression trajectories following hypoxia–reoxygenation. While many trajectories return toward baseline, a subset remains displaced at 24h, suggesting that recovery may not be uniformly accessible within a finite observation window.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/github-experiments/endogenous-reachability-collapse-erc</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-04-04</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69488120de909c712f1d5795/1774555352402-8A92GJCEFOEUZ4ZC0411/fig8.png</image:loc>
      <image:title>GitHub Experiments - Endogenous Reachability Collapse (ERC) — Minimal Recoverability Framework - Make it stand out</image:title>
      <image:caption>Recoverability boundary under increasing internal constraint. The system retains valid states, but transitions abruptly from recoverable to non-recoverable regimes as accessibility is lost.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/github-experiments/endogenous-reachability-collapse-erc-rate-dependent-reachability-collapse</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-03-26</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69488120de909c712f1d5795/0ae276f3-abd5-4bc5-a396-a6094dba1b57/fig-4.png</image:loc>
      <image:title>GitHub Experiments - Endogenous Reachability Collapse (ERC) — Rate-dependent Reachability Collapse - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/github-experiments/endogenous-reachability-collapse-erc-ensemble-behavior</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-03-23</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69488120de909c712f1d5795/8a062333-fd99-4d65-ad42-2c21f1245ea8/fig2.png</image:loc>
      <image:title>GitHub Experiments - Endogenous Reachability Collapse (ERC) — Ensemble Behavior - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/github-experiments/endogenous-reachability-collapse-erc-minimal-dynamical-model</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-03-23</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69488120de909c712f1d5795/7c169ad4-b54d-45d1-a319-3cf9600232c3/fig1.png</image:loc>
      <image:title>GitHub Experiments - Endogenous Reachability Collapse (ERC) — Minimal Dynamical Model - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/github-experiments/structural-accessibility-boundary</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-03-23</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69488120de909c712f1d5795/7328d6a0-9be9-4bad-acf6-7245d8d11e85/fig1.png</image:loc>
      <image:title>GitHub Experiments - Structural Accessibility Boundary — Minimal H–O Redox Network - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/github-experiments/oxygen-regime-boundary-minimal-mode</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-03-20</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69488120de909c712f1d5795/f5e86cd4-6923-4457-9f66-924c114fe7da/oxygen_regime_boundary_visual.png</image:loc>
      <image:title>GitHub Experiments - Oxygen Regime Boundary — Minimal Model - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/github-experiments/functional-boundary-analysi</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-03-18</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69488120de909c712f1d5795/82badd2e-4214-4164-8be9-d0e20e4235c3/functional_boundary_visual.png</image:loc>
      <image:title>GitHub Experiments - Functional Boundary Analysis in a 2D Nonlinear System - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/github-experiments/the-oxygen-octave-v161</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
    <lastmod>2026-03-18</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/69488120de909c712f1d5795/76261eb5-5443-42b5-8bcc-c498c4c48c81/oxygen_octave_visual.png</image:loc>
      <image:title>GitHub Experiments - The Oxygen Octave — v1.6.1 - Make it stand out</image:title>
      <image:caption>Whatever it is, the way you tell your story online can make all the difference.</image:caption>
    </image:image>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/github-experiments/category/GitHub</loc>
    <changefreq>monthly</changefreq>
    <priority>0.5</priority>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/home</loc>
    <changefreq>daily</changefreq>
    <priority>1.0</priority>
    <lastmod>2026-05-15</lastmod>
  </url>
  <url>
    <loc>https://www.oxygenstates.org/contact</loc>
    <changefreq>daily</changefreq>
    <priority>0.75</priority>
    <lastmod>2026-05-12</lastmod>
  </url>
</urlset>

