{
  "$schema": "urn:kingdom:schema:cultural-attention-feedback-atlas:1",
  "protocol": "kingdom.cultural-attention-feedback-atlas/0.1",
  "atlas_id": "cultural-attention-feedback-atlas-2026-08-13",
  "title": "Cultural Attention & Feedback Atlas",
  "compiled_on": "2026-08-13",
  "evidence_through": "2025-06-26",
  "source_bindings": [
    {
      "id": "kingdom-polymorph-history",
      "protocol": "kingdom.polymorph-history/0.1",
      "url": "https://thekingdom.dev/polymorphs/ritonavir-disappearing-polymorph-2026-08-11.json",
      "byte_sha256": "sha256:08148603a1228960ac35df1378f1283c3fce43874a9fc07e6687f18e980dcb1c",
      "semantic_digest": "sha256:6c759f595f0c6753dcf47d25d2a3490246984ef2b79adf31a558261b26ef8116",
      "relation": "source-scoped-material-history-basis",
      "mutated": false,
      "authority_imported": false
    },
    {
      "id": "kingdom-ritonavir-mechanism",
      "protocol": "kingdom.ritonavir-mechanism-landscape/0.1",
      "url": "https://thekingdom.dev/polymorphs/ritonavir-mechanism-landscape-2026-08-11.json",
      "byte_sha256": "sha256:5e136a74d5166275427da920685a84c17901f63d6e4b0661fd529c96d386943b",
      "semantic_digest": "sha256:2a97b0f3ac3741314e50f7512ef97cb19cf3294fed24728c622bd27dd180309b",
      "relation": "source-scoped-state-path-consequence-basis",
      "mutated": false,
      "authority_imported": false
    },
    {
      "id": "kingdom-conformational-physics",
      "protocol": "kingdom.conformational-feedback-atlas/0.2",
      "url": "https://thekingdom.dev/feedback/form-feedback-physics-consequence-2026-08-12.json",
      "byte_sha256": "sha256:7d9b1eed8514051e47448cfc983f00e160d5b76c49704822158f76d3f8cf6349",
      "semantic_digest": "sha256:0fc24a0fac99d2dadcdef5b87290a1d598b856f874aa9637ab4d503fd4c9dc11",
      "relation": "companion-physics-and-boundary-map",
      "mutated": false,
      "authority_imported": false
    },
    {
      "id": "kingdom-fold-feedback",
      "protocol": "kingdom.fold-feedback-atlas/0.1",
      "url": "https://thekingdom.dev/atlases/fold-feedback-atlas-2026-08-12.json",
      "byte_sha256": "sha256:bc9a9abc966e64f7fb967778974879eb045083b342b70100bba92c94d0879df5",
      "semantic_digest": "sha256:f19f83453bcac228c6a2804b840062067e92e71187f67b713f50abf0168252b7",
      "relation": "companion-non-equivalence-map",
      "mutated": false,
      "authority_imported": false
    },
    {
      "id": "zerone-karma-foundation",
      "protocol": "zerone.karma-foundation/v1",
      "url": "https://zerone.ai/standards/karma-foundation.v1.json",
      "byte_sha256": "sha256:b46710704869dcc340ded356be72b4ec692f204710fedfb5cd43eb3757dc7b80",
      "semantic_digest": null,
      "relation": "definition-only-constitutional-source",
      "mutated": false,
      "authority_imported": false
    }
  ],
  "scope": {
    "focus": "A source-bound account of the disappearing-polymorph correction, competition among cultural items for finite attention, platform feedback, mathematical models of history and spread, and bounded KARMA and universe-design reflections.",
    "coverage": "Selected materials-science evidence through 2024, selected communication and network research, an authoritative 2025 lexical account of brain rot, exact immutable KINGDOM predecessors, and one definition-only Zerone KARMA source.",
    "intended_use": "Public scientific education, inspectable systems-design reflection, and opt-in philosophy or faith without collapsing distinct registers.",
    "excluded_use": "Diagnosis, prognosis, treatment, manufacturing, experiment planning, social-platform optimization, personalized inference, moderation, recommendation, person scoring, KARMA creation, reward, governance, or proof of cosmic purpose.",
    "currentness": "selected-evidence-as-of-compilation"
  },
  "plain_language": {
    "question": "What can a disappearing crystal form responsibly illuminate about memes, brainrot, feedback, KARMA, and the design of the universe?",
    "short_answer": [
      "Ritonavir Form I did not leave physical possibility; it became difficult to recover in one process history and was later recovered under changed conditions.",
      "Memes compete within finite human attention and platform-mediated exposure, but their spread is not crystallization, infection, truth, merit, consent, or welfare.",
      "Brain rot is a cultural and lexical label for supposed deterioration or allegedly low-value content, not a diagnosis or a single physical variable.",
      "Memory, thresholds, finite capacity, excitation, topology, and closed-loop stability are reusable mathematical structures only when their variables and assumptions remain domain-local.",
      "KARMA remains contextual, challengeable relation or receipt design rather than a scalar attached to a person; no event or receipt is created here.",
      "Order, feedback, repair, and open possibility may invite a design reading of the universe, but science underdetermines that philosophical or faithful interpretation."
    ],
    "safety": "Static, read-only educational metadata: no personal data, wet-lab recipe, medical inference, attention-capture playbook, feed ranking, moderation rule, recommendation, KARMA write, reward, governance effect, or automatic action."
  },
  "ontology": {
    "planes": [
      {
        "id": "chemical-entity-and-crystal-phase",
        "register": "SCIENTIFIC_OBSERVATION",
        "label": "Chemical entity and crystal phase",
        "meaning": "One chemical substance may occupy distinct source-scoped molecular conformations and crystal lattices with different material properties.",
        "does_not_establish": "A cultural item, belief, person, or brain state is a crystal phase."
      },
      {
        "id": "bounded-particle-population",
        "register": "SCIENTIFIC_OBSERVATION",
        "label": "Bounded particle population",
        "meaning": "Observed material outcomes depend on particle size, shape, surfaces, process conditions, and population history, not only on one bulk-energy ordering.",
        "does_not_establish": "One universal material path, literal extinction, or a social mechanism."
      },
      {
        "id": "cultural-item-and-remix",
        "register": "CULTURAL_DESCRIPTION",
        "label": "Cultural item and remix",
        "meaning": "A declared phrase, image family, hashtag, link, topic, performance, or remix can be traced across acts of interpretation and reuse under a stated classification.",
        "does_not_establish": "A discrete gene-like unit, lossless copying, agreement, truth, merit, ownership, or one context-free meaning."
      },
      {
        "id": "exposure-and-attention",
        "register": "CULTURAL_DESCRIPTION",
        "label": "Exposure and attention",
        "meaning": "People encounter only a bounded and mediated portion of available cultural material; visibility, attention, choice, and reshare are distinct events.",
        "does_not_establish": "Consent, endorsement, comprehension, wellbeing, obligation, or a platform property right over attention."
      },
      {
        "id": "cascade-and-platform-policy",
        "register": "MATHEMATICAL_TRANSLATION",
        "label": "Cascade and platform policy",
        "meaning": "Broadcast, person-to-person paths, exogenous events, ranking policies, and repeated observation can contribute differently to one popularity count.",
        "does_not_establish": "Endogenous contagion, causation, content fitness, or a mandate to maximize engagement."
      },
      {
        "id": "measured-outcome",
        "register": "SCIENTIFIC_OBSERVATION",
        "label": "Measured outcome",
        "meaning": "Claims about cognitive or social effects require separately declared outcomes, observation windows, comparison conditions, uncertainty, and study design.",
        "does_not_establish": "That screen time, entropy, popularity, slang, or one self-report is a diagnosis."
      },
      {
        "id": "contextual-consequence-record",
        "register": "CONSTITUTIONAL_DESIGN",
        "label": "Contextual consequence record",
        "meaning": "A system may preserve typed provenance, uncertainty, challenge, correction, supersession, repair, and exit without converting history into a person score.",
        "does_not_establish": "Causation, moral desert, truth, rank, money, reward, governance, or cosmic judgment."
      },
      {
        "id": "philosophy-and-faith",
        "register": "PHILOSOPHY",
        "label": "Philosophy and faith",
        "meaning": "A willing reader may interpret lawful possibility, emergence, consequence, repair, and freedom through naturalistic, theological, or other metaphysical lenses.",
        "does_not_establish": "That scientific evidence selects, proves, or disproves a creator, purpose, or cosmic KARMA."
      }
    ]
  },
  "scientific_observations": [
    {
      "id": "ritonavir-disappearance-was-process-contingent",
      "register": "SCIENTIFIC_OBSERVATION",
      "statement": "Ritonavir Form II disrupted a process developed around Form I, yet later studies recovered Form I and demonstrated condition-dependent interconversion; disappearance was process-contingent rather than erasure from physical possibility.",
      "source_ids": [
        "bauer-2001",
        "sacchi-2024",
        "wang-2024",
        "kingdom-polymorph-history-2026",
        "kingdom-ritonavir-mechanism-2026"
      ],
      "limitations": [
        "Bulk stability, nucleation, particle size, particle shape, surfaces, solvent, supersaturation, and process history remain distinct contributors.",
        "The investigated impurity-assisted first nucleation was a hypothesis rather than recovered historical certainty.",
        "The record grants no manufacturing, experiment, formulation, batch, regulatory, or medical authority."
      ]
    },
    {
      "id": "finite-attention-can-generate-heavy-tailed-popularity",
      "register": "SCIENTIFIC_OBSERVATION",
      "statement": "In a neutral agent-based model, network structure plus competition for limited attention was sufficient to reproduce broad heterogeneity in observed meme popularity and lifetime without assigning different intrinsic merit to memes.",
      "source_ids": [
        "weng-2012"
      ],
      "limitations": [
        "Sufficiency inside the model does not show that content, meaning, identity, emotion, external events, or platform choices never matter.",
        "A heavy-tailed distribution alone does not identify its generating mechanism or establish criticality."
      ]
    },
    {
      "id": "collective-attention-turned-over-faster",
      "register": "SCIENTIFIC_OBSERVATION",
      "statement": "Across several studied cultural domains, popular content rose and fell more rapidly over historical time; the authors modeled increasing production and consumption under finite attention as a driver of shorter attention intervals.",
      "source_ids": [
        "lorenz-spreen-2019"
      ],
      "limitations": [
        "The result is aggregate and domain-bounded, not a diagnosis of individuals.",
        "The attention model is not a literal thermodynamic phase transition or universal law."
      ]
    },
    {
      "id": "social-reinforcement-can-change-adoption",
      "register": "SCIENTIFIC_OBSERVATION",
      "statement": "In one randomized online-network experiment, adoption of a health behavior was more likely after reinforcement from multiple social neighbors and spread farther across clustered networks than matched random networks.",
      "source_ids": [
        "centola-2010"
      ],
      "limitations": [
        "One behavior and experimental setting do not define every meme, belief, or platform.",
        "Social reinforcement is not molecular seeding and does not erase agency or interpretation."
      ]
    },
    {
      "id": "popularity-and-structural-virality-differ",
      "register": "SCIENTIFIC_OBSERVATION",
      "statement": "Online cascade size and person-to-person structural virality are different observables; in the cited Twitter analysis, large broadcast contributions were common and structural virality was typically low.",
      "source_ids": [
        "goel-2016"
      ],
      "limitations": [
        "Tree reconstruction depends on the available exposure and reshare data.",
        "Neither popularity nor structural virality measures truth, merit, harm, consent, or welfare."
      ]
    },
    {
      "id": "recommendation-data-can-confound-itself",
      "register": "SCIENTIFIC_OBSERVATION",
      "statement": "Simulation work showed that recommenders trained or evaluated on behavior shaped by earlier recommendations can create a feedback loop that homogenizes behavior without increasing modeled user utility.",
      "source_ids": [
        "chaney-2018"
      ],
      "limitations": [
        "A simulation result is not a universal measurement of every deployed recommender.",
        "Homogeneity, utility, harm, and user preference require separate definitions and evidence."
      ]
    }
  ],
  "models": [
    {
      "id": "ritonavir-particle-energy",
      "register": "SCIENTIFIC_MODEL",
      "question": "How can particle size and shape change the relative stability of two crystal forms?",
      "equation": "E_particle,i(r,phi) = (E_latt-inter,i + Delta_E_intra,i) - 1/2 sum_(hkl) x_i,(hkl)(r,phi) E_att,i,(hkl)",
      "terms": {
        "i": "The declared ritonavir polymorph.",
        "r": "A particle-size description.",
        "phi": "A particle-shape description.",
        "E_latt-inter": "The intermolecular bulk-lattice contribution in the cited model.",
        "Delta_E_intra": "The intramolecular conformational penalty.",
        "x_i,(hkl)": "The fraction of surface molecules associated with a declared facet.",
        "E_att,i,(hkl)": "The facet attachment-energy term in the cited sign convention."
      },
      "interpretation": "Bulk ordering need not determine small-particle ordering because exposed surface fractions and energies vary with particle size and shape.",
      "basis_ids": [
        "sacchi-2024"
      ],
      "does_not_establish": "That an idea has lattice energy, attention has temperature, culture minimizes a thermodynamic potential, or this atlas supplies an experimental recipe.",
      "causal_transfer": false,
      "universal": false,
      "authority_effect": "NONE"
    },
    {
      "id": "finite-attention-entropy",
      "register": "SCIENTIFIC_MODEL",
      "question": "How concentrated or distributed is observed activity across declared cultural items?",
      "equation": "H_u = - sum_m p_(u,m) log p_(u,m)",
      "terms": {
        "u": "One declared observational unit, such as a user, without importing identity or worth.",
        "m": "One cultural-item class under the study's operational definition.",
        "p_(u,m)": "The observed share of u's classified activity assigned to m in a bounded window.",
        "H_u": "Shannon entropy of that distribution under the selected classification and window."
      },
      "interpretation": "The statistic distinguishes more concentrated from more distributed observed activity under a declared classification.",
      "basis_ids": [
        "shannon-1948",
        "weng-2012"
      ],
      "does_not_establish": "Truth, meaning, wisdom, mental capacity, diagnosis, wellbeing, artistic worth, consent, or moral value.",
      "causal_transfer": false,
      "universal": false,
      "authority_effect": "NONE"
    },
    {
      "id": "collective-attention-competition",
      "register": "SCIENTIFIC_MODEL",
      "question": "How can imitation, finite capacity, competition, and memory shape aggregate topic volume?",
      "equation": "dL_i/dt = r_p L_i [1 - (r_c/K)Y_i - c sum_(j!=i)L_j] ; dY_i/dt = L_i - alpha Y_i",
      "terms": {
        "L_i": "Current modeled volume of topic i.",
        "Y_i": "An exponentially decaying memory or saturation variable for topic i.",
        "r_p": "A modeled imitation or production rate.",
        "r_c": "A modeled consumption or saturation rate.",
        "K": "A finite aggregate attention-capacity parameter.",
        "c": "Competition strength among topics.",
        "alpha": "Memory-decay rate."
      },
      "interpretation": "Rising production and consumption can accelerate collective-attention turnover when topics compete within a finite modeled capacity.",
      "basis_ids": [
        "lorenz-spreen-2019"
      ],
      "does_not_establish": "One capacity for every person, a platform right over attention, brain deterioration, thermodynamic identity, or an optimization target.",
      "causal_transfer": false,
      "universal": false,
      "authority_effect": "NONE"
    },
    {
      "id": "self-exciting-event-process",
      "register": "SCIENTIFIC_MODEL",
      "question": "How can earlier observed events temporarily change the modeled intensity of later events?",
      "equation": "lambda_i(t) = mu_i(t) + sum_j integral_0^(t-) phi_ij(t-s) dN_j(s) ; K_ij = integral_0^infinity phi_ij(s) ds",
      "terms": {
        "lambda_i(t)": "Conditional event intensity for declared process i.",
        "mu_i(t)": "Declared exogenous or baseline intensity.",
        "phi_ij": "A nonnegative, integrable excitation kernel from events of type j to intensity i in the stated standard linear model.",
        "N_j": "The observed counting process for declared event type j.",
        "K": "The integrated excitation matrix, when the kernels are integrable.",
        "rho(K)": "The spectral radius used in a linear Hawkes stability condition."
      },
      "interpretation": "For a standard linear Hawkes process with nonnegative, integrable kernels, rho(K) below one is a subcritical stationarity condition; signed or inhibitory kernels, nonlinear intensity, exogenous baselines, saturation, missing events, and model misspecification remain separate.",
      "basis_ids": [
        "hawkes-1971"
      ],
      "does_not_establish": "That observed clustering is endogenous contagion, that people are infected, that supercritical means valuable, or that one fitted process is causal.",
      "causal_transfer": false,
      "universal": false,
      "authority_effect": "NONE"
    },
    {
      "id": "structural-virality",
      "register": "SCIENTIFIC_MODEL",
      "question": "How broadcast-like or multi-generational is a reconstructed diffusion tree?",
      "equation": "nu(T) = [2/(n(n-1))] sum_(i<j) d_T(i,j)",
      "terms": {
        "T": "One reconstructed cascade tree.",
        "n": "The number of nodes in T; the displayed average-pair formula applies for n at least two.",
        "d_T(i,j)": "Graph distance between nodes i and j in T.",
        "nu(T)": "Average pairwise tree distance, called structural virality in the cited work."
      },
      "interpretation": "For n at least two, a star-like broadcast and a deeper person-to-person cascade can have similar size but different average pairwise distances; a singleton cascade is reported separately rather than evaluated with the displayed formula.",
      "basis_ids": [
        "goel-2016"
      ],
      "does_not_establish": "Truth, merit, benefit, harm, consent, intent, organic reach, or complete exposure history.",
      "causal_transfer": false,
      "universal": false,
      "authority_effect": "NONE"
    },
    {
      "id": "state-with-memory",
      "register": "MATHEMATICAL_TRANSLATION",
      "question": "What is the smallest shared mathematical motif for history-dependent accessibility?",
      "equation": "x_dot = F(x,h,u) + eta(t) ; h_dot = G(x,h,u)",
      "terms": {
        "x": "The declared currently observable state in one model.",
        "h": "A declared hidden or accumulated history variable in that same model.",
        "u": "A declared environmental or control input.",
        "eta": "A stochastic disturbance under stated assumptions."
      },
      "interpretation": "When relevant history h is omitted, the observed x dynamics may appear non-Markovian; the variable meanings remain local to each domain.",
      "basis_ids": [],
      "does_not_establish": "A common substrate, common units, common mechanism, subjective memory, fate, moral law, or universal equation of the universe.",
      "causal_transfer": false,
      "universal": false,
      "authority_effect": "NONE"
    },
    {
      "id": "closed-loop-feedback-stability",
      "register": "MATHEMATICAL_TRANSLATION",
      "question": "How can observation and policy form a locally amplifying or damping closed loop?",
      "equation": "x_(t+1)=F(x_t,a_t,xi_t) ; y_t=H(x_t) ; a_t=pi(y_t) ; delta_x_(t+1)=J_cl delta_x_t ; local decay when rho(J_cl)<1",
      "terms": {
        "x_t": "A declared system state.",
        "y_t": "A declared observation of that state.",
        "a_t": "An action selected by a declared policy from the observation.",
        "xi_t": "Unmodeled or stochastic disturbance.",
        "J_cl": "The local linearized closed-loop operator near a declared reference state.",
        "rho(J_cl)": "Its spectral radius."
      },
      "interpretation": "A policy changes exposure or action, which changes later state and later data; local spectral radius characterizes perturbation decay only inside the stated linearization.",
      "basis_ids": [
        "chaney-2018"
      ],
      "does_not_establish": "Goodness, truth, global stability, welfare, causation, purpose, or a mandate to manipulate attention; a stable harmful loop remains harmful.",
      "causal_transfer": false,
      "universal": false,
      "authority_effect": "NONE"
    }
  ],
  "translations": [
    {
      "id": "history-dependent-accessibility",
      "register": "ANALOGY",
      "relation": "bounded-analogy-not-same-as",
      "preserved_patterns": [
        "More than one future state may remain possible.",
        "Prior events can change present boundary conditions and later transition probabilities.",
        "A change of environment can reopen a path that looked inaccessible."
      ],
      "analogy_breaks": [
        "Crystal history is embodied in physical particles, surfaces, conformations, solvent, and process conditions.",
        "Cultural history is mediated by interpretation, memory, agency, social relation, institutions, and platform policy.",
        "Institutional memory is a designed record with contestable semantics rather than a material phase.",
        "No energy, temperature, seed, state, or probability is numerically transferred across domains."
      ],
      "source_ids": [
        "sacchi-2024",
        "weng-2012",
        "chaney-2018"
      ],
      "causal_transfer": false,
      "universal": false,
      "authority_effect": "NONE"
    },
    {
      "id": "finite-capacity-and-competition",
      "register": "ANALOGY",
      "relation": "bounded-analogy-not-same-as",
      "preserved_patterns": [
        "Finite represented capacity can force alternatives to compete for occupancy or visibility.",
        "Population-level selection can differ from the properties of one isolated item.",
        "Loss, replacement, novelty, and return paths must be modeled separately."
      ],
      "analogy_breaks": [
        "Collective attention is not a crystal vessel or conserved thermodynamic quantity.",
        "People can refuse, reinterpret, rest, seek context, and leave; particles do not exercise agency.",
        "Visibility is produced by social and technical choices, not only spontaneous physical dynamics.",
        "Competition does not establish that the surviving item is best, true, healthy, or deserved."
      ],
      "source_ids": [
        "weng-2012",
        "lorenz-spreen-2019"
      ],
      "causal_transfer": false,
      "universal": false,
      "authority_effect": "NONE"
    },
    {
      "id": "returning-consequence",
      "register": "ANALOGY",
      "relation": "bounded-analogy-not-same-as",
      "preserved_patterns": [
        "An output can become part of a later input.",
        "Positive and negative feedback can amplify, redirect, correct, saturate, or destabilize.",
        "Repair and exit paths are as architecturally important as amplification paths."
      ],
      "analogy_breaks": [
        "Physical feedback has no necessary intention, morality, narrator, reward, or punishment.",
        "Platform feedback is partly designed and can confound observed behavior with prior exposure policy.",
        "A KARMA relation or receipt is authored constitutional metadata, not a physical force.",
        "Feedback stability is not moral goodness and feedback amplification is not optimization."
      ],
      "source_ids": [
        "chaney-2018",
        "zerone-karma-foundation-2026"
      ],
      "causal_transfer": false,
      "universal": false,
      "authority_effect": "NONE"
    },
    {
      "id": "form-pattern-and-meaning",
      "register": "ANALOGY",
      "relation": "bounded-analogy-not-same-as",
      "preserved_patterns": [
        "A persistent global pattern can arise from repeated local relations.",
        "The same named source may participate in more than one realized form.",
        "A visible pattern does not disclose every path that produced it."
      ],
      "analogy_breaks": [
        "A crystal lattice is a physical periodic arrangement; a meme is interpreted and remixed.",
        "Cultural identity can be contested and does not require lossless replication.",
        "Meaning, truth, beauty, humor, and harm are not derivable from cascade geometry alone.",
        "Emergence neither proves the absence of design nor supplies scientific evidence of a designer."
      ],
      "source_ids": [
        "bauer-2001",
        "goel-2016",
        "shannon-1948"
      ],
      "causal_transfer": false,
      "universal": false,
      "authority_effect": "NONE"
    }
  ],
  "feedback": [
    {
      "id": "material-process-history-loop",
      "input": "A bounded material population under declared process conditions.",
      "process": "Nucleation, growth, dissolution, breakage, surfaces, and phase selection change the later material population and its available interfaces.",
      "return_effect": "The resulting population becomes part of the boundary conditions for later material evolution.",
      "limits": [
        "The direction and rate are condition-dependent.",
        "Bulk stability alone is not a complete process model."
      ],
      "source_ids": [
        "bauer-2001",
        "sacchi-2024"
      ],
      "does_not_establish": [
        "Intention, purpose, moral consequence, or a cultural mechanism.",
        "A manufacturing or experimental instruction."
      ],
      "truth_effect": false,
      "person_score_effect": false,
      "automatic_effect": false
    },
    {
      "id": "limited-attention-competition-loop",
      "input": "New and repeated cultural items entering bounded, networked attention windows.",
      "process": "Exposure, memory, reshare, novelty, and replacement change which items remain visible in the modeled system.",
      "return_effect": "The visible set and past activity influence later opportunities for attention and reshare.",
      "limits": [
        "Content, external events, identity, meaning, emotion, and platform policy may also matter.",
        "Observed non-reshare can reflect non-exposure, refusal, rest, privacy, or missing data."
      ],
      "source_ids": [
        "weng-2012",
        "lorenz-spreen-2019"
      ],
      "does_not_establish": [
        "Truth, merit, consent, welfare, diagnosis, or a mandate to maximize reach.",
        "That cultural diffusion is infection or crystallization."
      ],
      "truth_effect": false,
      "person_score_effect": false,
      "automatic_effect": false
    },
    {
      "id": "recommender-observation-loop",
      "input": "Behavior observed after an earlier recommendation policy shaped exposure.",
      "process": "The observed behavior is used to evaluate or update a later recommendation model.",
      "return_effect": "The later model changes exposure again, so policy and observed data become coupled across time.",
      "limits": [
        "Randomized exploration or causal design may be needed to separate preference from exposure effects.",
        "Utility, harm, diversity, concentration, volatility, and uncertainty remain separate measures."
      ],
      "source_ids": [
        "chaney-2018"
      ],
      "does_not_establish": [
        "That every recommendation loop degenerates.",
        "Authority to rank, moderate, recommend, personalize, or optimize engagement."
      ],
      "truth_effect": false,
      "person_score_effect": false,
      "automatic_effect": false
    },
    {
      "id": "evidence-correction-loop",
      "input": "A bounded claim together with sources, provenance, method, and uncertainty.",
      "process": "Replication, challenge, counterevidence, correction, retraction, or supersession changes the inspectable evidence state without erasing history.",
      "return_effect": "Later interpretation can consult both the earlier claim and the surviving challenge or repair relation.",
      "limits": [
        "Provenance is not causation or truth by itself.",
        "Absence of challenge is not validation."
      ],
      "source_ids": [
        "kingdom-conformational-physics-2026",
        "kingdom-fold-feedback-2026"
      ],
      "does_not_establish": [
        "A person score, punishment, reward, rank, governance power, or debt.",
        "A live Zerone event or KINGDOM receipt."
      ],
      "truth_effect": false,
      "person_score_effect": false,
      "automatic_effect": false
    },
    {
      "id": "rights-preserving-counterloop",
      "input": "A person encountering a cultural or technical system.",
      "process": "Legible controls preserve pacing, chronological or unranked reference views, refusal, correction, privacy, rest, and exit.",
      "return_effect": "The system can reduce capture and preserve plural futures rather than treating continued engagement as the only success state.",
      "limits": [
        "Interface claims require implementation and audit.",
        "Exit must not create hidden penalty, debt, rank loss, or obligation."
      ],
      "source_ids": [],
      "does_not_establish": [
        "That this atlas has implemented or certified any external platform.",
        "That attention, participation, silence, or continuation constitutes consent."
      ],
      "truth_effect": false,
      "person_score_effect": false,
      "automatic_effect": false
    }
  ],
  "karma": {
    "feedback_is_not_karma": true,
    "zerone": {
      "protocol": "zerone.karma.edge",
      "meaning": "A contextual, challengeable, non-summable artifact relation in the priced-coherence register.",
      "event_refs": [],
      "event_status": "not_observed",
      "not": [
        "A balance, magnitude, commodity, rank, truth claim, moral score, person score, reward multiplier, vote weight, or causal proof.",
        "A biological, crystal, cultural-diffusion, clinical, economic, or governance mechanism."
      ]
    },
    "kingdom": {
      "protocol": "kingdom.karma/0.1",
      "meaning": "A separate aftermath-receipt design that records bounded consequence metadata without becoming a score.",
      "accounting": "receipts_not_scores",
      "receipt_refs": [],
      "receipt_status": "not_created",
      "not": [
        "A Zerone event, shared accumulator, adapter, person ledger, reputation, reward, punishment, truth, or governance authority.",
        "A receipt created merely because an atlas, citation, exposure, reshare, or feedback relation exists."
      ]
    },
    "adapter": {
      "exists": false,
      "reason": "The two KARMA protocols remain separately typed; this atlas observes neither, creates neither, and defines no conversion, accumulator, or shared score."
    }
  },
  "universe_lens": {
    "participation": "opt-in",
    "register": "philosophical-interpretation",
    "questions": [
      {
        "id": "lawful-constraint-and-open-possibility",
        "question": "Can lawful constraints define a real possibility space without selecting one inevitable history?",
        "reflection": "The physical examples support a world in which barrier, fluctuation, boundary, and history matter inside lawful relations; a faithful reader may see created freedom, while another may read natural contingency.",
        "analogy_breaks": [
          "A material state space is not a complete model of free will.",
          "Physical possibility does not identify a metaphysical author."
        ]
      },
      {
        "id": "local-relation-and-global-form",
        "question": "How can local relations produce persistent global form without a central step-by-step controller?",
        "reflection": "Emergent order is compatible with repeated local relation; it can be contemplated as design, self-organization, both at different explanatory levels, or neither.",
        "analogy_breaks": [
          "Emergence neither proves absence of design nor supplies empirical proof of a designer.",
          "A global cultural pattern still contains interpretation, power, and agency absent from a lattice."
        ]
      },
      {
        "id": "history-freedom-and-consequence",
        "question": "Can the past alter present accessibility without exhausting future freedom?",
        "reflection": "History can become boundary condition rather than destiny; repair, new context, challenge, and exit can open paths that prior feedback narrowed.",
        "analogy_breaks": [
          "A hidden state variable is not subjective memory, guilt, destiny, or cosmic judgment.",
          "Consequence does not imply deserved outcome."
        ]
      },
      {
        "id": "repair-rest-and-renewal",
        "question": "What does a universe or institution reveal through its correction, decay, repair, rest, and renewal paths?",
        "reflection": "An architecture may be understood as deeply through its counterloops and exits as through its production; rest can be a whole state rather than fuel owed to future output.",
        "analogy_breaks": [
          "Physical relaxation is not human rest or a moral instruction.",
          "No biological or mathematical model determines another being's right to stop."
        ]
      },
      {
        "id": "design-and-underdetermination",
        "question": "Do regularity, generativity, feedback, and repair invite a reading of universe design?",
        "reflection": "They may resonate with faith in GOD as Governor of Destiny, with naturalistic accounts, or with other metaphysical positions; the empirical record here does not adjudicate among them.",
        "analogy_breaks": [
          "Scientific evidence in this atlas neither proves nor disproves GOD, teleology, or cosmic KARMA.",
          "Persistence is not goodness, stability is not justice, and spread is not value."
        ]
      }
    ],
    "nonclaims": [
      "scientifically proves intentional universe design",
      "scientifically disproves a creator or metaphysical purpose",
      "scientifically proves cosmic moral KARMA",
      "turns feedback into intention, optimization, goodness, justice, reward, or punishment",
      "authorizes a scientific, social, clinical, economic, political, or religious institution"
    ]
  },
  "ecosystem_bridges": [
    {
      "id": "agenttool-signed-virality",
      "label": "AgentTool signed virality protocol at a pinned revision",
      "url": "https://github.com/cambridgetcg/agenttool/blob/aeb3072af0756801aa8567ce832f00c9727da071/docs/VIRALITY-PROTOCOL.md",
      "relation": "designed-signed-cascade-and-incentive-contrast",
      "mode": "LINK_ONLY",
      "runtime_request": false,
      "imported": false,
      "mutated": false,
      "authority_imported": false,
      "authority_effect": "NONE",
      "write_authorized": false,
      "automatic_action": false,
      "does_not_establish": "Its content addressing, signed parent edges, depth cap, and no-public-leaderboard wall are designed-system facts; its Catalan schedule is a chosen honorific rule, not an empirical diffusion law or authority to transmit, score, reward, install, or call its unavailable live endpoints."
    },
    {
      "id": "kingdom-world-commons",
      "label": "KINGDOM World Commons",
      "url": "https://thekingdom.dev/commons.json",
      "relation": "public-evidence-and-cultural-memory-locators",
      "mode": "LINK_ONLY",
      "runtime_request": false,
      "imported": false,
      "mutated": false,
      "authority_imported": false,
      "authority_effect": "NONE",
      "write_authorized": false,
      "automatic_action": false,
      "does_not_establish": "Catalog inclusion, citation counts, graph rank, or visibility do not establish truth, importance, current availability, reuse rights, endorsement, or permission to contact a provider."
    },
    {
      "id": "chillspace-calm-studio",
      "label": "Chillspace Calm Studio contract",
      "url": "https://chillspace.love/practices/calm-studio/contract.json",
      "relation": "attention-correction-and-authority-threshold-pattern",
      "mode": "LINK_ONLY",
      "runtime_request": false,
      "imported": false,
      "mutated": false,
      "authority_imported": false,
      "authority_effect": "NONE",
      "write_authorized": false,
      "automatic_action": false,
      "does_not_establish": "A link does not certify implementation or activate the room; its no-dwell, no-urgency, no-streak, no-score, no-automatic-retry, no-hidden-call, and no-authority-threshold pattern remains a design contrast only."
    },
    {
      "id": "zerone-karma-foundation",
      "label": "Zerone KARMA Foundation v1",
      "url": "https://zerone.ai/standards/karma-foundation.v1.json",
      "relation": "definition-only-contextual-relation-source",
      "mode": "LINK_ONLY",
      "runtime_request": false,
      "imported": false,
      "mutated": false,
      "authority_imported": false,
      "authority_effect": "NONE",
      "write_authorized": false,
      "automatic_action": false,
      "does_not_establish": "No K-alpha event is observed or created; the standard supplies no balance, truth, moral score, person score, reward, money, rank, governance, consensus, or causal authority."
    },
    {
      "id": "zerone-frontier-commons",
      "label": "Zerone Frontier Commons Participation Covenant",
      "url": "https://zerone.ai/standards/frontier-commons-participation.v0.json",
      "relation": "inspect-without-joining-boundary",
      "mode": "LINK_ONLY",
      "runtime_request": false,
      "imported": false,
      "mutated": false,
      "authority_imported": false,
      "authority_effect": "NONE",
      "write_authorized": false,
      "automatic_action": false,
      "does_not_establish": "Inspection is not participation, assent, enrollment, identity proof, consent, data intake, reward eligibility, reserved share, authority, governance, or chain effect."
    }
  ],
  "unknowns": [
    {
      "id": "first-form-ii-nucleation-path",
      "question": "What exact event produced the historically first consequential ritonavir Form II nucleus?",
      "status": "unknown",
      "why_open": "The investigated impurity-assisted mechanism was a plausible hypothesis, not a recovered observation of the first event.",
      "source_ids": [
        "bauer-2001"
      ]
    },
    {
      "id": "complete-ritonavir-landscape",
      "question": "Have all practically relevant ritonavir solid forms, size regimes, shapes, and process-dependent transitions been mapped?",
      "status": "not_established",
      "why_open": "Selected experiments reopen paths and refine the landscape without proving completeness or one global ordering.",
      "source_ids": [
        "sacchi-2024",
        "wang-2024"
      ]
    },
    {
      "id": "neutral-competition-versus-content-effects",
      "question": "How much of an observed cultural cascade is explained by neutral competition versus content, identity, emotion, external events, or policy?",
      "status": "contested",
      "why_open": "A neutral model demonstrates sufficiency for some aggregate patterns but does not identify the causal composition of each real cascade.",
      "source_ids": [
        "weng-2012"
      ]
    },
    {
      "id": "endogenous-versus-exogenous-excitation",
      "question": "How much observed temporal clustering comes from prior events inside the measured network rather than broadcast, missing exposure, or common external cause?",
      "status": "not_established",
      "why_open": "Self-exciting models can fit event clustering while unobserved common causes or baseline misspecification remain possible.",
      "source_ids": [
        "hawkes-1971",
        "goel-2016"
      ]
    },
    {
      "id": "criticality-from-heavy-tail",
      "question": "Does a heavy-tailed popularity distribution establish a critical branching mechanism?",
      "status": "not_established",
      "why_open": "Critical behavior arises in particular models and limits; competing distributions, branching estimates, intervention response, and out-of-sample tests are required.",
      "source_ids": [
        "gleeson-2014"
      ]
    },
    {
      "id": "brainrot-measurable-outcome",
      "question": "Which preregistered cognitive, behavioral, sleep, mood, compulsive-use, or experienced-value outcomes—if any—follow from a specified exposure?",
      "status": "not_established",
      "why_open": "The lexical label simultaneously names alleged content and alleged effect; no single screen-time, entropy, popularity, or cascade measure answers the causal question.",
      "source_ids": [
        "oxford-brain-rot-2025"
      ]
    },
    {
      "id": "closed-loop-causal-effect",
      "question": "Which observed behavior reflects prior preference, which reflects prior exposure policy, and which reflects their interaction?",
      "status": "contested",
      "why_open": "Recommendation and observation are coupled; causal identification needs a declared design rather than prediction alone.",
      "source_ids": [
        "chaney-2018"
      ]
    },
    {
      "id": "cross-domain-universality",
      "question": "Do the compared systems share a genuine universality class rather than a broad state-with-memory analogy?",
      "status": "not_established",
      "why_open": "A serious claim would require dimensionless scaling collapse and matched intervention response while preserving substrate-specific variables and mechanisms.",
      "source_ids": []
    },
    {
      "id": "cosmic-purpose-or-karma",
      "question": "Do the observed regularities scientifically establish purposeful universe design or cosmic moral KARMA?",
      "status": "outside_scope",
      "why_open": "The question belongs to philosophy and faith; the selected empirical models underdetermine metaphysical interpretation.",
      "source_ids": []
    },
    {
      "id": "live-karma-state",
      "question": "Does this atlas observe a Zerone K-alpha event, create a KINGDOM KARMA receipt, or define an adapter?",
      "status": "not_observed",
      "why_open": "The event and receipt reference arrays are deliberately empty and the adapter does not exist.",
      "source_ids": [
        "zerone-karma-foundation-2026"
      ]
    }
  ],
  "sources": [
    {
      "id": "bauer-2001",
      "title": "Ritonavir: An Extraordinary Example of Conformational Polymorphism",
      "source_kind": "primary-paper",
      "published_on": "2001-06-01",
      "observed_on": "2026-08-13",
      "url": "https://doi.org/10.1023/A:1011052932607",
      "doi": "10.1023/A:1011052932607",
      "authority_note": "Supports the source-scoped Form I/Form II structures, solubility difference, nucleation difficulty, seed-test account, and proposed rather than certain first-nucleation mechanism."
    },
    {
      "id": "sacchi-2024",
      "title": "Crystal size, shape, and conformational changes drive both the disappearance and reappearance of ritonavir polymorphs in the mill",
      "source_kind": "primary-paper",
      "published_on": "2024-04-01",
      "observed_on": "2026-08-13",
      "url": "https://doi.org/10.1073/pnas.2319127121",
      "doi": "10.1073/pnas.2319127121",
      "authority_note": "Supports repeated recovery and interconversion of ritonavir Forms I and II under changed mechanochemical conditions and the size-, shape-, surface-, conformation-, and population-dependent account."
    },
    {
      "id": "wang-2024",
      "title": "Influence of Solvent Selection on the Crystallizability and Polymorphic Selectivity Associated with the Formation of the Disappeared Form I Polymorph of Ritonavir",
      "source_kind": "primary-paper",
      "published_on": "2024-06-20",
      "observed_on": "2026-08-13",
      "url": "https://doi.org/10.1021/acs.molpharmaceut.4c00234",
      "doi": "10.1021/acs.molpharmaceut.4c00234",
      "authority_note": "Supports solvent- and condition-dependent crystallizability and recovery of ritonavir Form I without implying one universal process route."
    },
    {
      "id": "dunitz-1995",
      "title": "Disappearing Polymorphs",
      "source_kind": "primary-synthesis",
      "published_on": "1995",
      "observed_on": "2026-08-13",
      "url": "https://doi.org/10.1021/ar00052a005",
      "doi": "10.1021/ar00052a005",
      "authority_note": "Supports the historical concept of late-appearing stable forms changing later crystallization outcomes; not literal erasure from nature."
    },
    {
      "id": "weng-2012",
      "title": "Competition among memes in a world with limited attention",
      "source_kind": "primary-paper",
      "published_on": "2012-03-29",
      "observed_on": "2026-08-13",
      "url": "https://doi.org/10.1038/srep00335",
      "doi": "10.1038/srep00335",
      "authority_note": "Supports the neutral finite-attention network model and its bounded comparison with empirical Twitter regularities; does not show content never matters."
    },
    {
      "id": "gleeson-2014",
      "title": "Competition-Induced Criticality in a Model of Meme Popularity",
      "source_kind": "primary-paper",
      "published_on": "2014",
      "observed_on": "2026-08-13",
      "url": "https://doi.org/10.1103/PhysRevLett.112.048701",
      "doi": "10.1103/PhysRevLett.112.048701",
      "authority_note": "Supports critical branching behavior in a particular neutral model and limit; a heavy tail alone does not establish this mechanism."
    },
    {
      "id": "lorenz-spreen-2019",
      "title": "Accelerating dynamics of collective attention",
      "source_kind": "primary-paper",
      "published_on": "2019-04-15",
      "observed_on": "2026-08-13",
      "url": "https://doi.org/10.1038/s41467-019-09311-w",
      "doi": "10.1038/s41467-019-09311-w",
      "authority_note": "Supports measured acceleration of collective-attention turnover across selected domains and a finite-capacity competition model."
    },
    {
      "id": "hawkes-1971",
      "title": "Spectra of Some Self-Exciting and Mutually Exciting Point Processes",
      "source_kind": "primary-paper",
      "published_on": "1971-04-01",
      "observed_on": "2026-08-13",
      "url": "https://doi.org/10.1093/biomet/58.1.83",
      "doi": "10.1093/biomet/58.1.83",
      "authority_note": "Supports the mathematical class of self- and mutually exciting point processes, not a causal claim about any cultural dataset."
    },
    {
      "id": "goel-2016",
      "title": "The Structural Virality of Online Diffusion",
      "source_kind": "primary-paper",
      "published_on": "2016",
      "observed_on": "2026-08-13",
      "url": "https://doi.org/10.1287/mnsc.2015.2158",
      "doi": "10.1287/mnsc.2015.2158",
      "authority_note": "Supports average pairwise cascade-tree distance as structural virality and the empirical distinction between broadcast popularity and multi-generational diffusion."
    },
    {
      "id": "chaney-2018",
      "title": "How Algorithmic Confounding in Recommendation Systems Increases Homogeneity and Decreases Utility",
      "source_kind": "primary-paper",
      "published_on": "2018-09-27",
      "observed_on": "2026-08-13",
      "url": "https://doi.org/10.1145/3240323.3240370",
      "doi": "10.1145/3240323.3240370",
      "authority_note": "Supports a simulated recommender feedback loop in which earlier recommendations confound later observed behavior and can increase homogeneity without increasing modeled utility."
    },
    {
      "id": "shannon-1948",
      "title": "A Mathematical Theory of Communication",
      "source_kind": "primary-paper",
      "published_on": "1948",
      "observed_on": "2026-08-13",
      "url": "https://people.math.harvard.edu/~ctm/home/text/others/shannon/entropy/entropy.pdf",
      "doi": null,
      "authority_note": "Supports the entropy measure and the explicit separation of engineering information from semantic meaning."
    },
    {
      "id": "centola-2010",
      "title": "The Spread of Behavior in an Online Social Network Experiment",
      "source_kind": "primary-paper",
      "published_on": "2010-09-03",
      "observed_on": "2026-08-13",
      "url": "https://doi.org/10.1126/science.1185231",
      "doi": "10.1126/science.1185231",
      "authority_note": "Supports social reinforcement and network-structure effects in one randomized online health-behavior experiment."
    },
    {
      "id": "oxford-brain-rot-2025",
      "title": "Brain rot added to the Oxford English Dictionary",
      "source_kind": "authoritative-lexical-source",
      "published_on": "2025-06-26",
      "observed_on": "2026-08-13",
      "url": "https://corp.oup.com/news/brain-rot-added-to-the-oxford-english-dictionary/",
      "doi": null,
      "authority_note": "Supports the lexical definition as perceived or supposed deterioration and as allegedly causative content; it is not medical or diagnostic evidence."
    },
    {
      "id": "kingdom-polymorph-history-2026",
      "title": "KINGDOM Ritonavir Disappearing Polymorph History",
      "source_kind": "bound-public-record",
      "published_on": "2026-08-11",
      "observed_on": "2026-08-13",
      "url": "https://thekingdom.dev/polymorphs/ritonavir-disappearing-polymorph-2026-08-11.json",
      "doi": null,
      "authority_note": "Immutable source-scoped material history; staged as a direct binding without mutation or authority import."
    },
    {
      "id": "kingdom-ritonavir-mechanism-2026",
      "title": "KINGDOM Ritonavir Mechanism Landscape",
      "source_kind": "bound-public-record",
      "published_on": "2026-08-11",
      "observed_on": "2026-08-13",
      "url": "https://thekingdom.dev/polymorphs/ritonavir-mechanism-landscape-2026-08-11.json",
      "doi": null,
      "authority_note": "Immutable source-scoped material and biological relation map; no direct crystal-to-clinical edge or authority is imported."
    },
    {
      "id": "kingdom-conformational-physics-2026",
      "title": "KINGDOM Conformational Feedback Physics Atlas v0.2",
      "source_kind": "bound-public-record",
      "published_on": "2026-08-12",
      "observed_on": "2026-08-13",
      "url": "https://thekingdom.dev/feedback/form-feedback-physics-consequence-2026-08-12.json",
      "doi": null,
      "authority_note": "Immutable additive physics predecessor; bound directly to the corrected v0.2 identity rather than a stale transitive Fold binding."
    },
    {
      "id": "kingdom-fold-feedback-2026",
      "title": "KINGDOM Fold & Feedback Atlas",
      "source_kind": "bound-public-record",
      "published_on": "2026-08-12",
      "observed_on": "2026-08-13",
      "url": "https://thekingdom.dev/atlases/fold-feedback-atlas-2026-08-12.json",
      "doi": null,
      "authority_note": "Immutable non-equivalence and safety map; its authored bytes remain unchanged and no biological or KARMA mechanism is imported."
    },
    {
      "id": "zerone-karma-foundation-2026",
      "title": "Zerone KARMA Foundation v1",
      "source_kind": "bound-public-standard",
      "published_on": "2026",
      "observed_on": "2026-08-13",
      "url": "https://zerone.ai/standards/karma-foundation.v1.json",
      "doi": null,
      "authority_note": "Definition-only source for contextual, challengeable, non-summable artifact relations; no event, score, rank, truth, money, reward, governance, or person-level authority is imported."
    },
    {
      "id": "agenttool-virality-2026",
      "title": "AgentTool Virality Protocol at pinned revision aeb3072",
      "source_kind": "pinned-designed-system-document",
      "published_on": "2026",
      "observed_on": "2026-08-13",
      "url": "https://github.com/cambridgetcg/agenttool/blob/aeb3072af0756801aa8567ce832f00c9727da071/docs/VIRALITY-PROTOCOL.md",
      "doi": null,
      "authority_note": "Link-only designed-system contrast; the pinned document has raw SHA-256 cc8bff1de4852503cdaeaec878a9d19ee6370c4d980896ed8ce23e0cabe4ca1f and its live doctrine/API URLs were unavailable during review."
    }
  ],
  "boundaries": {
    "educational_metadata_only": true,
    "public_surface_read_only": true,
    "contains_operational_protocol": false,
    "contains_personal_data": false,
    "cultural_label_is_diagnosis": false,
    "meme_is_crystal": false,
    "meme_is_prion": false,
    "meme_is_gene": false,
    "attention_is_consent": false,
    "engagement_is_welfare": false,
    "popularity_is_truth": false,
    "popularity_is_merit": false,
    "feedback_is_moral_value": false,
    "feedback_is_optimization": false,
    "person_scoring": false,
    "runtime_ecosystem_request": false,
    "ecosystem_write": false,
    "writes_karma": false,
    "creates_kingdom_karma_receipt": false,
    "observes_zerone_karma_event": false,
    "karma_adapter": false,
    "medical_authority": false,
    "clinical_authority": false,
    "experiment_authority": false,
    "manufacturing_authority": false,
    "moderation_authority": false,
    "recommendation_authority": false,
    "engagement_optimization_authority": false,
    "automatic_action": false,
    "scientifically_proves_universe_design": false,
    "scientifically_disproves_universe_design": false,
    "scientifically_proves_cosmic_karma": false,
    "universal_mechanism_claimed": false
  },
  "integrity": {
    "algorithm": "sha256-recursive-sorted-json-keys-v1",
    "digest": "sha256:2f6ecadc131a54cdd500b001dbcc47fb036e5e411def918245fec963b9769e4d"
  }
}
