[Generated — not hand-authored.] A cross-source measurement joining the model pole (primitives) to the prose pole (word frequency) by shared vocabulary. For each primitive: how often the concept appears in the corpus prose, by name. Deterministic; no compute.

170 of 179 primitives (94%) appear in the corpus prose by name — a measure of how grounded the model is in the language people wrote. The model and the narrative speak the same vocabulary; this is the KD2↔KD4 bridge, measured.

Most prose-grounded concepts

By domain

abiogenesis-substrate

• R — Translation — translation appears 243× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:49
• G — Genome — genome appears 129× in prose · first at abstract_info_domain_analysis/analysis-abstract-information-substrate.md:18
• Cmp — Compartmentalization — compartmentalization appears 122× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:282
• P — Population — population appears 465× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:33

application-architecture

• D — Data — data appears 932× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:24
• Sh — Shape — shape appears 250× in prose · first at abstract_info_domain_analysis/analysis-situated-substrate-architecture.md:4
• Ac — Access — access appears 320× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:61
• Mt — Mutation — mutation appears 175× in prose · first at abstract_info_domain_analysis/analysis-abstract-information-substrate.md:60
• Pg — Propagation — propagation appears 274× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:32
• Ch — Coherence — coherence appears 169× in prose · first at abstract_info_domain_analysis/analysis-abstract-surface.md:97
• Hs — History — history appears 291× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:6
• Ev — Evaluation — evaluation appears 549× in prose · first at abstract_info_domain_analysis/analysis-abstract-information-substrate.md:30
• Pc — Perception — perception appears 205× in prose · first at abstract_info_domain_analysis/analysis-abstract-surface.md:58
• Pn — Presentation — presentation appears 155× in prose · first at entity_domain_analysis/analysis-app-to-ecosystem-bridge.md:14
• Bn — Boundary — boundary appears 509× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:7
• Au — Authority — authority appears 272× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:7

biology-substrate

• G — Genome — genome appears 129× in prose · first at abstract_info_domain_analysis/analysis-abstract-information-substrate.md:18
• T — Transcription — transcription appears 50× in prose · first at abstract_info_domain_analysis/analysis-abstract-information-substrate.md:18
• R — Translation — translation appears 243× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:49
• P — Protein — protein appears 138× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:125
• Reg — Regulation — regulation appears 271× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:7
• Mem — Membrane — membrane appears 104× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:95

chemistry

• El — Element — element appears 57× in prose · first at biology_domain_analysis/abiogenesis_analysis_v1/analysis-abiogenesis-layer4.md:46
• Bd — Bond — bond appears 63× in prose · first at biology_domain_analysis/abiogenesis_analysis_v1/analysis-abiogenesis-layer4.md:45
• St — Structure — structure appears 1938× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:7
• Rx — Reaction — reaction appears 79× in prose · first at abstract_info_domain_analysis/analysis-abstract-information-substrate.md:521
• Eq — Equilibrium — equilibrium appears 49× in prose · first at abstract_info_domain_analysis/analysis-abstract-ecosystem.md:241
• Kn — Kinetics — kinetics appears 36× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:150

cognitive-architecture

• Kw — Knowledge — knowledge appears 446× in prose · first at abstract_info_domain_analysis/analysis-abstract-ecosystem.md:25
• Sk — Skill — skill appears 40× in prose · first at abstract_info_domain_analysis/analysis-abstract-ecosystem.md:55
• Dc — Decision — decision appears 87× in prose · first at abstract_info_domain_analysis/analysis-abstract-information-substrate.md:521
• Pl — Planning — planning appears 105× in prose · first at abstract_info_domain_analysis/analysis-abstract-information-substrate.md:165
• Co — Communication — communication appears 224× in prose · first at abstract_info_domain_analysis/analysis-abstract-surface.md:20
• Jd — Judgment — judgment appears 119× in prose · first at abstract_info_domain_analysis/analysis-abstract-information-substrate.md:520
• Cr — Creativity — creativity appears 41× in prose · first at abstract_info_domain_analysis/analysis-abstract-surface.md:32
• Si — SocialIntelligence — not found in prose by name (socialintelligence)
• Id — Identity — identity appears 308× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:101

cognitive-context

• Rb — ResourceBase — not found in prose by name (resourcebase)
• Gs — GeographicStructure — not found in prose by name (geographicstructure)
• Po — Population — population appears 465× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:33
• If — Infrastructure — infrastructure appears 228× in prose · first at abstract_info_domain_analysis/analysis-abstract-ecosystem.md:258
• Ks — KnowledgeStock — not found in prose by name (knowledgestock)
• Th — Threats — threats appears 48× in prose · first at abstract_info_domain_analysis/analysis-abstract-surface.md:104

cognitive-substrate

• Rp — Representation — representation appears 109× in prose · first at abstract_info_domain_analysis/analysis-abstract-information-substrate.md:30
• Ct — Categorization — categorization appears 44× in prose · first at abstract_info_domain_analysis/analysis-abstract-information-substrate.md:30
• As — Association — association appears 55× in prose · first at abstract_info_domain_analysis/analysis-abstract-information-substrate.md:30
• Sq — Sequencing — sequencing appears 23× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:165
• Sy — Symbolization — symbolization appears 79× in prose · first at abstract_info_domain_analysis/analysis-abstract-information-substrate.md:30
• Ev — Evaluation — evaluation appears 549× in prose · first at abstract_info_domain_analysis/analysis-abstract-information-substrate.md:30

convergence

• Sp — Space — space appears 724× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:109
• Ds — Distribution — distribution appears 583× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:24
• Cn — Constraint — constraint appears 374× in prose · first at abstract_info_domain_analysis/analysis-abstract-information-substrate.md:556
• Dy — Dynamics — dynamics appears 650× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:70
• Cl — Collapse — collapse appears 276× in prose · first at biology_domain_analysis/analysis-ecosystem.md:205
• Dt — Determination — determination appears 162× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:69

cultural-ecosystem

• Pr — Production — production appears 251× in prose · first at abstract_info_domain_analysis/analysis-abstract-ecosystem.md:18
• Ex — Exchange — exchange appears 332× in prose · first at abstract_info_domain_analysis/analysis-abstract-ecosystem.md:24
• Tr — Transmission — transmission appears 250× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:7
• Dv — Diversity — diversity appears 186× in prose · first at abstract_info_domain_analysis/analysis-abstract-ecosystem.md:18
• Cd — Coordination — coordination appears 139× in prose · first at abstract_info_domain_analysis/analysis-abstract-ecosystem.md:24
• Gv — Governance — governance appears 227× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:74
• Te — Territory — territory appears 35× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:70
• Sc — Succession — succession appears 44× in prose · first at abstract_info_domain_analysis/analysis-abstract-ecosystem.md:24
• Ct — Connectivity — connectivity appears 176× in prose · first at abstract_info_domain_analysis/analysis-abstract-ecosystem.md:18

digital-computing

• Wd — Word — word appears 33× in prose · first at capability_systems_domain_analysis/analysis-capability-systems.md:53
• Mm — Memory — memory appears 258× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:64
• In — Instruction — instruction appears 65× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:21
• Cy — Cycle — cycle appears 355× in prose · first at abstract_info_domain_analysis/analysis-abstract-ecosystem.md:80
• Ch — Channel — channel appears 160× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:32
• Pr — Process — process appears 282× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:64

digital-context

• Cm — Compute — compute appears 410× in prose · first at abstract_info_domain_analysis/analysis-abstract-surface.md:131
• Pl — Platform — platform appears 278× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:24
• Lb — Libraries — libraries appears 110× in prose · first at cognitive_substrate_domain_analysis/analysis-cognitive-development-and-transmission-bridges.md:399
• Co — Community — community appears 474× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:3
• Sd — Standards — standards appears 204× in prose · first at abstract_info_domain_analysis/analysis-abstract-surface.md:99
• Pr — Pressure — pressure appears 94× in prose · first at abstract_info_domain_analysis/analysis-situated-substrate-architecture.md:355

digital-ecosystem

• Vc — Value Creation — value appears 326× in prose · first at abstract_info_domain_analysis/analysis-abstract-ecosystem.md:31
• Ex — Exchange — exchange appears 332× in prose · first at abstract_info_domain_analysis/analysis-abstract-ecosystem.md:24
• Ru — Reuse — reuse appears 49× in prose · first at cognitive_substrate_domain_analysis/synthesis-cognitive-chain.md:155
• Dv — Diversity — diversity appears 186× in prose · first at abstract_info_domain_analysis/analysis-abstract-ecosystem.md:18
• Ig — Integration — integration appears 181× in prose · first at abstract_info_domain_analysis/analysis-abstract-ecosystem.md:123
• Gv — Governance — governance appears 227× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:74
• Tp — Topology — topology appears 433× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:3
• Eo — Evolution — evolution appears 443× in prose · first at abstract_info_domain_analysis/analysis-abstract-ecosystem.md:124
• Io — Interoperability — interoperability appears 53× in prose · first at abstract_info_domain_analysis/analysis-abstract-ecosystem.md:612

ecosystem

• Pd — Production — production appears 251× in prose · first at abstract_info_domain_analysis/analysis-abstract-ecosystem.md:18
• Cs — Consumption — consumption appears 49× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:15
• Cy — Cycling — cycling appears 130× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:32
• Dv — Diversity — diversity appears 186× in prose · first at abstract_info_domain_analysis/analysis-abstract-ecosystem.md:18
• In — Interaction — interaction appears 344× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:156
• Rg — Regulation — regulation appears 271× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:7
• Sp — Spatial — spatial appears 280× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:95
• Tp — Temporal — temporal appears 272× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:120
• Ct — Connectivity — connectivity appears 176× in prose · first at abstract_info_domain_analysis/analysis-abstract-ecosystem.md:18

entity-system

• E — Entity — entity appears 1670× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:4
• I — Identity — identity appears 308× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:101
• T — Tree — tree appears 273× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:7
• M — Emit — emit appears 87× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:66
• X — Execution — execution appears 108× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:240
• P — Peer — peer appears 188× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:6

environment-context

• En — Energy — energy appears 548× in prose · first at abstract_info_domain_analysis/analysis-abstract-ecosystem.md:19
• Cl — Climate — climate appears 72× in prose · first at biology_domain_analysis/abiogenesis_analysis_v1/analysis-abiogenesis-layer4.md:70
• Ch — Chemistry — chemistry appears 863× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:27
• St — Structure — structure appears 1938× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:7
• Tm — Temporal — temporal appears 272× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:120
• Db — Disturbance — disturbance appears 75× in prose · first at abstract_info_domain_analysis/analysis-abstract-ecosystem.md:120

hadean-context

• At — Atmosphere — atmosphere appears 14× in prose · first at biology_domain_analysis/abiogenesis_analysis_v1/analysis-abiogenesis-layer4.md:70
• Th — Thermal — thermal appears 37× in prose · first at biology_domain_analysis/abiogenesis_analysis_v1/exploration-abiogenesis-full-trajectory.md:26
• Ch — Chemistry — chemistry appears 863× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:27
• Mn — Minerals — minerals appears 15× in prose · first at biology_domain_analysis/abiogenesis_analysis_v1/exploration-abiogenesis-full-trajectory.md:12
• Cy — Cycling — cycling appears 130× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:32
• Db — Disturbance — disturbance appears 75× in prose · first at abstract_info_domain_analysis/analysis-abstract-ecosystem.md:120

methodology-context

• Lt — LiteratureAvailability — not found in prose by name (literatureavailability)
• Da — DataAvailability — not found in prose by name (dataavailability)
• Tr — Tractability — tractability appears 1× in prose · first at physics_domain_analysis/exploration-formalization-and-computation.md:158
• An — AnalystCapability — not found in prose by name (analystcapability)
• Co — Compute — compute appears 410× in prose · first at abstract_info_domain_analysis/analysis-abstract-surface.md:131
• Pe — PeerReview — not found in prose by name (peerreview)

methodology-layer1

• Pm — Primitive — primitive appears 1434× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:182
• Lv — Level — level appears 1646× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:5
• Dp — Dependency — dependency appears 405× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:148
• Ix — Interaction — interaction appears 344× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:156
• Cp — Composition — composition appears 541× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:7
• Ps — Position — position appears 751× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:5

methodology-layer2

• Ed — Edge — edge appears 403× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:1
• Ch — Character — character appears 213× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:325
• Sb — Substance — substance appears 88× in prose · first at methdology_domain_analysis/analysis-graph-construction.md:44
• Mp — Mapping — mapping appears 393× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:7
• Cn — Constraint — constraint appears 374× in prose · first at abstract_info_domain_analysis/analysis-abstract-information-substrate.md:556

methodology-layer3

• In — Instance — instance appears 383× in prose · first at abstract_info_domain_analysis/analysis-abstract-ecosystem.md:148
• Ar — Arrangement — arrangement appears 592× in prose · first at abstract_info_domain_analysis/analysis-abstract-ecosystem.md:142
• Ty — Type — type appears 574× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:98
• Ab — Abstraction — abstraction appears 174× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:55
• Pt — Pattern — pattern appears 557× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:41
• Cv — Convergence — convergence appears 987× in prose · first at abstract_info_domain_analysis/analysis-abstract-ecosystem.md:64

methodology-layer4

• Fw — Framework — framework appears 496× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:359
• Mn — Manifestation — manifestation appears 477× in prose · first at abstract_info_domain_analysis/analysis-abstract-information-substrate.md:13
• Sc — Scope — scope appears 549× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:357
• Cx — Context — context appears 1064× in prose · first at abstract_info_domain_analysis/analysis-abstract-ecosystem.md:13
• Ls — Landscape — landscape appears 644× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:4
• Cp — Coupling — coupling appears 817× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:3
• Tj — Trajectory — trajectory appears 483× in prose · first at biology_domain_analysis/abiogenesis_analysis_v1/analysis-abiogenesis-layer4.md:354

neural-hardware

• Nr — ExcitableCell — not found in prose by name (excitablecell)
• Sy — Synapse — synapse appears 48× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:71
• Og — Organization — organization appears 228× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:43
• Ol — Oscillation — oscillation appears 48× in prose · first at biology_domain_analysis/analysis-organism-architecture.md:115
• Mb — Metabolism — metabolism appears 139× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:68
• Td — Transduction — transduction appears 74× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:178

organism-architecture

• Mo — Morphology — morphology appears 24× in prose · first at abstract_info_domain_analysis/analysis-abstract-surface.md:20
• Me — Metabolism — metabolism appears 139× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:68
• Dv — Development — development appears 375× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:6
• Rp — Reproduction — reproduction appears 66× in prose · first at abstract_info_domain_analysis/analysis-abstract-surface.md:20
• Ho — Homeostasis — homeostasis appears 38× in prose · first at abstract_info_domain_analysis/analysis-abstract-ecosystem.md:110
• Sn — Sensing — sensing appears 73× in prose · first at abstract_info_domain_analysis/analysis-abstract-surface.md:20
• Rs — Response — response appears 106× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:240
• Df — Defense — defense appears 51× in prose · first at abstract_info_domain_analysis/analysis-abstract-ecosystem.md:379
• Cm — Communication — communication appears 224× in prose · first at abstract_info_domain_analysis/analysis-abstract-surface.md:20

physical-hardware

• Sw — Switch — switch appears 37× in prose · first at cognitive_substrate_domain_analysis/analysis-cognitive-development-and-transmission-bridges.md:219
• Ic — Interconnect — interconnect appears 38× in prose · first at cognitive_substrate_domain_analysis/analysis-electrochemistry-to-neural-hardware-bridges.md:74
• St — Storage — storage appears 155× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:229
• Os — Oscillator — oscillator appears 22× in prose · first at cognitive_substrate_domain_analysis/analysis-neural-hardware.md:223
• Pw — Power — power appears 132× in prose · first at biology_domain_analysis/abiogenesis_analysis_v1/analysis-abiogenesis-layer4.md:506
• Pt — Port — port appears 13× in prose · first at cognitive_substrate_domain_analysis/analysis-neural-hardware.md:214

planck-substrate

• Cf — Configuration — configuration appears 294× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:4
• Am — Amplitude — amplitude appears 154× in prose · first at cognitive_substrate_domain_analysis/analysis-electrochemistry-to-neural-hardware-bridges.md:128
• Ev — Evaluator — evaluator appears 611× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:321
• Sp — Spectrum — spectrum appears 110× in prose · first at biology_domain_analysis/analysis-environment-context.md:110
• Gm — Geometry — geometry appears 411× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:63
• Et — Entanglement — entanglement appears 358× in prose · first at biology_domain_analysis/analysis-environment-context.md:4

value-exchange

• Pa — Participant — participant appears 25× in prose · first at abstract_info_domain_analysis/analysis-abstract-surface.md:529
• Su — Substance — substance appears 88× in prose · first at methdology_domain_analysis/analysis-graph-construction.md:44
• Ut — Utility — utility appears 14× in prose · first at cognitive_substrate_domain_analysis/analysis-cognitive-architecture.md:166
• Fr — Framing — framing appears 92× in prose · first at biology_domain_analysis/analysis-genetic-code-sub-domain.md:139
• Rch — Reach — reach appears 99× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:95
• Cp — Comprehension — comprehension appears 7× in prose · first at cognitive_substrate_domain_analysis/analysis-cognitive-development-and-transmission-bridges.md:220
• Vl — Value — value appears 326× in prose · first at abstract_info_domain_analysis/analysis-abstract-ecosystem.md:31
• Tr — Trust — trust appears 17× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:116
• Fx — Friction — friction appears 1× in prose · first at methodology_strategy/domain-inventory.md:37
• Pn — Participation — participation appears 59× in prose · first at abstract_info_domain_analysis/analysis-abstract-bridge.md:24