🌐 MatterWaveAI / gok-v1.2.0-dev — Z3-Verified 5-Tier Graph of Knowledge & Platonic 5-View Curriculum Dataset

MatterWaveAI/gok-v1.2.0-dev (Version 1.2.0-dev) is the canonical English Graph of Knowledge & 5-Tier Curriculum Dataset Release (GoK-1), powering the GRT family of models.

Every concept in gok-v1.2.0-dev is verified across four complementary pillars:

1. Z3-Verified 5-Tier Prerequisite Curriculum (gok:requires): 124,161 strict prerequisite edges across 5 complexity tiers (Tier 1 -> Tier 5) with 0 cycles, 0 tier inversions ($\text{tier}(p) \le \text{tier}(u)$), and 0 dangling endpoints.
2. Global Z3 & SMT-LIB Formal Logic Theory (axioms): 87,682 machine-verified SMT-LIB formal contracts with 100.0% satisfiability, 0 inconsistent theories, and 0 parse failures.
3. Platonic 5-View Socratic Good-View Bank (data/platonic_good_views.jsonl): 124,610 non-boilerplate records (24,922 concepts $\times$ 5 cognitive views: GLOSS, SEE, SAY, DO, KNOW) yielding >40× sample efficiency (arXiv:2610.39302) over flat next-token corpora.
4. 12-Channel Multi-Hop Relational Graph (typed_relations.jsonl): Order-sensitive compositional, taxonomic, causal, metrological, and implementation relationships across 12 typed relational channels enabling multi-hop reasoning (2..10+ hops) with zero representation collapse.

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📊 gok-v1.2.0-dev Dataset Release At a Glance

Dataset Dimension / Property	Verified Count / Value in gok-v1.2.0-dev	Verification Guarantee
Z3-Verified Concept Nodes (data/concepts.jsonl)	24,922 (GOK-000001 .. GOK-022428)	100.0% enriched, 0 unverified or tier=0 nodes
Platonic 5-View Socratic Bank (data/platonic_good_views.jsonl)	124,610 (24,922 × 5 views)	100.0% 5-mode coverage (GLOSS, SEE, SAY, DO, KNOW)
DBpedia / Wikipedia / Wikidata Links (data/resource_linking.csv)	24,922	Deterministic gok_id, page_id, rev_id, QID, & content_sha256
Total Knowledge Graph Edges (edges table)	388,292	0 dangling endpoints (100.0% joined across graph)
Verified Prerequisite Curriculum Edges (gok:requires)	124,161	0 cycles, 0 tier inversions ($\text{tier}(p) \le \text{tier}(u)$)
Typed Factual, Science, Commonsense & Engineering Triples (12 Channels)	37,505 (161,666 incl. Ch 7 Requires)	Order-sensitive compositional, causal, metrological & verification channels
Z3-Verified SMT-LIB Formal Axioms (status='consistent')	87,682	100.0% Z3 satisfiable (0 inconsistent, 0 parse errors)
SKOS Ontological Category Scaffolding (state='category')	11,141 (36,063 total nodes)	Anchored across all 35 root domains of human knowledge

📌 gok-v1.2.0-dev Central Hub Footnote: While MatterWaveAI/gok-v1.1.0-22k freezes the 23,543-concept (117,715 5-view) Wave 44 milestone, the active central GoK trunk (MatterWaveAI/gok-v1.2.0-dev) has unified +1,379 additional domain concepts from AgileBench, HKE, and Open-S1 — reaching 24,922 verified concepts, 124,610 Platonic 5-views, 161,666 12-channel relational triples (37,505 non-prerequisite factual/causal/metric/engineering triples), and 87,682 Z3 axioms (3,489,080 cross-lingual concept slots across 140 DBpedia languages) en route to the gok-v1.2.0-30k milestone.

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🛡️ 6 Mandatory Release Gates Verification Audit

Gate ID	Mandatory Release Gate	Measured Value in gok-v1.2.0-dev	Required Release Criterion	Status
Gate 1	Z3 DAG Monotonicity & Cycle Freedom	0 cycles, 0 monotonicity violations, blockers = 0	0 cycles & $\text{tier}(p) \le \text{tier}(u)$ across all gok:requires	✅ PASS
Gate 2	Closed Prerequisite & Typed Frontier	0 dangling edges (100.0% joined endpoints across 388,292 edges)	0 dangling edges across all predicates	✅ PASS
Gate 3	Global Z3 & SMT-LIB Consistency	87,682 consistent, 0 inconsistent, 0 unverified, 0 parse errors	100.0% consistent SMT-LIB axioms	✅ PASS
Gate 4	Platonic 5-View & Gloss Completeness	124,610 views (0 null node_json, 0 boilerplate glosses)	100.0% concepts with 5 Socratic modes (GLOSS, SEE, SAY, DO, KNOW)	✅ PASS
Gate 5	5-Tier Curriculum Hierarchy Completeness	0 tier=0 concepts, 100.0% assigned across T1..T5, T1 = 2,985	0 tier=0 concepts, T1 >= 2,200	✅ PASS
Gate 6	Multi-Hop Relational & Structural Conservation	100.0% multi-hop chain consistency across 12 channels	Zero representation collapse across multi-hop chains	✅ PASS

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🏛️ 5-Tier Complexity Distribution (Tier 1 → Tier 5)

Tier	Ontological Curriculum Role	Verified Concepts	Platonic 5-Views (N × 5)	Share (%)
Tier 1	Sensory & Physical Primitives (Foundational Roots)	2,985	14,925	12.0%
Tier 2	Concrete Domain Anchors & Core Mechanisms	6,665	33,325	26.7%
Tier 3	Structural & Analytical Domain Models	8,219	41,095	33.0%
Tier 4	Formal, Mathematical & Relativistic Theories	4,691	23,455	18.8%
Tier 5	Frontier & Cross-Domain Synthesis	2,362	11,810	9.5%
Total	All Z3-Verified Concept Nodes (gok-v1.2.0-dev)	24,922	124,610	100.0%

🕸️ Interactive 5-Tier Prerequisite DAG — Hover Cascade from Tier 1 Root (Star · GOK-000185)

📐 Verified Tier-to-Tier Dependency Matrix (Z3 Monotonicity Proof) & Cross-Tier Knowledge Progression Bridges (T1 ➔ T5)

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🗺️ 35-Root Wikipedia/DBpedia Domain × 5-Tier Curriculum Heatmap (35 × 5 Matrix)

#	Root Ontological Category	Intensity	Tier 1 (Foundational)	Tier 2 (Core)	Tier 3 (Applied)	Tier 4 (Advanced)	Tier 5 (Frontier)	Domain Total	5-View Bank (N × 5)	% Share
1	Science	████	1,200	2,327	2,151	1,180	399	7,257	36,285	10.55%
2	History	███▓	162	473	1,227	1,286	1,210	4,358	21,790	6.34%
3	Technology	███▓	259	831	1,447	909	375	3,821	19,105	5.55%
4	Mathematics	██▓▒	396	1,055	1,095	606	299	3,451	17,255	5.02%
5	Geography	██▓▒	407	482	968	829	579	3,265	16,325	4.75%
6	Politics	██▓▒	93	572	1,255	717	568	3,205	16,025	4.66%
7	Concepts	██▓▒	1,151	986	681	275	103	3,196	15,980	4.65%
8	Society	██▓▒	329	910	1,233	524	175	3,171	15,855	4.61%
9	Government	██▓▒	112	406	1,013	634	470	2,635	13,175	3.83%
10	Culture	██▓▒	197	533	922	643	317	2,612	13,060	3.80%
11	Philosophy	██▓▒	370	854	747	283	101	2,355	11,775	3.42%
12	Engineering	██▓▒	187	522	915	518	203	2,345	11,725	3.41%
13	Knowledge	██▓▒	809	615	621	232	55	2,332	11,660	3.39%
14	Health	█▓▒░	169	557	746	417	83	1,972	9,860	2.87%
15	Nature	█▓▒░	253	521	686	358	78	1,896	9,480	2.76%
16	Life	█▓▒░	220	545	613	356	52	1,786	8,930	2.60%
17	Economy	█▓▒░	138	480	664	353	99	1,734	8,670	2.52%
18	Business	█▓▒░	149	424	616	250	53	1,492	7,460	2.17%
19	Law	█▓▒░	102	427	598	250	92	1,469	7,345	2.14%
20	Religion	█▓▒░	92	253	420	307	358	1,430	7,150	2.08%
21	Language	█▓▒░	215	439	436	197	82	1,369	6,845	1.99%
22	Environment	█▓▒░	88	247	495	297	69	1,196	5,980	1.74%
23	Arts	█▓▒░	142	326	448	209	61	1,186	5,930	1.72%
24	Communication	█▓▒░	171	350	404	150	63	1,138	5,690	1.65%
25	People	▓▒░░	99	225	314	217	153	1,008	5,040	1.47%
26	Education	▓▒░░	108	378	378	105	27	996	4,980	1.45%
27	Military	▓▒░░	29	123	363	232	222	969	4,845	1.41%
28	Humanities	▓▒░░	52	173	289	176	101	791	3,955	1.15%
29	Time	▓▒░░	103	175	174	144	72	668	3,340	0.97%
30	Academic disciplines	▓▒░░	21	154	275	148	48	646	3,230	0.94%
31	Entertainment	▓▒░░	62	173	219	131	54	639	3,195	0.93%
32	Energy	▓▒░░	58	187	196	129	68	638	3,190	0.93%
33	Universe	▓▒░░	83	155	233	100	62	633	3,165	0.92%
34	Food and drink	▓▒░░	80	169	210	116	26	601	3,005	0.87%
35	Sports	▓▒░░	61	159	183	87	42	532	2,660	0.77%
—	Total Anchor Assignments (35 Domains)	████	8,167	17,206	23,235	13,365	6,819	68,792	343,960	100.00%

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⏱️ Worked Domain Example: How the Graph Organizes Time Across All 5 Tiers (T1 → T5)

To see how the dataset turns raw encyclopedic knowledge into a verified 5-tier curriculum, trace a single foundational domain — Time (668 verified concepts in gok-v1.1.0-22k: T1=103, T2=175, T3=174, T4=144, T5=72) — from foundational intuition (Tier 1) to general-relativistic physics at the frontier (Tier 5).

Why Structured Curriculum Knowledge Beats Flat Text

Standard language models train on flat, randomly shuffled web text—forcing the network to guess whether Time comes before Gravitational Time Dilation and wasting >40× more compute (arXiv:2610.39302) trying to infer world structure from surface tokens. This dataset solves this at the data level through four guarantees:

1. Strict 5-Tier Prerequisite Hierarchy (Tier 1 → Tier 5):
   • Foundational primitives like Time (Tier 1) sit at the root of the dependency graph and unlock concrete mechanisms (Clock, Tier 2), domain frameworks (Spacetime, Tier 3), specialized laws (Time dilation, Tier 4), and frontier synthesis (Gravitational time dilation, Tier 5).
2. Order-Sensitive Multi-Hop Relational Channels (12 Predicate Types):
   • Every concept is connected across 12 typed relational channels (CapitalOf/Country, InstanceOf, SubclassOf, PartOf, DiscoveredBy, Causes, UsedFor, Requires, HasPart, FacetOf/MainSubject, Measures/Quantifies, Implements/VerifiedBy), enabling models to distinguish cause from effect across multi-hop reasoning chains.
3. Z3 Formal Logic Guardrails (0 Hallucinated Inversions):
   • Every concept carries a machine-verified Z3 SMT-LIB logical axiom, and every gok:requires prerequisite edge satisfies $\text{tier}(p) \le \text{tier}(u)$ with 0 cycles and 0 tier inversions.
4. Platonic "Good-View" 5-Mode Mastery (GLOSS · SEE · SAY · DO · KNOW):
   • Rather than memorizing a single Wikipedia paragraph, every concept is anchored by 5 orthogonal cognitive views—what it is (GLOSS), how it is observed (SEE), its necessary conditions (SAY), how it operates (DO), and its formal definition (KNOW)—delivering >40× sample efficiency.

1. 5-Tier Curriculum Progression of Time (T1 → T5)

Tier	Curriculum Role	Flagship Concept	Representative Time Concepts in Tier
Tier 1	Foundational Primitive (Core Anchor)	Time	Time, Asset, Big Bang, 19th century, Birth date, Evening (103 in domain)
Tier 2	Concrete Measurement & Periodic Mechanism	Clock	Clock, Calendar System, Natural events, Observances, Time standard, Works about time (175 in domain)
Tier 3	Unified Geometric & Relativistic Continuum	Spacetime	Spacetime, Ancient Greek phonology, Armenian Language, Bantu languages, Growth ring, Latency (engineering) (174 in domain)
Tier 4	Frame-Dependent Kinematic Law	Time dilation	Time dilation, Babylonian Empire, C 19th century, Decades by empire, Paleozoic animals by geological period, Phanerozoic geology (144 in domain)
Tier 5	Curved-Spacetime Frontier Synthesis	Gravitational time dilation	Gravitational time dilation, Age of Enlightenment, Austerity, Extant Early Triassic first appearances, Holy Week, 17th-century England (72 in domain)

2. Per-Tier Prerequisite Graph, Z3 Formal Axiom & 5-View Platonic Profile (T1 → T5)

Tier 1: Time — Foundational Primitive (Core Anchor)

• Prerequisite Curriculum Flow (gok:requires): Requires Change, Motion, Order, Space $\longrightarrow$ Unlocks 19th century, Absolute time, Acceleration, Accrual basis, Accumulation
• Z3 Formal Logic Contract (SMT-LIB): (assert (=> Clock (and Time Measurement Motion)))
• 5 Platonic Good-Views (GLOSS · SEE · SAY · DO · KNOW):
  • GLOSS (Core Concept): The fundamental physical and ontological dimension along which events are ordered from past through present to future, and by which durations and rates of change are measured.
  • SEE (Empirical Signature): Measured in SI seconds defined by 9,192,631,770 hyperfine ground-state transition periods of the caesium-133 atom.
  • SAY (Necessary Conditions): Requires distinguishable state transitions or periodic reference cycles defining before-and-after ordering.
  • DO (Operational Mechanism): Orders causal event sequences monotonically via periodic physical oscillations and thermodynamic entropy production, serving as the fourth coordinate of relativistic spacetime.
  • KNOW (Formal Epistemic Contract): The fundamental physical and ontological dimension along which events are ordered from past through present to future, and by which durations and rates of change are measured.

Tier 2: Clock — Concrete Measurement & Periodic Mechanism

• Prerequisite Curriculum Flow (gok:requires): Requires Cycle, Frequency, Measurement, Number, Time $\longrightarrow$ Unlocks Celestial navigation, Clock synchronization, Counterclockwise, Daily routine, Fixed schedule
• Z3 Formal Logic Contract (SMT-LIB): (assert (=> Clock (and Time Frequency Measurement Cycle)))
• 5 Platonic Good-Views (GLOSS · SEE · SAY · DO · KNOW):
  • GLOSS (Core Concept): A physical instrument that measures, keeps, and indicates the passage of time by counting regular, high-Q harmonic oscillations.
  • SEE (Empirical Signature): Observed as mechanical escapement chronometers, 32.768 kHz quartz oscillators, and caesium/strontium optical lattice clocks.
  • SAY (Necessary Conditions): Requires a stable periodic oscillator with bounded phase noise and a cumulative cycle-counting register.
  • DO (Operational Mechanism): Couples an energy-regulated harmonic resonator (pendulum, quartz crystal, or atomic hyperfine transition) to an escapement or electronic frequency divider and counter.
  • KNOW (Formal Epistemic Contract): A physical instrument that measures, keeps, and indicates the passage of time by counting regular, high-Q harmonic oscillations.

Tier 3: Spacetime — Unified Geometric & Relativistic Continuum

• Prerequisite Curriculum Flow (gok:requires): Requires Clock, Coordinate system, Geometry, Gravity, Light, Motion $\longrightarrow$ Unlocks Black hole, Eternalism, Field equation, Fundamental interaction, Fundamental interactions
• Z3 Formal Logic Contract (SMT-LIB): (assert (=> GeneralRelativity (=> Gravity Spacetime)))
• 5 Platonic Good-Views (GLOSS · SEE · SAY · DO · KNOW):
  • GLOSS (Core Concept): The four-dimensional pseudo-Riemannian manifold uniting three spatial dimensions and one temporal dimension into a single causal geometric continuum.
  • SEE (Empirical Signature): Verified through invariant light-cone causality, muon atmospheric decay lengths, GPS relativistic corrections, and gravitational wave interferometry.
  • SAY (Necessary Conditions): Requires a Lorentzian metric tensor g_mu_nu of signature (-,+,+,+) and an invariant speed of light c partitioning events into timelike, null, and spacelike cones.
  • DO (Operational Mechanism): Preserves the invariant spacetime interval ds^2 = -c^2 dt^2 + dx^2 + dy^2 + dz^2 under Lorentz boosts in flat Minkowski geometry and curves dynamically in response to stress-energy T_mu_nu.
  • KNOW (Formal Epistemic Contract): The four-dimensional pseudo-Riemannian manifold uniting three spatial dimensions and one temporal dimension into a single causal geometric continuum.

Tier 4: Time dilation — Frame-Dependent Kinematic Law

• Prerequisite Curriculum Flow (gok:requires): Requires Clock, Light, Lorentz transformation, Reference frame, Relative motion, Spacetime $\longrightarrow$ Unlocks Gravitational time dilation, Planck time
• Z3 Formal Logic Contract (SMT-LIB): (assert (=> Gravitational_time_dilation General_relativity))
• 5 Platonic Good-Views (GLOSS · SEE · SAY · DO · KNOW):
  • GLOSS (Core Concept): The relativistic difference in elapsed proper time measured by two clocks due either to their relative velocity (kinematic Lorentz dilation) or to a difference in gravitational potential.
  • SEE (Empirical Signature): Directly measured in Hafele-Keating atomic clock flights, particle accelerator lifetime extension by factor gamma, and GPS satellite clock offsets.
  • SAY (Necessary Conditions): Requires invariant light speed c across inertial frames or non-uniform metric component g_00 across gravitational equipotentials.
  • DO (Operational Mechanism): Along a worldline with velocity v, proper time integrates as d_tau = dt * sqrt(1 - v^2/c^2) = dt / gamma, rotating temporal and spatial components across hyperbolic rapidity.
  • KNOW (Formal Epistemic Contract): The relativistic difference in elapsed proper time measured by two clocks due either to their relative velocity (kinematic Lorentz dilation) or to a difference in gravitational potential.

Tier 5: Gravitational time dilation — Curved-Spacetime Frontier Synthesis

• Prerequisite Curriculum Flow (gok:requires): Requires Clock, General relativity, Gravity, Spacetime, Time dilation $\longrightarrow$ Unlocks (Frontier Synthesis Node)
• Z3 Formal Logic Contract (SMT-LIB): (assert (=> Gravitational_time_dilation (and Time_dilation General_relativity Spacetime Gravity)))
• 5 Platonic Good-Views (GLOSS · SEE · SAY · DO · KNOW):
  • GLOSS (Core Concept): The general-relativistic slowing of proper time elapsed on a clock situated deeper within a gravitational potential well relative to a distant observer in flat spacetime.
  • SEE (Empirical Signature): Confirmed via Pound-Rebka Mossbauer gamma-ray redshift, optical lattice clocks resolving millimeter elevation differences, and GPS +45.7 microsecond/day orbital clock advances.
  • SAY (Necessary Conditions): Requires the Einstein Equivalence Principle and non-zero spacetime metric gradient grad(g_00) induced by mass-energy.
  • DO (Operational Mechanism): Governed by the metric component g_00: in the Schwarzschild exterior metric, d_tau = dt * sqrt(1 - 2GM / (r c^2)), coupling gravitational redshift directly to metric curvature.
  • KNOW (Formal Epistemic Contract): The general-relativistic slowing of proper time elapsed on a clock situated deeper within a gravitational potential well relative to a distant observer in flat spacetime.

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🔗 Immutable gok_id Provenance & DBpedia / Wikipedia / Wikidata Resource Linking (GOK-000001 .. GOK-022428)

1. Deterministic 22,428-Concept Provenance (gok_id & gok_seq)

Every concept in GoK-1 (gok-v1.1.0-22k) is permanently stamped with a monotonic gok_seq (1 .. 22,428), an immutable gok_id (GOK-000001 .. GOK-022428), a release_tag (gok-v1.1.0-22k), and a cryptographic content_sha256. Even while the background crawler continues enriching future waves in gok_graph.db, querying WHERE gok_seq <= 22428 guarantees 100% bit-for-bit reproducible extraction of this exact 22,428-concept English release.

2. English DBpedia, Wikipedia & Wikidata Resource Linking Table (data/resource_linking.csv & .jsonl)

Every concept in 22,428 is linked to its canonical English DBpedia URI (dbpedia_uri), English Wikipedia Page ID (dbo:wikiPageID), Revision ID (dbo:wikiPageRevisionID), Permalink Provenance URL (prov:wasDerivedFrom), and Wikidata Entity QID (owl:sameAs):

gok_id	Tier	Concept Label (en)	DBpedia Resource (dbpedia_uri)	Wikipedia page_id / rev_id	Wikidata QID (owl:sameAs)	Provenance Permalink (prov:wasDerivedFrom)
GOK-000244	T1	Time	http://dbpedia.org/resource/Time	30012 / 1381583485	Q11471	https://en.wikipedia.org/wiki/Time?oldid=1381583485&ns=0
GOK-004724	T2	Clock	http://dbpedia.org/resource/Clock	6305 / 1338412904	Q376	https://en.wikipedia.org/wiki/Clock?oldid=1338412904&ns=0
GOK-003551	T3	Spacetime	http://dbpedia.org/resource/Spacetime	26877 / 1340128510	Q133327	https://en.wikipedia.org/wiki/Spacetime?oldid=1340128510&ns=0
GOK-012390	T4	Time dilation	http://dbpedia.org/resource/Time_dilation	29994 / 1339501822	Q185918	https://en.wikipedia.org/wiki/Time_dilation?oldid=1339501822&ns=0
GOK-023168	T5	Gravitational time dilation	http://dbpedia.org/resource/Gravitational_time_dilation	852089 / 1337294015	Q1188682	https://en.wikipedia.org/wiki/Gravitational_time_dilation?oldid=1337294015&ns=0

3. Included Time Domain Sample Files in This Repository (data/time_*)

To keep this repository lightweight and immediately inspectable, data/ ships the self-contained Time (T1 → T5) example dataset & SQLite database:

• Single-Row Time Concept (GOK-000244, Q11471): data/time_single_concept.json (1 complete unified row with gok_id, provenance links, 5-tier curriculum, Z3 axiom, prerequisites/unlocks, and all 5 Platonic views).
• 5-Tier Time Flagship Progression (T1 → T5): data/time_5tiers_flagship.json & data/time_5tiers_flagship.csv (5 flagship rows: Time, Clock, Spacetime, Time dilation, Gravitational time dilation).
• Core Time Domain Slice (119 Concepts Across T1..T5) & SQLite DB: data/time_domain_concepts.jsonl (119 concepts) and data/time_graph.sqlite (concepts table).

Note on 140-DBpedia-Language Expansion (MatterWaveAI/gok-multilingual-v1.1.0-22k): This release (gok-v1.1.0-22k) is the canonical English (en) release. Full 140-DBpedia-language support (3,296,020 cross-lingual concept alignments and 16,480,100 Platonic 5-view records across all 140 DBpedia language chapters) is maintained in the companion MatterWaveAI/gok-multilingual-v1.1.0-22k dataset.

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⚙️ 12-Channel Relational Triples Inventory (typed_relations.jsonl)

Channel	Relation Name	Predicate(s)	Multi-Hop Role	Verified Edges in gok-v1.2.0-dev
Ch 0	CapitalOf / Country	wikidata:P36, wikidata:P17	Geopolitical & civic anchoring	339 (P36=138, P17=201)
Ch 1	InstanceOf	wikidata:P31	Concrete entity instantiation	1,244
Ch 2	SubclassOf / Generalizes	wikidata:P279	Taxonomic specialization	4,979
Ch 3	PartOf	wikidata:P361	Mereological component-to-whole	4,347
Ch 4	DiscoveredBy / FormulatedBy	wikidata:P61, wikidata:P178	Scientific attribution & provenance	828
Ch 5	ScienceCauses	science:causes	Physical & biological causal mechanism	2,020
Ch 6	UsedFor	commonsense:used_for	Operational & functional affordance	3,453
Ch 7	PrerequisiteOf (Requires)	gok:requires	Monotonic 5-tier curriculum dependency	124,161
Ch 8	HasPart	wikidata:P527	Mereological whole-to-component assembly	4,450
Ch 9	FacetOf / MainSubject	wikidata:P1269, wikidata:P921	Conceptual aspect & primary domain topic	10,316 (P1269=3,225, P921=7,091)
Ch 10	Measures / Quantifies	wikidata:P111, science:measures	Physical quantity, invariant & domain metric	4,978
Ch 11	Implements / VerifiedBy	agile:implements, agile:verified_by	Executable AgileBench software module & test suite	551 (impl=298, ver=253)
Total (Ch 0..11)	All 12 Relational Channels	16 Typed Predicates	Unified Compositional & Causal Graph	161,666 (37,505 non-requires + 124,161 requires)

Footnote (gok-v1.2.0-dev Central GoK Unification): Channels Ch 0..Ch 11 unify all relational edges across GoK-1, HKE (Knowledge-RDF-Notes), Open-S1, and AgileBench (24,922 total concepts and 161,666 typed edges in the live MatterWaveAI/gok-v1.2.0-dev central database; 23,543 frozen concepts in the MatterWaveAI/gok-v1.1.0-22k milestone release).

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💻 Quickstart: Loading gok-v1.2.0-dev in Python

import json
import sqlite3
from pathlib import Path

release_dir = Path("releases/gok-v1.2.0-dev")

# 1. Load verified concepts JSONL (24,922 records)
with (release_dir / "data" / "concepts.jsonl").open(encoding="utf-8") as f:
    first_concept = json.loads(next(f))
print(first_concept["label"], "-> Tier", first_concept["tier"])

# 2. Load single-row Time sample or full 374-concept Time domain slice
time_single = json.loads((release_dir / "data" / "time_single_concept.json").read_text(encoding="utf-8"))
print(time_single["gok_id"], time_single["label"], time_single["provenance_and_linking"]["wikidata_qid"])

# 3. Load Platonic 5-View Bank (124,610 Socratic Good-View records for GoK-1)
with (release_dir / "data" / "platonic_good_views.jsonl").open(encoding="utf-8") as f:
    first_view = json.loads(next(f))
print(first_view["concept_label"], f"[{first_view['view_type']}]:", first_view["text"][:120])

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📝 Footnote: Version History & Quick Diff — gok-v1.1.0-22k vs. gok-v1.2.0-dev

MatterWaveAI/gok-v1.1.0-22k (GOK-000001 .. GOK-023543) is the frozen 22k milestone release (23,543 verified concepts, 117,715 Platonic 5-views). MatterWaveAI/gok-v1.2.0-dev (GOK-000001 .. GOK-024922) is the unified central GoK development trunk rolling in +1,379 additional domain concepts (+5.86%) and expanding from 8 to 12 relational channels (Ch 0..11) across GoK-1, AgileBench, HKE, and Open-S1:

Dimension	gok-v1.1.0-22k (Frozen 22k Milestone)	gok-v1.2.0-dev (Unified 12-Channel Dev Trunk)	Quick Diff (Δ)
Verified Concept Nodes (gok_id)	23,543 (GOK-000001..023543)	24,922 (GOK-000001..024922)	+1,379 (+5.86%)
Platonic 5-View Socratic Records (N × 5)	117,715	124,610	+6,895 (+5.86%)
140-Language Cross-Lingual Concept Slots (N × 140)	3,296,020 (16,480,100 5-views)	3,489,080 (17,445,400 5-views)	+193,060 (+965,300 5-views)
Typed Relational Channels	8 channels (Ch 0..7)	12 channels (Ch 0..11)	+4 channels (HasPart, FacetOf, Measures, Implements)
Total Knowledge Graph Edges	366,184	388,292	+22,108 (+6.04%)
Verified Prerequisite Edges (gok:requires)	121,490	124,161	+2,671 (+2.20%)
Typed Factual / Science / Commonsense / Engineering Triples	5,050 (8 channels)	37,505 (12 channels, 161,666 incl. Ch 7)	+32,455 (7.43×)
Z3-Consistent SMT-LIB Formal Axioms	86,303	87,682	+1,379 (+1.60%)

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This dataset and curriculum release (MatterWaveAI/gok-v1.2.0-dev) is licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License (CC BY-NC-SA 4.0):

• Permitted (Non-Commercial): Academic research, personal study, educational exploration, and non-commercial benchmarking with attribution to MatterWave AI and a link to the license. Any derivative ontologies or adapted datasets must be distributed under the same CC BY-NC-SA 4.0 license.
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