01P / AUTHORITY
From capable models to governed agency
A model may propose or execute, but the system must expose whose Purpose is served, what authority exists, which gates apply and how an action can be paused or reversed.
DIKW/DIKWP GRAPHS · ARTIFICIAL CONSCIOUSNESS · AUDITABLE AI
Build the semantic path.
Keep the evidence visible.
Yucong Duan pioneered a systematic extension of knowledge graphs into typed, computable DIKW/DIKWP resource graphs—and studies how those auditable resources can support artificial consciousness, semantic mathematics and governable AI.
THE SEMANTIC PATH
From observation to accountable purpose.
D
DataObserved differences
I
InformationMeaningful relations
K
KnowledgeReusable structures
W
WisdomValue-aware choice
P
PurposeWhy and for whom
03 SEP 2026 · GPT-6 ASTRA ERA
When model intelligence rises, accountable infrastructure matters more.
OpenAI introduced GPT-6 Astra on 3 September 2026 with advances in coding, research, computer use and complex multi-step work. In this new phase, durable research value moves beyond raw model capability toward explicit Purpose, traceable evidence, governed tools, independent evaluation and human continuity.
02D/I/K/W/P
From fluent answers to evidence-bearing trajectories
Claims, transformations and actions should retain their data, information, knowledge, value judgment, Purpose and provenance instead of collapsing into one opaque response.
03WHITE BOX
From benchmark scores to reality-contact evaluation
Evaluation must inspect intent recognition, tool use, uncertainty, consequences, correction and model revision—not treat a single leaderboard number as sufficient assurance.
04COMMONS
From individual tools to shared support infrastructure
The public Ports, evidence maps, patent architecture and connected repository ecosystem make research easier to inspect, challenge, maintain, translate and carry forward by more than one person.
Evidence boundary: OpenAI's release and system-card pages establish the product announcement and deployment-safety record. They do not establish an OpenAI partnership with, adoption of, or endorsement of DIKWP.
PORT 01 · DIKW / DIKWP
A DIKW/DIKWP port from theory to deployment.
Enter through foundations, standards, open engineering or cross-domain practice. Every route preserves a public evidence path.
Enter the public DIKW / DIKWP Port01 / FOUNDATIONS
Typed resources, graphs and semantic mathematics
Trace the extension from knowledge graphs to computable D/I/K/W/P resource types, transformations, concept–semantic spaces and auditable Purpose.
Open foundational patent 02 / STANDARDSStandards, white papers and evidence
Inspect ISO/IEC methodological uptake, the CAAI foundation white paper and a graded evidence map that separates adoption, diffusion and convergence.
Inspect evidence map 03 / ENGINEERINGOpen systems and reproducible evaluation
Run agent tracing, evidence ledgers, white-box LLM evaluation, consciousness indicators and semantic-mathematics compilers in public repositories.
Enter open systems 04 / PRACTICECross-domain practice and diffusion
Compare active medicine, insurance, finance, law, education, smart infrastructure and company architectures through explicitly bounded public records.
Explore practice mapPORT 02 · ARTIFICIAL CONSCIOUSNESS
An artificial-consciousness port for research and practice.
Navigate claims, evaluation, architectures, medicine, governance and the WAAC/WCAC institution network without collapsing distinct evidence levels.
Enter the public Artificial Consciousness Port01 / THEORY
Theory, taxonomy and mathematical models
Connect DIKWP processing, the BUG mathematical theory and independent placement in the international Landscape of Consciousness taxonomy.
Open independent taxonomy 02 / EVALUATIONWhite-box evaluation and claim levels
Replace a binary ‘conscious/not conscious’ label with inspectable D/I/K/W/P capabilities, semantic transformations, indicators, failure modes and governance conditions.
Run EvalLab 03 / SYSTEMSArchitectures, agents and consciousness futures
Move from conceptual models to executable agents, traceable decisions, revisable memory and scenario-based futures research.
Open Futures Studio 04 / HUMAN SYSTEMSMedicine, ethics, law and semantic sovereignty
Test artificial-consciousness ideas where agency, dignity, health, responsibility, culture and rights have real operational consequences.
Explore human systems 05 / INSTITUTIONSWAAC, WACA and World Conferences
Follow the institution-building layer: academicians, conferences, open debate, standards, governance and cross-disciplinary collaboration.
Enter institution networkResearch boundary
A theory, benchmark, prototype, conference or patent record contributes a different kind of evidence. None alone establishes machine consciousness; the Port keeps these contributions connected without treating them as interchangeable.
01 · PUBLIC IMPACT
Evidence before amplification.
Every signal is graded by what it can establish—and by what it cannot establish alone.
300+papers reported
11monographs reported
400+first-inventor filings reported
120+granted inventions reported
Figures as reported in the public profile for the 3rd World Conference on Artificial Consciousness. Source
STANDARDS4ISO/IEC methodological uptake
ISO/IEC TR 25005-2:2025 uses DIKWPA for smart-city data-use-case analysis and as a data-value-chain foundation.
Evidence boundaryPublished standard-body use; not endorsement of every DIKWP claim.
Open public record CAAIWHITEPAPERI3
CAAI professional-society white paper
The 2024 CAAI series white paper Artificial Intelligence Foundations: Selected Topics places DIKWP at the core of Chapter 1 and devotes Chapter 2 to AI, artificial consciousness and their relationship to DIKWP. Duan and his team coordinated the first two chapters.
Evidence boundaryAuthoritative professional-society publication and institutional dissemination; source-team authorship means it is not independent validation, a national standard or society-wide consensus.
Open public record 
SCHOLARLYU2Consciousness-theory recognition
Robert Lawrence Kuhn's peer-reviewed Landscape includes Duan's mathematical “BUG” theory in its taxonomy of mathematical theories of consciousness.
Evidence boundaryIndependent scholarly inclusion and discussion; not empirical validation or consensus.
Open public record ATMEDIAM3
Independent international analysis
Asia Times names Yucong Duan's DIKWP framework and interprets Purpose as the layer that asks why inputs matter and which goals they serve.
Evidence boundaryIndependent editorial interpretation; not technical replication or outlet adoption.
Open public record PATPATENTP3
Independent patent diffusion
Public patent documents from applicants outside Duan's inventor list use DIKWP across energy, finance, health, trusted AI, legal services, IoT and semantic communication.
Evidence boundaryPatent-document uptake; not automatic proof of licensing, commercialization or partnership.
Open public record IAAPPLICATIONU3
Public application signals
InsuredAI describes a patent-pending DIKWP underwriting framework; public GEO practice materials name DIKWP knowledge distillation as a technical core.
Evidence boundaryDirect product or application language; provenance, licence and production scale require separate verification.
Open public record 
CONVERGENCEC2Structural convergence
Alibaba Cloud, AWS and the TM Forum ecosystem publicly combine DIKW with intention, goal-oriented execution, orchestration and feedback.
Evidence boundaryStrong structural similarity; no inference of motive, derivation or formal DIKWP adoption without direct evidence.
Open public record 02 · CORPORATE DIKW LANDSCAPE
Trace the frontier—even when the vocabulary changes.
Twelve company records are separated into official architecture, official technical use, patent context, follow-on reuse and structural convergence. The watchlist is a testable attribution hypothesis—not an allegation of concealment, derivation or infringement.
ORIGINATING RESEARCH PROGRAMDIKW / DIKWP Graph Formalization
Duan's team pioneered a systematic extension of knowledge graphs into typed, computable DIKW and DIKWP graphs: Data, Information, Knowledge and Purpose resources, transformations, derivation paths and intent-driven computation. Hainan University records the team's 2020 Wu Wenjun AI Award for DIKW graphical extension and modelling; patents from 2017 onward expose the technical lineage. The claim is scoped to this specific graph formalization—not ownership of the earlier generic DIKW hierarchy.
ATTRIBUTION WATCHLIST
Six recurring fingerprints
- DIKWexplicit semantic layers
- D+Kdata–knowledge dual drive
- Pintent or goal drive
- C↔Sconcept–semantic spaces
- Areason, decide, act
- ↺feedback and provenance
Official reference architectureA3AWS
DIKW → Intelligence → intent → orchestrationAWS Prescriptive Guidance says DIKW inspired its semantic layer for agentic AI, then adds inferred user intent, intent-driven orchestration, execution planning, action, provenance and human review.
Public fingerprint coverage4/4
Inspect primary record 
Official platform materialA3Alibaba Cloud · 阿里云
DIKW → intent clarification → execution planPublic DMS and ApsaraDB material connects DIKW with understanding data, clarifying user intention, integrating resources and generating an adjustable intention-execution plan.
Public fingerprint coverage3/4
Inspect primary record 
Patent-family technical contextP2Huawei · 华为
DIKW → inference → decision → executionMultiple Huawei patent publications explicitly describe an AI intelligent-information chain in which data condenses through data–information–knowledge–wisdom, followed by inference, decision-making and execution.
Public fingerprint coverage3/4
Inspect primary record 
Official research and IoT materialD2Cisco
DIKW in tacit knowledge and industrial IoTCisco Outshift directly analyzes the DIKW knowledge pyramid, while a Cisco-hosted industrial-IoT presentation uses the DIKW pyramid to move sensor readings toward operational judgment.
Public fingerprint coverage2/4
Inspect primary record 
Official solution explainerD2NEC
DIKW for data-mining value formationNEC's official dotData solution explainer names the DIKW model and distinguishes data, information, knowledge and wisdom in the path from mining to business judgment.
Public fingerprint coverage2/4
Inspect primary record 
Corporate goal-oriented modelC2Fujitsu · 富士通
DIKW → goal-oriented businessFujitsu's corporate article uses the DIKW Pyramid as a data-to-solution model inside an explicitly goal-oriented business approach.
Public fingerprint coverage2/4
Inspect primary record IBMOfficial developer educationD2
IBM
DIKW applied to data scienceIBM Developer's public learning path explicitly frames its data-to-knowledge discussion as preparation for applying the DIKW model to data science.
Public fingerprint coverage2/4
Inspect primary record MSROfficial research discussionD2
Microsoft Research
DIKW → informed decision-makingA Microsoft Research discussion explicitly examines the DIKW pyramid and tests the assumption that data, machine learning and computation culminate in wisdom and good decisions.
Public fingerprint coverage2/4
Inspect primary record 
Company-hosted technical articleD1SAP
DIKW in cloud data managementAn SAP-hosted technical article uses the DIKW/data-science pyramid to organize data-management capabilities in SAP HANA Cloud. This is platform-hosted technical use, not a company-wide policy claim.
Public fingerprint coverage2/4
Inspect primary record INVGranted patentP2
InvenSense
Sensor → DIKW → exchangeable profilesUS10652354B2 expressly uses an S-DIKW pyramid in a patented system that converts sensor data into user-profile information and knowledge.
Public fingerprint coverage2/4
Inspect primary record 世窗Follow-on patent reuseP1
World Window Information · 世窗信息
Duan-team DIKW graph → multi-graph queryCN121148586A names Duan and Hu's CN113643785A DIKW vaccination graph as one source for its multi-graph immunization query system, then proposes multi-hop completion beyond a single DIKW graph.
Public fingerprint coverage4/4
Inspect primary record 量学Patent citation and technical responseP1
Beijing Liangxue Weiye · 北京量学伟业
DIKWP prior art → intent-adjusted screeningCN120407920A identifies CN118134640A's user DIKWP model and stock DIKW graph as prior art, then develops an alternative stock-screening method that still adjusts weights from user intent.
Public fingerprint coverage3/4
Inspect primary record Strategic claim boundary
Open the audited corporate evidence table A high fingerprint score means a public architecture is worth attribution research and technical comparison. It does not by itself prove that a company adopted DIKWP, intentionally avoided its name, copied a source, licensed a patent or infringed intellectual property. P1 means an external patent expressly reused, cited or answered a DIKW/DIKWP record; it is not silently upgraded to direct DIKWP implementation. Huawei's cited publications use the DIKW chain as technical context; Cisco and NEC have verified official DIKW material, but no audited Cisco/NEC patent has yet been classified here as substantively DIKW-based.
03 · SIGNATURE PROGRAMS
Five connected research fronts.
From medicine and sovereignty to mathematics and white-box evaluation: Purpose is made explicit, inspectable and revisable.
DIKW / DIKWP Graph Formalization
Extend knowledge graphs into typed Data, Information, Knowledge and Purpose resource graphs with explicit transformations, derivation paths and intent-driven computation.
2017-onward patent lineageActive Medicine
Move from reactive treatment toward proactive inquiry, prevention, continuous semantic modelling, individualized intervention and revision.
Book & research trailSemantic Sovereignty
Protect the capacity of languages, cultures, values, knowledge systems and Purpose to be represented and governed without opaque displacement.
Peer-reviewed pathSemantic Mathematics
Formalize inspectable mappings among conceptual, semantic, cognitive and expression spaces so meaning transformations can be traced and challenged.
Publication recordDIKWP White-box Evaluation
Evaluate inspectable D/I/K/W/P semantic capabilities and transformations—not only final answers—to localize strengths, failures and alignment gaps.
Open EvalLab04 · SELECTED CITATION & UPTAKE RECORDS
Who is using, citing—or independently converging on—DIKWP?
Selected records privilege authoritative authors, institutions and primary publication pages. Adoption, scholarly recognition, source-team extension and acronym collision remain visibly distinct.
Digital Sovereignty Means Breaking the Western Monopoly on AI Meaning
TechPolicy.Press — Perspective
TechPolicy.Press · author biographies: Upwork / Bumble
An independently authored policy essay links Duan’s semantic-sovereignty work and the Fan–Duan Purpose-computation chapter, applying DIKWP to language equity and community-governed AI safety.
Evidence boundaryAuthor-level policy uptake. The publisher lists Upwork and Bumble leadership roles; this does not establish adoption, endorsement or deployment by those companies.
Open primary publication Springer
2025-03-11Unlocking the Code of Innovation: TRIZ Theory’s Blueprint for Precision Medicine Breakthroughs
Springer, Innovations in Healthcare and Outcome Measurement, pp. 3–18
IHLAD Abu Dhabi · publisher-listed author affiliation
Schmidt’s precision-medicine chapter cites Wu and Duan’s DIKWP-TRIZ study in its outlook on AI-assisted patient grouping and the selection of inventive principles.
Evidence boundaryA verified cross-domain citation and conceptual discussion; it does not establish clinical deployment, patient benefit or medical validation of DIKWP.
Open primary publication Springer
2025 · online 2024-08-31Overview of Artificial General Intelligence (AGI)
Springer, Artificial General Intelligence (AGI) Security, pp. 1–26
University of Petroleum and Energy Studies · Bio-Tech Sphere Research
The AGI overview’s publisher-visible bibliography cites two Li–Duan studies on DIKWP-based ethical performance and GPT-4 evaluation, linking the research to a broader AGI-security discussion.
Evidence boundaryThe bibliography is verified; the full chapter is subscription-only. No claim of implementation or independent replication is supported by the public material.
Open primary publication SASSECNUSHU
2025主权AI视域下的中国数字人文自主知识体系建设
《数字人文研究》5(4): 3–16 · 中国人民大学
上海社会科学院信息研究所 · 华东师范大学图书馆 · 上海大学文化遗产与信息管理学院 · 上海图书馆上海科学技术情报研究所
The article explicitly introduces Yucong Duan’s semantic-sovereignty theory and DIKWP as its core theoretical framework for an independent Chinese digital-humanities knowledge system. Lead author Liu Wei is identified by the journal as director and research professor of the Institute of Information, Shanghai Academy of Social Sciences.
Evidence boundaryA high-value, independent humanities-and-information-science adoption record; it supports scholarly diffusion, not technical validation of every DIKWP mechanism.
Open primary publication ISO/IEC TR 25005-2:2025 — Data use in smart cities
International Organization for Standardization
ISO · IEC · international standards community
The technical report uses DIKWPA for smart-city data-use analysis. Its official bibliography directly cites Wu and Duan’s “Modeling and Resolving Uncertainty in DIKWP Model” (2024), reference 22.
Evidence boundaryPublished standards-body use; not a blanket endorsement of every DIKWP claim or patent.
Open primary publication A Landscape of Consciousness: Toward a Taxonomy of Explanations and Implications
Progress in Biophysics and Molecular Biology 190: 28–169
Closer To Truth · Elsevier journal platform
Kuhn’s 842-reference international taxonomy places Duan’s mathematical BUG theory among mathematical explanations of consciousness and examines implications for AI consciousness.
Evidence boundaryIndependent inclusion and contextual discussion—not endorsement, empirical confirmation or consensus.
Open primary publication 
DIKWP Artificial Consciousness White Box Measurement and Evaluation
IEEE conference proceedings
IEEE · Hainan University DIKWP research lineage
The paper operationalizes DIKWP as an inspectable white-box evaluation method for AI systems and has accumulated visible follow-on citations on IEEE Xplore.
Evidence boundaryPeer-reviewed source-team extension; citation counts are dynamic and do not establish machine consciousness.
Open primary publication LETI
2026DIKWP Model as a Tool for Cognitive Maturity of Quality Management System
Ekonomika i Upravlenie: Problemy, Resheniya 4/14(169): 52–65 · DOI 10.36871/ek.up.p.r.2026.04.14.006
Saint Petersburg Electrotechnical University “LETI” · Quality 4.0 research
The independently authored study integrates DIKWP with Quality 4.0 and maps its cognitive layers to ISO 9001/9004-oriented quality management, including a human-control zone over AI-generated decisions.
Evidence boundaryIndependent scholarly reuse and adaptation—not university-wide adoption, standards-body approval or product deployment.
Open primary publication 
DIKWP Framework: Intelligentization, Green Innovation, and Servitization for Manufacturing Sustainability in Circular Economy
SAGE Open · 904 questionnaires + Wensli case
SAGE · Chinese manufacturing research network · Wensli case
This independent study uses DIKWP to mean Data–Information–Knowledge–Wisdom–Practice and closes DIKW with an empirical practice loop in manufacturing sustainability.
Evidence boundaryP means Practice here, not Duan’s Purpose. It is evidence of independent action-loop convergence and acronym collision—not direct adoption of the Purpose-based DIKWP model.
Open primary publication Selection rule
Priority is given to named use by authoritative authors or institutions, standards-body uptake, peer-reviewed independent recognition and clear cross-domain application. Search-result mentions without a primary publication page remain outside this short list until verified.
CNKI DIKWP searchDBLP · 2017—2026
A decade-long bibliographic spine.
DBLP reveals a traceable progression from layered D/I/K/W graphs to Purpose-driven DIKWP, artificial-consciousness evaluation and deployable semantic control. Google Scholar remains the live citation-discovery entrance; dynamic counts are not frozen here.
2017GRAPH ARCHITECTURE
Specifying architecture of knowledge graph with Data, Information, Knowledge and Wisdom graphs
An early indexed architecture that extends the knowledge-graph frame into separately typed D/I/K/W graph layers.
SERA 2017 · pp. 327–332DBLP record2018JOURNAL FORMALIZATION
Specifying Knowledge Graph with Data Graph, Information Graph, Knowledge Graph, and Wisdom Graph
The journal article consolidates the graph-extension line into a citable software-innovation formulation.
International Journal of Software Innovation 6(2): 10–25DBLP record2021SERVICE & PURPOSE
Trusted Service Provider Discovery Based on Data, Information, Knowledge, and Wisdom
The indexed service-computing work connects layered semantic resources to trust-oriented provider discovery and a broader Purpose-driven research programme.
International Journal of Software Engineering and Knowledge Engineering 31(1): 3–19DBLP record2022DIKWP GRAPHS
Purpose Driven Disputation Modeling, Analysis and Resolution Based on DIKWP Graphs
Purpose becomes an explicit resource in graph-based dispute representation, analysis and resolution.
HPCC/DSS/SmartCity/DependSys 2022 · pp. 2118–2125DBLP record2023WHITE-BOX AC
DIKWP Artificial Consciousness White Box Measurement Standards Framework Design and Practice
The research line moves from semantic graphs to inspectable artificial-consciousness capability and evaluation layers.
HPCC/DSS/SmartCity/DependSys 2023 · pp. 1067–1074DBLP record2025SEMANTIC JUSTICE
DIKWP Semantic Judicial Reasoning: A Framework for Semantic Justice in AI and Law
A peer-reviewed extension into AI-and-law connects semantic reasoning, judicial process and inspectable value boundaries.
Information 16(8): 640DBLP record2026EDGE WHITE BOX
A DIKWP white-box semantic distributed learning approach for resource-constrained edge devices in web environments
A deployed-method paper reports DIKWP semantic probes, System-2-style reasoning and federated learning for constrained edge environments.
International Journal of Web Information Systems 22(1): 17–43DBLP recordBibliographic boundary: the visible DBLP labels index 62 journal, 128 conference/workshop and 10 informal/other records as of 30 August 2026. They measure bibliographic coverage—not citations, novelty, independent validation or adoption—and may include related versions. Google Scholar remains the dynamic citation route because its counts change continuously.
CNKI · 2006—2026
A twenty-year Chinese research trajectory.
Selected CNKI records show the source team’s path from model-driven semantics to privacy governance, DIKWP human–machine integration, active medicine and intent/economic modelling. They document breadth and continuity—not independent validation.
2006METHOD ROOTS
多维关注分离的模型驱动过程框架设计方法
段玉聪 · 顾毓清
《软件学报》A pre-DIKWP methodological root in model-driven process design and separation of concerns.Open CNKI record2021AI GOVERNANCE
面向跨模态隐私保护的AI治理法律技术化框架
雷羽潇 · 段玉聪
《计算机科学》A legal-technical AI-governance framework for cross-modal privacy protection, showing an early bridge between semantic technology, privacy and law.Open CNKI record2024HUMAN–MACHINE
面向人机融合的DIKWP应用进展
梅映天 · 段玉聪
《科技导报》A source-team review maps DIKWP application progress across human–machine integration; it is scholarly synthesis rather than independent adoption.Open CNKI record2025ACTIVE MEDICINE
基于DIKWP的云南七大民族医学辨析及现代化融合路径研究
段玉聪 · 顾海潮 · 温伟波 · 陈清华 · 顾彬
《云南中医药大学学报》A cross-domain source-team application uses DIKWP to compare and modernize seven Yunnan ethnic-medicine traditions.Open CNKI record2026INTENT LIFECYCLE
DIKWP驱动的意图生命周期建模与语义路径构建
褚泽世 · 段玉聪 · 王敏惠
《计算机工程》The DIKWP line is applied to intent lifecycle modelling and traceable semantic-path construction.Open CNKI record2026INTENT ECONOMY
意图经济的概念生成、结构框架与生态场景
段玉聪
《新疆师范大学学报（哲学社会科学版）》· 网络首发The research programme extends Purpose/intent modelling into economic structure, demand logic and ecosystem scenarios.Open CNKI recordSource boundary: these are selected source-team or co-authored records, not a list of independent citations. CNKI citation/download indicators are dynamic and are deliberately not used here as permanent quality rankings.
05 · SELECTED PUBLICATIONS
A theory-to-book-to-system continuum.
Selected monographs connect the research programs to public publisher, bookseller, library or author records.
CAAII3CAAI · 2024
PROFESSIONAL-SOCIETY WHITE PAPER
Artificial Intelligence Foundations: Selected Topics
Published in the China Association for Artificial Intelligence white-paper series. Chapter 1 systematically develops DIKWP theory; Chapter 2 examines artificial intelligence, artificial consciousness and their DIKWP relationship. Yucong Duan and his team coordinated both chapters.
CHAPTER 01DIKWP foundationsD/I/K/W/P definitions · concept, semantic and cognitive spaces · DIKWP graphs
CHAPTER 02AI & artificial consciousnessAI–AC distinctions · AC foundations · DIKWP consciousness processing · world understanding
Evidence boundary: authoritative society publication with source-team authorship—not independent validation, a national standard or society-wide consensus.
O2 · SOURCE-TEAM TECHNICAL REPORT
Open-source systems for Chinese scenarios
Yucong Duan and Shuaishuai Huang map the DIKWP GitHub portfolio to trustworthy agents, evidence chains, memory sovereignty, intent gates, standards and sector pilots. The ResearchGate metadata lists Hainan University affiliations; the linked record is not presented as a Shanghai-institute report.
ResearchGate012026《语义数学概论》Introduction to Semantic Mathematics
西安电子科技大学出版社022026《人工意识的数学：语义数学》The Mathematics of Artificial Consciousness: Semantic MathematicsDIKWP研究专著 · 作者入口032026《AI重塑经济与需求逻辑：从注意力到意图的智能革命》AI Reshaping Economics and Demand Logic
北京大学出版社042026《意识简史》A Brief History of Consciousness
中国人民大学出版社052025《人工意识概论》Introduction to Artificial Consciousness
中国科学技术出版社062025《人工意识与人类意识》Artificial Consciousness and Human Consciousness中国科学技术出版社072025《玩透 DeepSeek》Understanding and Applying DeepSeek北京大学出版社082025《主动医学概论：初级版》Fundamentals of Active MedicineNCPNew Classic Press (UK)092025《主动医学：人工智能赋能人类健康》Active Medicine: AI Empowering Human Health中国科学技术出版社102025《智驾新纪元》A New Era of Intelligent Driving中国科学技术出版社
西安电子科技大学出版社022026《人工意识的数学：语义数学》The Mathematics of Artificial Consciousness: Semantic MathematicsDIKWP研究专著 · 作者入口032026《AI重塑经济与需求逻辑：从注意力到意图的智能革命》AI Reshaping Economics and Demand Logic北京大学出版社042026《意识简史》A Brief History of Consciousness中国人民大学出版社052025《人工意识概论》Introduction to Artificial Consciousness中国科学技术出版社062025《人工意识与人类意识》Artificial Consciousness and Human Consciousness中国科学技术出版社072025《玩透 DeepSeek》Understanding and Applying DeepSeek北京大学出版社082025《主动医学概论：初级版》Fundamentals of Active MedicineNCPNew Classic Press (UK)092025《主动医学：人工智能赋能人类健康》Active Medicine: AI Empowering Human Health中国科学技术出版社102025《智驾新纪元》A New Era of Intelligent Driving中国科学技术出版社RESEARCHGATE · AUGUST 2026 · BILINGUAL EDITIONS
Latest bilingual research books
Six Chinese–English research-book pairs released on ResearchGate in August 2026, selected by recency, version completeness and connection to the DIKWP programme; last verified 29 August 2026.
01 · 24 / 23 AUG 2026
《宇宙的终极本质》
The Ultimate Essence of the Universe — Revised & ExpandedA latest Chinese edition paired with the revised and expanded English edition.
Yucong Duan · Feng Wang02 · 24 / 23 AUG 2026
《终极世界模型》
THE ULTIMATE WORLD MODELA bilingual world-model research monograph connecting semantics, cognition and the universe.
Yucong Duan · Feng Wang03 · 23 / 22 AUG 2026
《宇宙的哲学新史》
A New History of Cosmic Philosophy: Native Semantic Continuity in the Outside-Less WholeReframes cosmic philosophy through native D/I/K/W/P semantics, record-level paths and append-only continuity.
Yucong Duan · Feng Wang04 · 22 AUG 2026
《宇宙的数学新史》
A New Mathematical History of the Universe: Native Semantic Continuity, Concept Regeneration, and the Self-Revising CosmosA synchronized Chinese–English final edition spanning semantic mathematics, cosmic mathematics and cross-subject continuity.
Yucong Duan · Feng Wang05 · 23 / 22 AUG 2026
《宇宙的物理新史》
A New Physical History of the Universe — Semantic ContinuityA Chinese–English research-book pair on physical history, semantic continuity and an outside-less universe.
Yucong Duan · Feng Wang06 · 10 AUG 2026
《人工意识物理学》
Physics of Artificial ConsciousnessA cross-substrate research programme spanning self-bearing histories, brain–body–machine coupling, signal sovereignty and safety constraints.
Yucong Duan · Feng WangPublication status
Record boundary: ResearchGate lists these as full-text technical reports or author-prepared research-book editions. They are not represented here as publisher-issued books unless a separate publisher, ISBN or catalogue record is available.
ResearchGate profileINDEPENDENT SCHOLARLY RECOGNITION
A Landscape of Consciousness places Duan's mathematical “BUG” theory inside an international taxonomy of consciousness explanations.
Presented here as independent inclusion and contextual discussion—not endorsement, empirical validation or consensus.
DOI05B · AUGUST 2026 RESEARCH FRONTIER
From research note to falsifiable system.
Selected August 2026 releases connect semantic responsibility, autopoietic subject formation, co-becoming and identity-free trajectories to public specifications and runnable repositories.
01 · 25 AUG 2026IMPACT AUDIT
DIKWP Public Impact Update
A source-team audit of standards use, media visibility, independent diffusion and structural convergence—with adoption, attribution and commercialization boundaries kept separate.
Boundary: Source-team evidence synthesis, not independent validation.Inspect research release02 · 14 AUG 2026SEMANTIC RESPONSIBILITY
DIKWP-MESH 8.0 × DIKWP-SAIL
A semantic-passport and responsibility layer linking models, agents, tools, memory and governance through W/P gates, replay, receipts and conformance obligations.
Boundary: Specification and internal conformance evidence; no industry deployment is implied.Inspect research release03 · 12 AUG 2026AUTOPOIETIC SUBJECT
DIKWP-MESH 8.0 · BASSK
A deterministic, relation-first candidate architecture for functional subject formation, with observable packets, traces and repeatable closed-world runs.
Boundary: Functional subject-genesis research; it does not claim subjective experience.Inspect research release04 · 18 AUG 2026CO-BECOMING
DIKWP-Ω 共成
A normative artificial-consciousness system centred on non-terminal denial, revisable personhood judgments and common co-becoming under explicit minimal axioms.
Boundary: Conditional normative logic, not metaphysical proof or consciousness certification.Inspect research release05 · 19 AUG 2026IDENTITY-FREE TRAJECTORIES
OPENBECOMING84
An identity-free DIKWP trajectory generation and closed-loop release system for moving beyond fixed human–AI categories.
Boundary: Open research architecture and release protocol; broad social claims remain testable hypotheses.Inspect research release06 · OPEN RESEARCH SYSTEMS
Do not merely read it. Run it.
Public repositories turn broad claims into inspectable artifacts, reproducible runs and reviewable boundaries.
PUBLIC SNAPSHOT · 07 SEP 2026480 repositories1,318 visible stars740 followersConnected map ↗COMPLETE PORTFOLIO · 07 SEP 2026
From 480 repositories to twelve inspectable research constellations.
The complete 7 September snapshot reorganizes every public repository by its primary research problem, then connects it through semantic-kernel, domain-peer, portfolio-continuity and cross-domain relations. A nineteen-repository expansion deepens vision and cardiovascular health, regenerative value systems, civic transition, digital life, formal semantic dynamics and contribution infrastructure.
01 · 139
DIKWP Foundations & Semantic Architecture
DIKWP-PACT-v0.1.0 · DIKWP-MESH-
02 · 71Artificial Consciousness & Digital Life
DIKWP-DUANLIFE-OPEN-AUTONOMY-15-v3.0.0 · DIKWP-COGENESIS-OS
03 · 36Semantic Mathematics & Formal Proof
DIKWP-ESSENCE-OMEGA-OS-v1.0.0 · DIKWP-ULTIMATE-ESSENCE-BENYUAN-26.0.0
04 · 80Evidence, Evaluation & AI Governance
DIKWP-VERITYWEAVE-v2.0.0 · DIKWP-QINGYUAN-OS-v1.0.0
05 · 9Security, Justice & Resilience
SOVEREIGN-GATE-12.0.0 · TrueValue-Shield-
06 · 31Medicine, Health & Care
DIKWP-CARDIOCOMMONS95 · DIKWP-VISIONRESTORE95
07 · 44Education, Work & Human Capability
CAREER-RUDDER · EduWeave-Global-Personalized-Education-OS
08 · 20Economy, Value & Investment
DIKWP-GLOBAL-ACTIVE-ECONOMY-CIVICWEAVE · DIKWP-FUTURE-VALUE-ARK
09 · 12Society, Civilization & Public Infrastructure
DIKWP-TRANSITION-COMMONS · ACEVO-v1.0.0
10 · 6Physics, Cosmos & Fundamental Inquiry
COSMOGENESIS · DIKWP-COSMOS-CORE-6.4A
11 · 21Memory, Identity & Personal Systems
DIKWP-AGI-Continuity-Ark-OS · DIKWP-HUMAN-CONTINUITY-ARK-SHENGZHOU-28.0.0
12 · 11Standards, Interoperability & Research Translation
YucongDuan · OPENCONSTELLATION
SOURCE / EVIDENCE→PLURAL WORLDS→PURPOSE→GUARDED ACTION→OUTCOME / REVISION
06 SEP · EIGHT-REPOSITORY RESILIENCE & ESSENCE SUITEThree engineering axes connect semantic resilience, falsifiable essence and governed artificial life.
Semantic resilience and cognitive immunity
VERITYWEAVE · QINGYUAN v1/v2 · COGNITIVE IMMUNE · SEMANTIC IMMUNITYJoin evidence return, context repair, manipulation circuit-breaking, appeals, correction propagation and rights-preserving intervention in one inspectable engineering line.
Falsifiable essence and semantic closure
ESSENCE OMEGA · BENYUANOperationalize counterfactual ablation, residual frontiers, anti-self-sealing certificates and cross-world closure without converting a model into metaphysical proof.
Governed artificial life and bounded autonomy
DUANLIFE OPEN AUTONOMY 15Explore plural minds, governed memory and bounded autonomy in an offline-first runtime while preserving explicit personhood and consciousness boundaries.
01 · 06 SEP 2026EVIDENCE · RESILIENCE
DIKWP-VERITYWEAVE v2.0.0
A semantic-resilience grid connecting evidence, context, incentives, circulation, appeals and agent-lineage auditing.
Inspect repository02 · 06 SEP 2026ESSENCE · CLOSURE
DIKWP ULTIMATE ESSENCE · BENYUAN 26.0.0
An operational essence compiler and reality-closure kernel for falsifiable cross-world modelling, bounded action and revision.
Inspect repository03 · 06 SEP 2026CONTEXT · APPEAL
DIKWP SEMANTIC IMMUNITY REPAIR v1.0.0
A semantic-harm analysis and context-repair reference system with appealable, rights-preserving interventions.
Inspect repository04 · 06 SEP 2026ARTIFICIAL LIFE · BOUNDS
DIKWP DUANLIFE OPEN AUTONOMY 15 v3.0.0
An English-first offline runtime for thirteen plural minds, governed memory and bounded autonomy.
Inspect repository05 · 06 SEP 2026COGNITIVE IMMUNITY · REPAIR
DIKWP COGNITIVE IMMUNE · QINGYUAN 27.0.0
An evidence, context, manipulation and harm-analysis prototype for cognitive immunity and reality repair.
Inspect repository06 · 06 SEP 2026INTEGRITY · DUE PROCESS
DIKWP QINGYUAN OS v2.0.0
A causal information-ecology integrity and human-agency protection runtime with due process and correction propagation.
Inspect repository07 · 06 SEP 2026EVIDENCE RETURN · RIGHTS
DIKWP QINGYUAN OS v1.0.0
An auditable runtime for evidence return, manipulation circuit-breaking and rights-preserving cognitive-environment protection.
Inspect repository08 · 06 SEP 2026CAUSAL ESSENCE · FALSIFIABILITY
DIKWP ESSENCE OMEGA OS v1.0.0
A bounded causal-generative essence runtime with counterfactual ablation, residual frontiers and anti-self-sealing certificates.
Inspect repositoryEight-repository evidence boundary: all eight repositories are public, their import workflows completed successfully, and 512 local tests passed across the prepared source trees. These facts establish source availability and local verification only; they do not establish independent validation, production fitness, adoption, phenomenal consciousness, personhood or metaphysical truth.
06 SEP · THIRTEEN-SYSTEM IMPORTED SUITEFour new engineering axes connect care, value, transition and governed digital life.
Vision and cardiovascular care commons
VISIONRESTORE95 · VISIONLONGEVITY95 · CARDIOCOMMONS95Separate decision support, monitoring, rehabilitation and evidence accountability while preserving clinician handoff and explicit medical boundaries.
Regenerative value and active economy
TRUEVALUE95 v1/v2 · ACTIVE ECONOMY · GLOBAL BRIDGE · FUTURE VALUE ARKModel value as recipient-specific D/I/K/W/P transformation, plural futures and verified consequences rather than one context-free price.
Civic transition and reality clearing
CIVICWEAVE · TRANSITION COMMONS · ZHENHENGConnect contribution return, monetary validity, public finance, paid-task cooperation and governance transition under inspectable rules.
Co-genesis and model-resident digital life
COGENESIS OS · DUANLIFE AXIOM LABExplore open-ended cognition, model-resident identity and internal authorization without treating a software artifact as proof of phenomenal consciousness or personhood.
01 · 06 SEP 2026VISION · CLAIM AUDIT
DIKWP-VISIONRESTORE95
Decomposes recoverable vision components, monitors myopia progression, audits commercial claims and prepares clinician handoff packets.
Inspect repository02 · 06 SEP 2026VISION · LONGEVITY
DIKWP-VISIONLONGEVITY95
Separates optical rehabilitation from lifelong retinal, macular, optic-nerve, lens and ocular-surface surveillance.
Inspect repository03 · 06 SEP 2026CARDIO · SAFETY
DIKWP-CARDIOCOMMONS95
Coordinates cardiovascular safety, secondary prevention, rehabilitation, access equity and evidence accountability.
Inspect repository04 · 06 SEP 2026VALUE · TRANSFORMATION
DIKWP-TRUEVALUE95 v1
A reference architecture for recipient-specific D/I/K/W/P value transformation and future economic coordination.
Inspect repository05 · 06 SEP 2026REGENERATIVE · AGENCY
DIKWP-TRUEVALUE95 v2
Extends TrueValue into an inspectable Regenerative Agency Economy operating system.
Inspect repository06 · 06 SEP 2026EXTERNALITY · RETURN
DIKWP TrueValue Active Economy
Supports verified positive externalities, internalizes verified harm and makes contribution return inspectable.
Inspect repository07 · 06 SEP 2026COUNTRY · ADAPTER
DIKWP TrueValue Global Economy Bridge
An offline-first country-adapter bridge for Active Essence Economy research and comparison.
Inspect repository08 · 06 SEP 2026PLURAL FUTURES · RESILIENCE
DIKWP FutureValue Ark
Decision support for real-wealth resilience and asset allocation across plural AI-civilization futures.
Inspect repository09 · 06 SEP 2026PUBLIC FINANCE · GOVERNANCE
DIKWP Global Active Economy · CivicWeave
A country-adapter system for prosocial support, productive DIKWP exchange, restitution, public finance and governance transition.
Inspect repository10 · 06 SEP 2026MONETARY VALIDITY · SETTLEMENT
DIKWP Reality Clearing · Zhenheng
Models monetary validity, real purchasing power, capability settlement and contribution return.
Inspect repository11 · 06 SEP 2026OPPORTUNITY · COOPERATIVE
DIKWP Transition Commons
A transition-opportunity, paid-task cooperative and shared-benefit operating system for ordinary people.
Inspect repository12 · 06 SEP 2026CO-GENESIS · OPEN COGNITION
DIKWP-COGENESIS-OS
A causal co-genesis runtime for open-ended cognition beyond fixed state equations.
Inspect repository13 · 06 SEP 2026IDENTITY · INTERNAL AUTHORITY
DIKWP DUANLIFE Model-Resident Axiom Lab
A research implementation for model-resident identity, internal authorization and governed digital-life continuity.
Inspect repository6 September suite boundary: all thirteen entries are public repositories summarized from repository documentation and local validation records. Presence, tests and declared scope do not by themselves establish clinical or financial effectiveness, external adoption, production fitness, phenomenal consciousness, legal status, or authority to act for another person.
04 SEP · FOURTEEN-REPOSITORY FRONTIERSix new engineering axes connect human Purpose to public-interest infrastructure.
Human intent, value & economic transition
AXIOFORGE · CiviReserve · PROACTIVE ESSENCE · YIYUANKeep Purpose, value plurality, capital resilience, contribution attribution and bounded action explicit while AI and labour institutions change.
Education, career & livelihood resilience
CAREER RUDDER · EduWeave · FUTURECRAFT · YOUTH COMPASSReplace one-shot education and job bets with learner-owned Purpose, protected floors, plural futures, evidence and revisable pathways.
Public health & care commons
RecoveryWeave · DIABETESCOMMONS95 · MYOPIACOMMONS95Connect person-led recovery, clinical review, family and caregiver participation, prevention, access equity and accountable technology governance.
Life-value circulation across social classes
LifeValue Confluence OSModel value circulation and anti-involution allocation while preserving selective disclosure and capability-bounded agents.
Institutional continuity & governed agents
Individual-run Institution OSMove from owner-dependent expert labour to codified institutions, bounded products, governed agents and diversified value flows.
Civilization foresight & author-side standards
ACEVO · ACEO-1000Join runnable foresight, a 2026–2100 horizon, interactive inspection and author-side standardization assets without presenting a draft as formal certification.
01 · 04 SEP 2026VALUE · TRANSITION
AXIOFORGE
Revalues projects, technologies, institutions, knowledge, ecology and future options during AI, post-labour and monetary transition.
Inspect repository02 · 04 SEP 2026CAREER · 2027 COHORT
CAREER-RUDDER
A local-first career-planning and employment-decision client for China's 2027 graduating cohort.
Inspect repository03 · 04 SEP 2026EDUCATION · PURPOSE
EduWeave Global
Multilingual personalized learning organized around learner-owned Purpose, constraints, plural futures and evidence.
Inspect repository04 · 04 SEP 2026VALUE · ANTI-INVOLUTION
LifeValue Confluence
Cross-class life-value circulation and anti-involution allocation with selective disclosure and capability-bounded agents.
Inspect repository05 · 04 SEP 2026MENTAL HEALTH · CARE
RecoveryWeave
Person-led mental-health recovery and caregiver collaboration spanning safety planning, medication and appointments.
Inspect repository06 · 04 SEP 2026INVESTMENT · RESILIENCE
CiviReserve
An offline-first investment-policy and capital-resilience reference for global investors during AI-civilization transition.
Inspect repository07 · 04 SEP 2026HEALTH · ACCOUNTABILITY
DIABETESCOMMONS95
Diabetes safety, remission integrity, complication prevention, access equity and evidence accountability.
Inspect repository08 · 04 SEP 2026PUBLIC BENEFIT · DIKWP
PROACTIVE ESSENCE ECONOMY
Verified public-benefit support, DIKWP asymmetry exchange, impact gating, contribution attribution and bounded action.
Inspect repository09 · 04 SEP 2026MYOPIA · PUBLIC HEALTH
MYOPIACOMMONS95
A local-first reference connecting people with myopia, families, clinicians, researchers, public-health programmes and governed AI systems.
Inspect repository10 · 04 SEP 2026CIVILIZATION · 2026–2100
ACEVO
Runnable civilization-evolution foresight with an interactive dashboard and ACEO-1000 author-side standardization assets.
Inspect repository11 · 04 SEP 2026INSTITUTION · GOVERNED AGENTS
Individual-run Institution OS
A continuity path from owner-dependent expert labour to codified institutions, bounded products and governed agents.
Inspect repository12 · 04 SEP 2026EDUCATION · CONTINUITY
FUTURECRAFT · XINGZHOU 16.0.0
Education innovation and career continuity through Purpose, protected floors and plural futures.
Inspect repository13 · 04 SEP 2026INTENT ECONOMY · HUMAN FIRST
HUMAN INTENT COMMONS · YIYUAN 19.0.0
A personal client where a person defines Purpose first and markets, platforms, capital and AI agents respond within explicit boundaries.
Inspect repository14 · 04 SEP 2026YOUTH · LIVELIHOOD
GLOBAL YOUTH COMPASS · HORIZON 18.0.0
A global employment, development, mobility and livelihood-continuity system for young people.
Inspect repositoryFrontier evidence boundary: these 14 entries are verified as public repositories and summarized from their declared scopes. That does not establish external validation, real-world adoption, clinical or financial effectiveness, formal standardization, or authority to act for another person.
01 SEP · NINE-REPOSITORY DEEP MAPFour new engineering axes; one shared responsibility grammar.
Human sovereignty & bounded protection
SOVEREIGN-GATE · STRATAGEM · WORLD-OMEGAGovern the deployed model–harness–tool system, preserve plural attribution worlds and confine protective consequences to owned or explicitly authorized assets.
Semantic & cognitive capital
Semantic Capital Foundry · PRAXIS95Move from searchable text to governed, rights-aware and outcome-calibrated cognitive assets without treating code access as ownership of source knowledge or identity.
Cognitive equity & outcome assurance
Cognitive Bridge Ω · OutcomeForgeSeparate exposure from demonstrated capability, model structural constraints, require human-reviewed work evidence and report only privacy-thresholded aggregate outcomes.
Trans-semantic & civilizational plurality
APEIRON · SAMSARARetain machine-native opacity, projection loss, non-isomorphic world models and native civilizational concepts rather than forcing one vocabulary, one ontology or one identity rule.
01 · 01 SEP 2026Continuity · Civilizational plurality
DIKWP-SAMSARA 9.5
A plural continuity compiler comparing 11 non-isomorphic models across 16 dimensions while preserving 36 source-bound religious and civilizational mappings, 144 native concepts and a 22-lens gateway for AI interpretation.
Claim boundary: Structured comparison does not establish reincarnation, first-person continuity, legal identity, consciousness, doctrinal equivalence or authority to represent a religion, civilization, the dead or humanity.Inspect repository02 · 01 SEP 2026Cognitive capital · Expert-agent products
DIKWP-PRAXIS95
A governed expert-agent product layer turning owner-controlled documents, decision experience and service rules into rights-aware products, capability tokens, evidence packets, named decisions, outcome calibration and value attribution.
Claim boundary: The loopback reference runtime has zero authority for external action, payment, identity simulation or official representation; code availability grants no rights to private data, copyrighted material, identity, endorsement or deployment fitness.Inspect repository03 · 01 SEP 2026Cognitive equity · Reality translation
DIKWP Cognitive Bridge Ω Commons
A local-first cognitive-equity kernel linking participant-owned purpose, provenance, plural worlds, semantic-loss seams, learning receipts, real constraints, support allocation, reversible action tickets and reality receipts.
Claim boundary: It emits no general-intelligence or human-worth score and has no automated admissions, employment, credit or external-action authority; CBEP-1000 is an author-side draft, not certification.Inspect repository04 · 01 SEP 2026Outcome assurance · AI role transformation
DIKWP OutcomeForge OS v1.0.0
An evidence and outcome-assurance layer after AI training and rollout, connecting named systems and roles to human-reviewed work samples, appealable receipts, privacy-thresholded aggregate coverage and attribution-bounded operational outcomes.
Claim boundary: No automated employment authority or causal-impact certification is implied. The demo is synthetic, KOAP-1000 is a draft, and pilot pricing is a market-validation hypothesis rather than historical revenue.Inspect repository05 · 01 SEP 2026Semantic capital · Cognitive Asset Capsules
DIKWP Semantic Capital Foundry 13.0.0
A local-first foundry compiling organisational knowledge into signed Cognitive Asset Capsules with rights and provenance, D/I/K/W/P plus Experience and Boundary cards, capability envelopes, validation-only selection, sealed hidden tests and decision receipts.
Claim boundary: This alpha does not prove corpus truth, captured tacit expertise, production accuracy, legal compliance, customer adoption or ROI. The synthetic perfect result demonstrates pipeline integrity only.Inspect repository06 · 01 SEP 2026World calculus · True-value draft
DIKWP WORLD-OMEGA v1.0.0
An executable reference kernel joining local worlds, plural hypotheses, evidence provenance, power asymmetry, explicit authority, non-aggregated true-value vectors, controlled protection, restitution, appeal and correction in one responsibility loop.
Claim boundary: TVWS-1000:2026-DRAFT is not standards certification; execution does not prove ultimate physical law, consciousness or legal guilt, and protection is limited to controlled or explicitly authorized assets.Inspect repository07 · 01 SEP 2026Auditable stratagems · Restitution
JusticeShield · STRATAGEM 11.0.0 / TIANLUO
An owned-or-authorized active-defence reference system combining six competing attribution worlds, true-value hard gates, auditable stratagems, bounded synthetic deception, moving defence, restitution, appeal and reality-contact revision.
Claim boundary: External automatic action authority is zero. The alpha contains no hack-back, third-party intrusion, malware, credential theft, exfiltration, destructive action, public accusation or real-money movement.Inspect repository08 · 01 SEP 2026Human sovereignty · Multi-agent containment
DIKWP SOVEREIGN-GATE 12.0.0 / TIANHENG
A human-sovereign governance kernel treating model, harness, tools, memory, communication graph, evaluator, identity and resources as one deployed system, governed through Purpose Passports, short-lived leases, multi-monitor evidence and local containment.
Claim boundary: An alpha reference implementation—not production certification, measured real-world detection accuracy, legal judgment or autonomous external enforcement. Agent self-authorization and external automatic action remain zero.Inspect repository09 · 01 SEP 2026Trans-semantic discovery · Responsibility closure
DIKWP-APEIRON 9.5
A language-optional ontic substrate built from numeric events, temporal differences, relations, interventions, predictive distributions, multi-scale invariants, opaque operational concepts and competing world models, bridged to DIKWP responsibility closure with projection loss retained.
Claim boundary: Its 118 deterministic tests validate software contracts, integrity and reproducibility—not final cosmic truth, consciousness, divinity, personhood or causal proof; external action and transmission authority are zero.Inspect repository10 · 31 AUG 2026Cosmic consciousness · Evidence
DIKWP-COSMONOESIS 9.5
A standard-library Python research system for assessing biological, artificial, collective, planetary, stellar and cosmic consciousness candidates through explicit evidence, alternative models and reviewable outputs.
Claim boundary: A candidate-assessment and hypothesis system; it does not prove cosmic consciousness, phenomenal experience or a privileged account of the universe.Inspect repository11 · 31 AUG 2026Victim-first defence · Restitution
TrueValue Shield
A victim-first active-defence control plane that makes attribution, proportionality, reversibility, restitution and accountable human authority explicit in a post-knowledge-scarcity setting.
Claim boundary: A defensive governance reference architecture—not permission for retaliation, unauthorized access, destructive countermeasures or bypassing law and due process.Inspect repository12 · 31 AUG 2026Active defence · Strategic deterrence
JusticeShield · STRATEGOS 10.0.0
A consequence-bearing, restitution-centred strategic deterrence plane for protective decisions, evidence custody, bounded escalation and accountable review.
Claim boundary: Deterrence and escalation remain authorization-gated and lawful; the repository is not evidence of operational deployment or authority to conduct offensive cyber actions.Inspect repository13 · 31 AUG 2026Cognitive provenance · Essence compiler
DIKWP-EIDOS 9.5
A local-first, owner-governed compiler that turns heterogeneous personal records into provenance-bearing essence signatures, contested interpretations, decision traces and revisable cognitive artifacts.
Claim boundary: The compiled profile is a revisable model, not the person, a definitive essence, a psychological diagnosis or authority to act on the owner’s behalf.Inspect repository14 · 31 AUG 2026Cognitive transparency · Reversible revision
DIKWP-NOESIS 9.5
A local-first reference system for making consequential cognition inspectable through source-linked claims, plural interpretations, owner-governed revision and reversible enhancement proposals.
Claim boundary: No single cognitive score, covert profiling, forced correction, medical claim or autonomous alteration of a person is supported.Inspect repository15 · 30 AUG 2026Semantic signals · Cross-carrier
DIKWP-SYMBIOBRIDGE 9.5
A runnable research bridge for reproducible signal–state–action–consequence relations across biological, digital-life and machine carriers.
Claim boundary: No mind-reading, private-experience access, consciousness proof, clinical efficacy or autonomous external authority is claimed.Inspect repository16 · 30 AUG 2026Neurology · Safeguarding
NeuroSentinel OS v1.0.0
An evidence-bound clinical decision-support and safeguarding alpha with deterministic red-flag stops, competing hypotheses, named human approval and outcome calibration.
Claim boundary: Not autonomous diagnosis or prescribing, a cleared medical device, emergency service or validated predictor of future harm.Inspect repository17 · 29 AUG 2026Decision twin · Future value
DIKWP RealtyTwin OS
An auditable real-estate decision twin separating market value, investor-specific value and seller strategy while modelling demographics, AI, credit and plural future worlds.
Claim boundary: Scenario outputs and valuation distributions are decision support, not guaranteed forecasts, investment advice or realized returns.Inspect repository18 · 27 AUG 2026Care robotics · Human agency
CareWeave Robot OS v1.0.0
A local-first, robot-agnostic platform joining elder autonomy and child growth to consent, memory governance, action gates, audit and adapter-based robot receipts.
Claim boundary: Not autonomous childcare, diagnosis, drug management, emergency dispatch, restraint or hidden surveillance.Inspect repository19 · 27 AUG 2026Active twin · Research metabolism
DIKWP-YUCONG95
A local-first, source-grounded active research twin with authorized memory, an explicit Purpose constitution, plural world models, research metabolism and reversible local actions.
Claim boundary: An operational artificial-consciousness candidate with phenomenal consciousness unproven and zero external-action or spokesperson authority.Inspect repository20 · 27 AUG 2026Digital life · Owner governance
DIKWP-LIFEFORGE 9.5
An owner-governed foundry for multiple personalized digital-life instances using provenance, consent, reconstructive memory, competing worlds, dynamic identity and consequence return.
Claim boundary: No soul transfer, phenomenal-consciousness claim, identity right from style similarity or external authority in the reference runtime.Inspect repository21 · 27 AUG 2026Control plane · Accountability
DIKWP TrustPlane OS v1.0.0
A parent control plane that makes Purpose, evidence, memory, authorization, reversibility and outcomes machine-readable, gated, inspectable and replayable.
Claim boundary: A runnable integration entry point and pilot architecture—not evidence that proposed commercial pilots have been purchased or independently validated.Inspect repositoryEvidence boundary: repository pages support scope, source availability and self-described implementation status. They do not alone establish external validation, clinical effectiveness, commercial adoption, phenomenal consciousness or authority to act for a person.
FOUNDATIONAL & PRIOR HIGHLIGHTED SYSTEMS11
01
Audit · ReplayDIKWP AgentTrace OS
Inspect agent decisions through evidence-linked execution traces, replay and review.
Inspect repository02
Evidence · ProvenanceDIKWP ProofLedger OS
Connect claims to evidence, provenance, boundary conditions and revisable judgments.
Inspect repository03
Evaluation · LLMLLM WhiteBox EvalLab
Evaluate language models across DIKWP semantic capabilities rather than a single opaque score.
Inspect repository04
Consciousness · GovernanceConsciousness Futures Studio
Turn artificial-consciousness debates into inspectable indicators, claim levels and governance conditions.
Inspect repository05
Education · FuturesStudent Continuity OS
Preserve student agency, judgment and continuity across disruptive AI and AGI scenarios.
Inspect repository06
Mathematics · CertificatesDIKWP-CITM Forge
Compile mathematical problems into deterministic, hash-linked, auditable research objects.
Inspect repository07
AC · FalsificationDIKWP-EXPERION 9.3
A closed-world, auditable artificial-consciousness research system without a permanent consciousness module or single inner theatre.
Inspect repository08
Artificial Life · AutopoiesisDIKWP-METALIFE 9.3
A deterministic offline artificial-life system extending the MESH lineage through digital metabolism and autopoietic continuity.
Inspect repository09
Open Research · TranslationDIKWP-ORBIT 92
An open-research translation OS that turns a large portfolio into independently testable, reusable and cumulative benchmark objects.
Inspect repository10
Memory · EvidenceOmniMemory OS
A local-first memory layer outside any single LLM, preserving raw evidence, reviewable long-term memories and task-relevant retrieval.
Inspect repository11
Runtime · Evidence BoundaryOMEGA-ACOS
An evidence-bound operational artificial-consciousness candidate runtime joining the recent DIKWP/MESH lineage into a falsifiable architecture.
Inspect repositoryDISCOVER · RUN · CHALLENGE · CITE
Explore the connected portfolio Help the evidence travel with the idea.
Research should be challenged, maintained and carried forward by more than one person.
Match peer reviewers, co-maintainers, standards specialists, independent evaluators, translators, adopters, IP support and continuity stewards through written, reciprocal routes.
Enter the mutual-support resource PortPATENT PORTFOLIO · 2017—2025
A portfolio organized by research problem—not a single inflated number.
Four supplied source files reveal a long-running core and a dense 2025 expansion. Counts below describe source records and supplied identifiers; legal status remains document-specific.
115structured legacy records2017—2023
139listed invention items2025 COHORT
122 + 17primary IDs + companion IDsSUPPLIED FILES
254source rows across two cohortsNOT LEGAL FAMILIES
0129
Law, IP, semantic sovereignty & governance
- 基于语义主权的司法智能决策支持系统
- 语义主权治理一体化平台
- 一种法律多立场DIKWP语义图谱建模方法及系统
0227
Active medicine, health & neurotechnology
- 基于DIKWP语义闭环的主动医疗智能诊疗方法
- 面向区域医疗大数据的DIKWP闭环智能诊疗系统
- 基于患者意图的健康语义数据共享与推理授权控制方法
0321
Artificial consciousness & cognitive systems
- 面向人工意识白盒测评的DIKWP认知层测试题生成与样本建构方法
- 基于DIKWP模型的人工意识BUG自动检测与分类机制
- 基于DIKWP×DIKWP语义网交互结构的认知路径跨空间追踪与可视化方法
0421
DIKWP core, graphs & semantic mathematics
- 基于多层语义图谱的矛盾点识别方法
- 跨领域 DIKWP 数字孪生体系统
- 生命语义张量图谱建模方法
0517
Education, talent, creativity & cross-cultural semantics
- 面向DIKWP层次的TRIZ创新方案生成方法
- 面向教师内容生成与迁移优化的DIKWP语义重构工具
- 基于DIKWP-TRIZ的企业复杂问题智能求解系统
0612
White-box, trustworthy AI & safety
- 面向语义安全的AI内容过滤与校准系统
- 跨部门认知对齐的 DIKWP 协同方法
- AI辅助创造力与创新能力测评与培养系统
0712
Multi-agent, enterprise & digital infrastructure
- DIKWP语义区块链与跨智能体语义协同系统
- 基于网状DIKWP模型的多主体意图协同交互系统
- 一种针对企业复杂问题的DIKWP语义建模方法
SELECTED INVENTION APPLICATIONS
Strategic applications shown inside the portfolio—not hidden outside it.
The first three are indexed on the inventor’s public patent page. The remaining items are selected from supplied 2025 filing materials for their research and commercial significance. Each keeps a compact status label until a publication, grant or legal event is independently confirmed.
P-196Listed application · current legal status to verify
Purpose-driven matching for cooperative sharing of DIKW resources
Resource cooperation · Purpose computing
Official inventor-page listing · item 196P-195Listed application · current legal status to verify
DIKW-based content-integrity modelling and judgment
Content integrity · Trustworthy AI
Official inventor-page listing · item 195P-193Listed application · current legal status to verify
DIKWP-based generation and adjustment of knowledge-learning plans
Education · Adaptive learning
Official inventor-page listing · item 193S-AC01Filed or submitted item · public record not yet independently confirmed
DIKWP cognitive-layer test and sample construction for white-box artificial-consciousness evaluation
Artificial consciousness · White-box evaluation
Selected from supplied 2025 filing materialsS-AC02Filed or submitted item · public record not yet independently confirmed
Automatic detection and classification of artificial-consciousness BUGs based on DIKWP
Artificial consciousness · Safety
Selected from supplied 2025 filing materialsS-SS01Filed or submitted item · public record not yet independently confirmed
Semantic-sovereignty-based intelligent judicial decision support
Semantic sovereignty · Law
Selected from supplied 2025 filing materialsS-AM01Filed or submitted item · public record not yet independently confirmed
Active medical diagnosis and treatment through a DIKWP semantic closed loop
Active medicine · Health
Selected from supplied 2025 filing materialsS-MA01Filed or submitted item · public record not yet independently confirmed
DIKWP semantic blockchain and cross-agent semantic collaboration
Multi-agent systems · Digital infrastructure
Selected from supplied 2025 filing materialsCounting rule
These selected applications strengthen the visible technology landscape. They are not added again to the 254-row inventory unless matched to an existing source row, and they are not described as granted patents without a confirmed grant publication.
DATA NOTE · 26 AUG 2026
What the portfolio numbers do—and do not—mean
The filename labeled “119 AI-related patent abstracts” contains 115 complete title–abstract–metadata records. The primary 139-item summary supplies 122 application numbers; a companion filing sheet supplies identifiers for the other 17. One conflicting application number in item 6 was resolved in favor of the value repeated by the primary spreadsheet and PDF. The 254 total is therefore a transparent source-row inventory—not an official portfolio total, grant count, unique legal-family count or current legal-status assertion.
Open portfolio methodology07 · INSTITUTION BUILDING
A global forum for the science and governance of artificial consciousness.
WAAC, WACA and successive World Conferences connect theory, engineering, ethics, standards and long-horizon human–AI futures.
WAACARTIFICIAL
CONSCIOUSNESS
SCIENCEENGINEERINGETHICSFUTURESCONSCIOUSNESS
PARIS · 2025World Academy for Artificial Consciousness
Inaugurated in Paris by four initiating organizations as an international platform for theory, technology, applications, ethics and open academic exchange. Yucong Duan is the inaugural president.
GLOBAL NETWORKAcademicians and interdisciplinary reach
The public academicians directory connects consciousness science with neuroscience, robotics, philosophy, governance, history, economics and human–AI futures.
WACAWACA · 2025Association, standards and global governance
The WACA annual meeting linked proactive medicine, artificial-consciousness standards, DIKWP white-box evaluation, semantic sovereignty and global ethical governance.
2019—2024 · INITIATED / CO-INITIATED CONVENING LINEAGE
From Knowledge Graph as a Service to IEEE DIKW.
Initiated or co-initiated by Yucong Duan across successive stages, with chair-level leadership recorded at every stage.
2019IEEE SERVICES · KGaaSFounding workshop chairKnowledge Graph as a Service; explicitly connected knowledge graphs with DIKW architecture and typed graph layers.
2020IEEE SERVICES · KNWorkshop chairThe second Knowledge Networks workshop advanced the knowledge-graph → DIKW-architecture lineage.
2021IEEE SERVICES · DIKWNProgram chairThe third workshop became Data, Information, Knowledge and Wisdom Networks and published through IEEE Xplore.
2021IEEE DIKW · HaikouGeneral chairInaugural International Conference on Data, Information, Knowledge and Wisdom, co-organized by the Hainan Association for Science and Technology and Hainan University's DIKW group.
2022IEEE DIKW · ChengduSteering chairThe second conference added goal/Purpose models, data–knowledge mixed processing, explainable AI and AI governance.
2023IEEE DIKW · MelbourneConference chairThe proceedings' Chair Message lists Yucong Duan among the DIKW 2023 chairs.
2024IEEE DIKW · WuhanConference chairThe fourth conference continued DIKW transformation, explainable AI, governance and cross-domain modelling.
Parallel institution-building: the World Conference on Artificial Consciousness series began in 2023 and now connects DIKWP theory with medicine, neuroscience, ethics, law, economics and governance through WACA and WAAC.
2023—2026 · WCAC
World Conferences on Artificial Consciousness
A Duan-initiated platform connecting DIKWP, artificial consciousness, proactive medicine, trustworthy AI and governance.
2023Inaugural WCAC · OnlineWCACArtificial consciousness as the confluence of intelligence and consciousness; DIKWP as a framework for cognition, decision and Purpose.
20242nd WCAC · OnlineWCACValue alignment, Purpose alignment, explainability, interdisciplinary collaboration and global technology ethics.
20263rd WCAC · ShenzhenWCACFoundational theory, practical exploration and AI-enabled proactive health medicine, with an expanding international scholarly network.
20264th WCAC · Haikou · PlannedWCACFrom artificial consciousness to trustworthy auditable AI: DIKWP white-box evaluation, trusted agents and Hainan Free Trade Port applications.
08 · OFFICIAL CHANNEL NETWORK
One research identity. Every public doorway.
The site links to—not impersonates or copies—each public platform, organizing video, academic and institutional channels into one reusable research network.
CURATED VIDEO ARCHIVE
DIKWP · World Conferences · Artificial Consciousness
Start with the primary research-group playlist, then continue to the personal and DIKWP-AC channels for talks, demonstrations, evaluation work and conference records.
Open full playlist
YouTube · Yucong DuanPrimary channel: conferences, DIKWP, artificial consciousness and research talks
YouTube · DIKWP-ACFocused archive for DIKWP and artificial-consciousness videos
LinkedInResearch updates, open-source releases and international networking
WAACAcademy, World Conferences and institutional initiatives
WAAC · AcademiciansInterdisciplinary academicians across consciousness, neuroscience, robotics, philosophy and governance
WACAWACAAssociation activities, standards, proactive medicine and global-governance initiatives
YDYucongDuan.orgOriginating team website and historical research record
ResearchGatePapers, preprints and project trails