Research and reference foundation
The Manifesto, MVDIO, the Reconstruction Failure Modes taxonomy, Reference Vocabulary v0.1.0 and Reference Model v0.3.1.
Review the evidence status →DIO/ODI · an author-led concept by Daniel Beránek
The new object of optimization is not a page. It is the entity.
DIO helps digital systems correctly recognize, connect and describe companies, people, products and projects. ODI provides a map of the relationships and principles of digital identity.
01Build visibility
For companies, people and projects whose identity is fragmented across websites, profiles, publications, search engines and AI.
02Improve system accuracyFor teams working on entity resolution, knowledge graphs, provenance and entity-data quality.
03Develop knowledge infrastructureFor research, AI R&D, ontologies, knowledge products and standards.
Shared mechanism
Each system reconstructs the same entity from a different set of traces.
Digital identity is neither a single profile nor a database row. It is a distributed object that digital systems reconstruct from available traces, relationships and evidence.
Peoplenarrative · trust · experience
Search enginesindex · authority · structure
AI systemscontext · probability · retrieval
Data systemsentities · attributes · relationships
An entity reconstructed over time
K6 semantic connectome
Six dimensions. None in isolation.
K6 is a map of six elements that together determine how digital systems understand a given entity. It helps identify the weak point and decide where it makes sense to intervene first.
Entity
A stabilized interpretive node: a company, person, product, project or institution whose identity must remain distinguishable.
Select a node by clicking it or pressing Enter. The network shows the complete K6 graph: fifteen connections among six nodes.
Where value is created
One IP core. Three value tracks.
Services, software, licensing, grants and investment are not additional “versions of the concept.” They are ways to develop a specific track and translate its value into practice.
DIO for companies, people and projects
More accurate entity recognition, attribution and interpretation across the web, search and AI.
Build visibility →DIO for systems that need to make more accurate decisions
Defining entity boundaries, aliases, relationships, sources, provenance and confidence.
Propose a technical pilot →ODI as a theoretical, research and IP layer
A shared language, concepts, questions and foundations for ontologies, standards and licensed know-how.
Develop ODI →What exists today
A research and reference architecture.
The concept has a public source trail, a minimal analytical model, a taxonomy of reconstruction failures and a machine-readable reference layer. Pilot cases can extend its practical application.
DIO intervention and a prepared pilot
Baseline measurement, diagnosis, priority intervention design, targeted implementation and pre/post evaluation of defined signals.
Review the process →Performance, transfer and market application
Pilot cases will demonstrate value, transferability, scalability and the appropriate product form.
Propose a pilot →Ways to engage
A partner brings a specific problem, environment or capability.
DIO/ODI offers defined development paths. The scope of collaboration and any resulting rights are negotiated according to the track, the objective and each party’s actual contribution.
Expert dialogue
Critical review of concepts, boundaries and operationalization.
Pilot
A bounded intervention on a specific entity with predefined evaluation.
Co-development
Technical or methodological translation of a selected track into a repeatable form.
Research partnership
Formalization, metrics, domain adaptation or grant-funded research.
Licensing
A specifically negotiated use of the methodology or IP in a defined context.
Strategic engagement
Capital, infrastructure or market access for a clearly defined thesis.
The value of early participation
Not free exclusivity. Real influence on the first operational form.
A first partner can co-create a domain application and gain early experience with the methodology before it is standardized.
- Direct access to the author and emerging know-how
- An opportunity to shape the application’s first operational form
- Reference or founding status when supported by a substantive contribution
- An opportunity to negotiate deeper collaboration and broader rights
A pilot does not by itself grant a license, ownership or exclusivity. The foundational IP and authorship remain with Daniel Beránek unless a specific agreement states otherwise.
Evidence status
The source trail is public. Performance is entering external measurement.
DOI records, distribution platforms and the author’s own brand document authorship, origins, public articulation and development. Together they provide a verifiable basis for pilot testing and subsequent external measurement.
1author-led DIO/ODI IP core
3defined value tracks
6dimensions in the K6 model
16language projections of the manifesto
Author
Daniel Beránek
Author of DIO and ODI, with professional experience in meaning, SEO, digital communication and digital identity optimization.
The concept draws on more than thirteen years of practical experience and an academic background in psychology, journalism and communication studies at Masaryk University’s Faculty of Social Studies in Brno. Daniel Beránek leads the project’s conceptual, strategic, research and communication layers, seeking the appropriate technical, institutional and capital capabilities for each track.
A concrete next step
Bring a problem, a capability or a strategic proposal.
A proposal should identify the track, problem or opportunity, the partner’s contribution, the expected benefit and an initial view of scope, timing or rights.