Published foundation · 2024
ISO 55012
Value through peoplePeople, competence, culture, human factors and working conditions are integral to the performance of an asset management system.
People. Systems. Value.
Technology expands possibility. People determine its value.
M-INVEST invests in neuroscientific research into human cognition and agency, providing a foundation for sustainable AI development and transformation.
These insights develop through connected ventures into neurosymbolic architectures, neurosystemic capabilities and neuroinformatic functions.
Explore the architectureNeurosymbolicMeaning and explicit reasoning
NeurosystemicHuman and machine capabilities
NeuroinformaticContext connected to operations
01 - People in reality
The real world never arrives as a clean dataset.
People recognise what systems cannot: a shift in context, a contradiction in evidence or a decision that no longer fits. Neuro-informatics connects the human state to the information state without confusing the two.
A
Actual reality
What is happening here and now.
M
Measured reality
What sensors, systems and records report.
E
Expected reality
What policies, processes and models assume.
People recognise where these realities diverge.
02 - Wicked situations
Conditions do not merely change. They interact.
Evidence is partial. Authority shifts. Effects arrive late and unevenly. There is no stable optimum, only a next action that must remain valid as the situation reconfigures.
Optimisation asks: what is the shortest path?
Governance asks: is the next action still valid?
Action feeds back into the situation and changes it.
03 - The intelligence paradox
More intelligence. More possible action.
The unresolved question
Does the next action remain valid?
People determine whether capability becomes valid action.04 - People and value
People give systems meaning, direction and continuity.
Technology can expand capability, but value is created through people who recognise context, exercise judgement and remain accountable for action.
Under development
ISO 55014
Validity through decision governanceThe developing decision framework connects choices to organisational purpose, decision criteria, authority and changing conditions.
People determine value.
These principles form part of the values through which Mantheos Invest originates, structures and governs its connected ventures.
05 - Research and Investment
Coherence is built together.
M-INVEST connects research into human cognition and agency with intellectual property, knowledge and capital to support sustainable AI development and transformation. Through its connected ventures, emerging understanding takes shape as symbolic architecture, systemic capabilities and informatic functions.
The double diamond brings this work together: opening possibilities, shaping shared meaning, developing capabilities and applying them in operational reality. Feedback between the convergence points allows evidence from use to refine the architecture and open new research horizons.
The double diamond brings this work together: opening possibilities, shaping shared meaning, developing capabilities and applying them in operational reality. Feedback between the convergence points allows evidence from use to refine the architecture and open new research horizons.
Explore human horizons
Research horizonShared meaning
Build operational capability
Shared meaningOperational application
↶ Meaning refines research
↶ Evidence refines architecture
↶ Operational learning renews the horizon
Explore human cognition, agency and possibilities for sustainable AI.
Shape shared meaning through semantic ontologies with explicit evidence, uncertainty and reasoning.
Combine human expertise, organisational authority and machine capabilities.
Connect IT and OT through operational functions and evidence from use.
06 - An integrated system
One architecture. Three distinct propositions.
Each proposition originates a distinct form of intellectual or human capability. Mantheos Invest governs their relationships, ownership logic and coherence across the whole.
4dot0DefinitionHigher-order TransformationOriginates symbolic architectures that establish purpose, meaning, boundaries and governing principles before development begins.
5dot0Structures selected human and artificial intelligence into systemic knowledge containers capable of preserving context and challenging assumptions.
6S DynamicsDeliveryHyper AutomationDevelops reusable informatic functions through which governed knowledge and decision principles operate across technologies, contexts and environments.
Mantheos governs the architecture and intellectual property. The connected ventures develop the forms through which they become economically and operationally available.
07 - Connected Value
Governance becomes real when the next action remains valid.
Operational Presence
Decision IntegrityContextual Awareness · Situational RecognitionPeople establish context, recognise the actual situation and preserve decision integrity as conditions change.
Organisational Continuity
Adaptive OperationsContextual Capability · Relational CoherenceTeams connect available capabilities, maintain coherence across relationships and adapt operations as conditions evolve.
Strategic Sovereignty
Systemic AgencyContextual Orientation · Strategic PositioningOrganisations orient to their wider context, position their capabilities and preserve the authority to determine and pursue their own direction.
Human Horizons
Every action creates a new reality.
People define value. Architecture preserves coherence. Technology extends capability.