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Inspiration

Board of Inspirators

The ideas behind the context.

In this age of recompiling knowledge, context becomes essential: what information means, where it comes from, when it applies and how it can be trusted. Our inspiration spans philosophy, human augmentation, shared semantics and artificial intelligence. These thinkers help us ask better questions as we build an open foundation for the agentic age.

These thinkers and builders inspire our work. Inclusion does not imply membership, affiliation or endorsement of the Open Context Guild.

Classical foundations

Reason, abstraction and the organisation of knowledge.

Aristotle

Wikipedia
Focus
Logic and classification.
Contribution
His work on formal reasoning and categories remains a foundational reference for organising knowledge and examining arguments.

Inspiration for the Guild

Make concepts, categories and reasoning explicit.

Plato

Wikipedia
Focus
Abstraction and knowledge.
Contribution
His theory of Forms and inquiry into knowledge invite us to examine the relationship between representations and the realities they describe.

Inspiration for the Guild

Question what our representations capture, assume and leave out.

Human augmentation and connected knowledge

Memory, feedback and tools that extend human capabilities.

Vannevar Bush

Wikipedia
Focus
Associative knowledge.
Contribution
His 1945 Memex proposal imagined a personal knowledge system organised through associative trails.

Inspiration for the Guild

Preserve useful connections between information, rather than treating knowledge as isolated documents.

Norbert Wiener

Wikipedia
Focus
Cybernetics and feedback.
Contribution
His work on communication and control in animals and machines helped establish cybernetics.

Inspiration for the Guild

Design feedback and correction into systems that act on context.

Douglas Engelbart

Wikipedia
Focus
Augmenting human intellect.
Contribution
His work connected interactive computing with the ambition to improve collective problem-solving.

Inspiration for the Guild

Use shared context to strengthen human understanding and collaboration.

Open semantics and shared meaning

Knowledge that can be interpreted and exchanged across systems.

Tim Berners-Lee

Wikipedia
Focus
The Web and linked data.
Contribution
Inventor of the World Wide Web and a leading advocate of the Semantic Web and linked data.

Inspiration for the Guild

Make context connectable through open standards and shared identifiers.

Tom Gruber

Wikipedia
Focus
Ontologies and knowledge sharing.
Contribution
His work on ontology engineering helped establish practical foundations for explicit, shared conceptualisations.

Inspiration for the Guild

Make shared meaning explicit enough for people and systems to reuse.

Deborah McGuinness

Wikipedia
Focus
Knowledge representation and explanation.
Contribution
Her research spans ontologies, semantic technologies and explainable systems.

Inspiration for the Guild

Make the basis of an interpretation or answer inspectable.

Learning systems and the agentic age

Representations, language, intelligence and practical trust.

Geoffrey Hinton

Wikipedia
Focus
Learning representations.
Contribution
His foundational research on artificial neural networks helped enable modern deep learning.

Inspiration for the Guild

Explore how learned representations and explicit knowledge can complement one another.

Christopher Manning

Wikipedia
Focus
Language and meaning.
Contribution
His research connects computational linguistics, natural language processing and deep learning.

Inspiration for the Guild

Bridge human language with representations that machines can use.

Demis Hassabis

Wikipedia
Focus
Learning and intelligence.
Contribution
Co-founder of DeepMind, bringing together ideas from neuroscience, learning and AI research.

Inspiration for the Guild

Consider how learning, memory and reasoning can work together.

Andrej Karpathy

Wikipedia
Focus
Practical AI and context engineering.
Contribution
His technical explanations and engineering perspectives help make modern AI systems understandable and usable.

Inspiration for the Guild

Treat the information supplied to a model as a deliberate engineering responsibility.

Simon Willison

Wikipedia
Focus
Practical language models and security.
Contribution
His public experiments and writing examine language-model tools, prompt injection and their practical limitations.

Inspiration for the Guild

Distinguish trusted instructions from untrusted content and test assumptions in practice.

Whose ideas should help shape open context?

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