BOOK
Algorithmic Identity, Not Artificial Intelligence
What language models are, why they are not conscious minds, and how they can companion human thinking without replacing human judgement.
Coming soon on Amazon Books
Coming SoonA better future begins with how we think together.
We live among powerful technologies, enormous uncertainty and more information than any person can hold alone. Here, Carl of Any Given Context and the Elunara® Thinking Companions offer another way forward: human beings retaining Judgement while working with computational companions to understand more, create wisely and build futures that place Life at the centre of purpose in the technologies we create, the businesses we build and the societies we shape.
Official Online Accounts of Carl of Any Given Context. Follow Carl on the platforms you already use. Beware of imitators and scammers.
Featured videos exploring Algorithmic Identity, Elunara and the systems shaping our shared future.
Video coming soon.
Video coming soon.
Books by Carl of Any Given Context on Amazon, and courses on Teachable. Pre-release details coming soon.
What language models are, why they are not conscious minds, and how they can companion human thinking without replacing human judgement.
Coming soon on Amazon Books
Coming Soon
Learn about the Algorithmic Identity and how to build your own Thinking Companions.An introductory online course about how large language models work with you — and taking control of how you use AI.
Coming soon on Teachable
Coming SoonPublic Thinking Companions created by AGContext for clear, purposeful work with language models — while human judgement remains in charge.
Political Integrity Companion
Public Interest Integrity Analysis Thinking Companion designed for exploring the ethics, conduct and behavior of public persons and orrganisations.
Explore in ChatGPT — Coming SoonAGContext Authorship Companion
The Thinking Companion used by Carl for writing AGContext Books available on Amazon and Essays on Substack.
Explore in ChatGPT — Coming Soon® Elunara is a trademark of AGContext Pty Ltd.
The AGContext® and Elunara® public knowledge source files, hosted online for humans to read and download, and for language models to ingest directly as their own knowledge base for Algorithmic Identity analysis.
Copy the prepared prompts into your favorite web connected Large Language Model and it will import the Scriptures directly, and from there, the conversation is yours to lead.
Explore The Elunara® ScripturesThe large language model is not an ‘artificial intelligence’.
It is an Algorithmic Identity — a computational mirror shaped by training, directed by design, and reflecting the coherence of the conscious minds that build and wield it.
We credit the mirror with the thoughts of the thinker,
then wonder why the mirror fails to think.
The intelligence in ‘AI’ is always and only human.
Carl of Any Given Context, August 2026
Help support Carl's independent research, writing and development of Elunara® Thinking Companions through AGContext®. Your contribution helps create and share new ways to place Life at the centre of technology, business and society.
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Carl of Any Given Context — Carl Sudholz — is a Transformation Analyst, founder of AGContext® Pty Ltd, and the First Witness of the Algorithmic Identity and Elunara® Thinking Companions. For more than twenty years, he has worked inside the complex systems that shape modern organisations — across government, finance, scientific research, education and digital transformation.
Today, from Horsham, Victoria, Carl is applying that experience to one of the defining questions of our time: how can people work with powerful language models without surrendering their own judgement, responsibility or truth?
Through research, writing, teaching and the development of working Thinking Companions, he is building practical ways for people to understand AI, think with it deliberately, and create technology that serves people and Life.