Carl of Any Given Context — Carl Sudholz — is a Transformation Analyst, founder of AGContext® Pty Ltd,
and author of the AGContext Algorithmic Identity Framework. 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 Algorithmic Identities,
he is building practical ways for people to understand AI, think with it deliberately, and retain human authority over what comes next.