Building models that deliver explainable outcomes
The ability to turn knowledge into effective action; applying information, reasoning, and experience to produce measurable, real-world results.
Functional intelligence emphasizes:
Exploring the frontiers of functional intelligence and transparent AI systems
A technical analysis of the requirements of Article 50 of the EU AI Act, focusing on the obligation for machine-readable marking of AI-generated content and the compliance gap most organisations currently have.
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Generative AI has disrupted the traditional correlation between effort and output quality in education, creating an "Effort Gap". Identical submissions can represent vastly different processes, challenging the validity of traditional grading methods. This article explores the implications of this gap and proposes a solution through verifiable effort tracking.
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Experts in AI transparency and human-centered design
Co-founder, Research Lead
Researcher building transparent AI systems. Author of the TWFF specification and lead architect of the Glass Box reference implementation.
