February 16, 2026
The Failure of AI Detection
A Technical Manifesto
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Building models that deliver explainable outcomes
Functional Intelligence
/ˈfʌŋkʃənəl ɪnˈtɛlɪdʒəns/The ability to turn knowledge into effective action; applying information, reasoning, and experience to produce measurable, real-world results.
Functional intelligence emphasizes:
- Explainable decision-making processes
- Auditable reasoning chains
- Human-Model collaborative frameworks
Latest Research & Insights
Exploring the frontiers of functional intelligence and transparent AI systems
March 15, 2025
What Educators Need to Know about LLMs
An explanation of how AI like ChatGPT functions and why this makes AI detectors unreliable in classrooms.
Read More →Our Research Team
Experts in AI transparency and human-centered design
Muhsin Hameed
Co-founder, Research Lead
Researcher building transparent AI systems. Author of the TWFF specification and lead architect of the Glass Box reference implementation.
