From Hesitation to Mastery: An Inner-City College Network
How Queryous worked with an inner-city college network to build practical AI literacy, traceable accreditations, and long-term institutional resilience.
Research & Insights
Research, Pedagogy & Technical Insights
Notes from the Queryous practice — model limits, classroom pilots, and the neurocognitive case for keeping some friction in the loop.
Why We Test a Model Before We Teach With It
Soft-caps, hard-caps, and the token economy — why institutions need a multi-model limits-testing practice before standardising on one engine.
Notes from Our First Classroom Pilot
What happened when GCSE revision and T-Level Healthcare Science cohorts moved from static documents to grounded, source-anchored notebooks.
The Hidden Cost of a "Quick" AI Feature
The Crutch Effect, the Performance Paradox, and why prompt engineering curricula need to preserve productive struggle on purpose.