AI in education,
without the hype.
Notes from building an offline AI studio for classrooms: what actually saves teachers time, where local models hold up, and how to use AI for schoolwork without crossing a line.
Teaching
AI tools for teachers: what actually saves time in a real week
Most AI-for-teachers advice optimises the wrong task. Here is where the hours actually go, and which of them AI can take back.
Students
Using AI for homework without cheating: a practical line
The rule is simpler than it looks: AI that helps you understand is study; AI that produces the thing you submit is not.
Technical
Which offline AI models are worth running on a student laptop
You do not need a workstation. You need the right model size, and an honest sense of which tasks local models are already good at.
Schools
Bringing AI into the classroom: a guide for schools
Most AI rollouts fail on infrastructure and policy, not on the technology. Here is the order to do it in.
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