Ailura AI Academy · Teachers
Teaching in the Generative Era
Navigating AI integrity, detection, and authentic assessment
The tools have changed. The work has not. This PD curriculum replaces the surveillance reflex with integrity as a shared value: why students misuse AI, why detectors fail (and whom they fail), and how to redesign assessment so the process is the product.
- Format5-module professional-development curriculum (e-book), cohort or 2-day workshop
- Length5 modules · about 8 hours
- ForTeachers · instructional designers · department chairs · faculty developers
- WorldviewNeutral; works in any school
What you'll be able to do
Outcomes
- Explain why large language models hallucinate and how to spot it
- Diagnose the Four Pathways into AI misuse
- Judge detector limits and their documented bias against multilingual writers
- Run a fair, responsible protocol when AI use is suspected
- Apply the Eight Practical Strategies, including the Voice Audit
- Redesign an assignment with the Authentic Assessment Checklist
Inside the course
5 parts
1 · The AI Landscape
What LLMs are, types of hallucination, voice flattening, the Hallucination Hunt.
2 · The Psychology of AI Misuse
Temporal focus conflict and the Four Pathways into misuse.
3 · The Detection Dilemma
How detectors work, documented bias, linguistic tells, a responsible protocol.
4 · Guidance Strategies That Work
Eight practical strategies: Voice Audit, milestones, Active Operator modeling.
5 · Reimagining Assessment
Process-based assessment and a worked assignment redesign.
What's included
Everything you get
- 5-module curriculum (PDF)
- Quick Reference: AI Linguistic Tells
- Assignment Redesign Checklist
- References for faculty committees
Named methods you'll learn: Four Pathways into Misuse · Eight Practical Strategies · Authentic Assessment Checklist.
The teacher
Owen Eskew
M.S. in Artificial Intelligence (UTSA), MBA, Department of War contractor, USAF veteran, and author of Image in the Machine. Owen builds production AI systems, published classroom AI research (ACM SIGCSE), and has taught AI literacy live to nearly a hundred students at a time. He teaches what he builds.
Questions
Ask about this course
FAQ
Is this a one-time purchase?
Yes. Digital courses are a one-time purchase with lifetime access and free updates. Workshops are priced per seat or per event.
What is the license?
The standard license covers one family or one teacher and their own students. Schools running multiple sections should use the site license or contact us.
How is it delivered?
Documents arrive as PDF download links by email immediately after checkout. Video lessons stream privately on demand; the link is in your download packet.
Refunds?
If a course isn't what you expected, email within 14 days for a full refund. We would rather you trust the next one.