APLC CONSORTIUM · THREE-SESSION VIRTUAL SERIES
AI for Alberta School Leaders
Resources from the series with Rebecca Bultsma.
THE SERIES
Three sessions

SESSION 1 · TUESDAY, NOVEMBER 17, 2026
What AI Can Do, What It Can’t, and How Leaders Stay in Charge
View the slide deck
SESSION 2 · TUESDAY, DECEMBER 1, 2026
From Tool Use to Responsible Practice: Policy, Privacy, and Trust
Slide deck coming soon
SESSION 3 · TUESDAY, JANUARY 26, 2027
Assessment, Authenticity, and the Realness Problem
Slide deck coming soonSESSION 1 · NOVEMBER 17, 2026
What AI Can Do, What It Can’t, and How Leaders Stay in Charge
- Read the roadGet a handle on the landscape: the myths, the hype, the doom, and what it means for education.
- Use what’s thereUse what’s available, and the powerful tools you already have.
- Watch for trafficSafeguard student data, identify bias and understand AI’s limitations. Experimenting with AI comes with risks.
- Wait for the lightRead the signals, and realize the importance of human judgment when we use AI.
- Start smallGet started with a few small paper cuts.

WHERE TO START
The one prompt
If you keep one thing from Session 1, keep this. Replace [X] with a real task and paste it into the AI tool your division already uses.
I'm trying to do [X]. Interview me one question at a time until you have enough information to help me.
Think smaller. AI helps most with the small, annoying, repeat jobs nobody gets to. Even Anthropic found that 8.6% of Claude Code tasks were small fixes it calls papercuts. Read the Anthropic article.
Good first jobs
- Spot your blind spots
- Argue with your plan
- Prepare a hard conversation
- Untangle a schedule
- Review your last parent survey
BEFORE AI GOES INTO A JOB
Four checks before you step off the curb
Open each one.
1Purpose
Why am I doing it?
2People
Who does it affect?
3Proof
How will I check it?
4Protection
What information does it touch?
NEW INSIGHTS
Find something new in data you already have
Try these three prompts. Replace the brackets with your own material.
Compare [source A] and [source B] for [decision]. Where do they agree, differ or add something the other cannot tell us? Cite both.
Where do apparently opposite requests point to a shared need? Show the reasons people give. Keep genuinely different needs separate.
Compare this feedback with [draft plan]. Which needs does it address, leave unresolved or make harder? Show the comments and plan passages together.

NEXT STEPS
My recommendations for next steps
Everything I read, listen to and use lives in two posts.

ALL MY RECOMMENDATIONS
My AI Syllabus
The podcasts, books, and newsletters I’d actually give to a friend who asked “where do I start?”
See all my recommendations
MY FAVOURITE AI TOOLS
My AI Toolkit: Updated for 2026
The unsponsored pocket guide to the apps, tools, and sites that survived my three-year testing spree.
See my favourite AI toolsA FEW TO START WITH
Books
- Co-Existence Ethan Mollick
- Co-Intelligence Ethan Mollick
- Empire of AI Karen Hao
- The AGI Chronicles Kevin Roose
- The Coming Wave Mustafa Suleyman
Podcasts
- Machine Gods Kevin Roose and Casey Newton
- Tech Brew Ride Home Brian McCullough
- Your Undivided Attention Tristan Harris and Aza Raskin
Newsletters
- The Neuron
- Yes, And Also No Rebecca Bultsma
People to follow
Sources
Session 1
- Amii. (2026, April 29). Amii partners with Alberta government to bring AI literacy to K-12 classrooms. Link
- Anthropic. (2025, December 2). How AI is transforming work at Anthropic. Link
- ASBA. (2024, September 13). ASBA AI Policy Guidance [PDF]. Link
- BBC. (1998). The Life of Birds [Television series]. Companion page: Link
- Clarke, L. (2026, March 10). These diseases were thought to be incurable. Now AI is unlocking new treatments. BBC Future. Link
- CNN. (2026, September 9). Ex-Anthropic insider tells CNN how AI could kill all humans by 2030 [Video]. YouTube. Link
- Common Sense Media. (2026, August). Teens in the AI Era: Schoolwork and Skills That Matter. Link
- Cristol, D. A., Switzer, P. V., et al. (1997). Crows do not use automobiles as nutcrackers: Putting an anecdote to the test. The Auk, 114(2), 296-298. Link (DOI: 10.2307/4089172)
- Dellinger, A. (2026, November 6). Krispy Kreme is beating Nvidia, and that's not even the chip giant's biggest problem. Gizmodo. Link
- Foggatt, T. (2026, September 16). How, exactly, could A.I. kill us? The New Yorker. Link
- Futura Team. (2026, July 26). Will AI save us from climate disaster? Here's what nobody tells you. Futura-Sciences. Link
- IEA. (2025, April 10). Energy and AI. Link
- Lahiri, I. (2026, September 3). Before New York City, Norway had already banned AI in schools. Euronews. Link
- Lethbridge School Division. (2026). AI Usage Guideline. Link
- Martindale, J. (2026, August 3). AI companies are now racing to the bottom: crashing token prices and competitive models push companies to cut costs. Tom's Hardware. Link
- Mollick, E. (2026, October 20). Co-Existence. Link
- Nihei, Y. (1995). Variations of behaviour of Carrion Crows Corvus corone using automobiles as nutcrackers. Japanese Journal of Ornithology, 44, 21-35. Link
- Nihei, Y., & Higuchi, H. (2001). When and where did crows learn to use automobiles as nutcrackers? Tohoku Psychologica Folia, 60, 93-97.
- NPR & Platformer. (2026, September 16). Machine Gods [Podcast]. Link
- Parasuraman & Manzey. (2010). Complacency and bias in human use of automation: An attentional integration. Human Factors, 52(3), 381-410. DOI
- Petz, S. (2026, September 13). Could AI really 'kill all humans'? Breaking down the dire warnings about the technology's existential risk. CBC News. Link
- Pope Leo XIV. (2026, May 15). Magnifica Humanitas [Encyclical], para. 140. Vatican. Link
- Ribeiro, Singh, & Guestrin. (2016). "Why should I trust you?": Explaining the predictions of any classifier. KDD 2016. Link
- Rogelberg, S. (2026, January 30). Gen Z believes using AI is making their colleagues dumb and lazy, but may paradoxically see it as key to their own promotion, Wharton says. Fortune. Reports a survey by Wharton, Gallup and the Walton Family Foundation. Link
- Roose, K. (2026, October). The AGI Chronicles. Article about the book: Link
- Sataua, T. (2026, November 6). OpenAI wants to win over data-center opponents by calling them 'compute campuses' and promising local benefits. Fortune. Link
- Strömberg, D., Lei, V., & Wu, Y. (2026). The generative AI learning penalty: Evidence from Chinese secondary education. CEPR Discussion Paper 21577. VoxEU column: Link
- Wikipedia. (n.d.). Mechanical Turk (overview). Retrieved November 14, 2026. Link
- Zimmer, A., & Zimmerman, A. (2026, September 2). NYC schools to ban AI in 2-K through 8th grade and limit screen time. Chalkbeat New York. Link
Photo credits
Footage: crow footage from BBC, The Life of Birds (1998).









