Ever wondered what life would feel like if your eyes buffered reality the way old dial-up modems buffered videos? Slow Light, the stop-motion stunner from Warsaw animation duo Kijek/Adamski, answers that question with style. It’s nameless hero sees everything on a seven-year delay—kindergarten birthday candles flare up during his first kiss, a forgotten snowball fight snows over a job interview, and so on. Yesterday isn’t lurking in the background; it’s live-streaming right on top of today.
The filmmakers crank up the disorientation to eleven with hand-cut paper sets awash in neon paint. Every frame feels like a pop-up book crossed with a fever dream. Their mini behind-the-scenes reel on Vimeo is a crash course in low-tech wizardry; it’s a reminder that big ideas don’t need Hollywood budgets, just relentless creativity (and a mountain of X-Acto blades).
Turning Slow Light into Authentic Learning
Below are four ways to let this short brain-bender spark real-world, student-centered work. Mix and match, or allow students to design their path.
Lens
Authentic Task
Real-World Connection
Graduate Profile Tie-In
Physics & Neuroscience
Remix the film’s handmade aesthetic in 3D: scan paper sets into Blender and add interactive hotspots that reveal “past vs. present” layers when clicked.
Partner with a local optometrist or university lab for feedback; publish explainer videos debunking vision myths.
Innovative Problem Solver, Effective Communicator
Media Literacy & Storytelling
Analyze how stop-motion’s frame-by-frame illusion mimics the film’s time-lag theme. Teams storyboard their own short that visualizes a cognitive quirk (e.g., déjà vu, false memories).
Submit films to a youth animation festival or stream them during a community movie night.
Creative Producer, Productive Collaborator
SEL & Psychology
Use the protagonist’s delayed perception as a metaphor: How do past experiences color present choices? Students craft personal “slow light” journals, then design advisory lessons to help younger peers understand trauma and resilience.
Collaborate with school counselors to run peer-led workshops on growth mindset and coping strategies.
Empathetic Citizen, Reflective Learner
Design Thinking & Tech
Remix the film’s handmade aesthetic in 3-D: scan paper sets into Blender, add interactive hotspots that reveal “past vs. present” layers when clicked.
Publish the interactive scene on the class website; invite feedback from professional animators via Zoom.
If your own vision carried a seven-year delay, which past moments would you be doomed (or delighted) to relive—and how might that reshape who you are today?
Let students answer in whatever medium they choose—audio diary, comic strip, data viz—then host a gallery walk to surface common themes of perception, bias, and memory.
Bottom line:Slow Light isn’t just artsy eye candy. In the right hands (read: your classroom), it becomes a launchpad for interdisciplinary inquiry, hands-on making, and soul-searching reflection—all hallmarks of authentic learning that sticks long after the credits roll.
The Eclectic Educator is a free resource for everyone passionate about education and creativity. If you enjoy the content and want to support the newsletter, consider becoming a paid subscriber. Your support helps keep the insights and inspiration coming!
If you’ve ever found yourself carrying the full weight of your classroom on your shoulders—exhausted, overextended, and wondering if your students are truly engaged—The Shift to Student-Led by Catlin R. Tucker and Katie Novak offers a powerful path forward.
By blending Universal Design for Learning (UDL) with blended learning strategies, this book helps teachers transition from being the center of the classroom to becoming learning designers and facilitators, without sacrificing structure, rigor, or accountability.
Empowers learners to take charge of their education through student-led workflows that build agency, motivation, and metacognition.
Aligns with UDL principles, offering multiple ways for students to access content, express learning, and stay engaged.
Supports teacher sustainability with practical tools that reduce burnout and promote shared responsibility in the classroom.
Includes ready-to-use templates and reflection tools for immediate implementation—in class or in PLCs.
What Are Student-Led Workflows?
Tucker and Novak outline 10 specific shifts that flip the script on traditional classroom practices. A few standout transformations:
From…
To…
Sit-and-get lessons
Inquiry-based discovery
Whole-group discussions
Student-facilitated conversations
Solo assignments
Projects with authentic audiences
Teacher-led feedback
Student self-assessment & reflection
Private practice
Peer-created practice tasks
Each shift includes step-by-step guides, examples, and tools to make it manageable, even in busy classrooms with diverse learners.
🎯 Why This Matters Now (More Than Ever)
Teaching is hard. Teaching after a pandemic, amid ongoing changes and rising needs? Even harder.
This book isn’t just about pedagogy—it’s about reclaiming joy in your practice and building classrooms where students are doing the work of learning. That includes:
Meeting diverse needs without creating 30 different lesson plans.
Building life-ready skills like reflection, goal-setting, and collaboration.
Creating space for student voice, choice, and autonomy.
Who This Book Is Perfect For
👩🏫 K–12 Teachers looking to create more student-driven classrooms 🤝 Instructional Coaches supporting PLCs or teacher growth cycles 🏫 School Leaders designing systems that promote learner agency 🎓 Pre-service Teachers & Faculty studying modern learning design
📚 Downloadable tools embedded in each chapter for immediate use
Ready to Start Small? Here’s How 👣
Pick one workflow to try—maybe feedback or group discussions.
Invite students into the process: What helps them learn? What’s not working?
Use reflection check-ins to adjust and improve.
Celebrate growth—with student artifacts, voice recordings, or video showcases.
Classroom Scenarios That Just Work
Middle School ELA: Students run peer-led literature circles with discussion protocols
High School Science: Learners build digital flashcard decks and quiz each other
Upper Elementary: Students design mini passion projects and present them to families
Final Thoughts: Why This Shift Matters
This isn’t a silver bullet, but it is a breath of fresh air. The Shift to Student-Led gives educators the tools to create meaningful, student-centered learning without burning out. You’ll find yourself doing less of the heavy lifting and more of the inspiring.
And that’s the kind of classroom every student—and teacher—deserves.
If you’re a teacher, you know the truth: 40 hours is a fantasy.
Between planning, grading, answering emails, attending parent meetings, professional development sessions, hallway duty, IEPs, MTSS meetings, and trying to catch a breath for a moment, teaching is a job that routinely demands 50 to 60 hours per week, and sometimes even more. It’s not that we’re bad at time management. It’s that we’re swimming against a system that wasn’t designed for sustainability.
But here’s the good news: while you may not be able to control the system, you can change how you manage your time within it.
In this post, we’re going to:
Debunk the 40-hour teacher week
Explore how to design your time like a limited resource
Share seven time-saving tools that can help you win back your evenings and weekends
Provide practical, teacher-tested time hacks you can implement right away
Let’s dig in.
Why the 40-Hour Teacher Week Is a Myth
The idea of a 40-hour workweek originated from industrial labor models—you clock in, you do your job, and you clock out. But teaching isn’t just a job. It’s a calling, a performance, a planning-intensive, people-heavy, paperwork-dense act of organized chaos.
Here’s how time gets spent:
Instruction: 30+ hours/week
Lesson planning & prep: 5–10 hours/week
Grading and feedback: 5–8 hours/week
Emails and communication: 3+ hours/week
Meetings (PLC, IEP, PD, admin): 2–5 hours/week
And that’s before you factor in classroom setup, tech troubleshooting, data analysis, sub plans, hallway coverage, behavior documentation, and the emotional labor of being “on” all day.
Teaching is a job that will expand to consume every available minute if you let it.
That’s why reclaiming your time starts with a mindset shift.
Time Budgeting vs. Task Management
Traditional time management says, “Make a list and get it all done.”
But that assumes time is infinite and predictable. It’s not.
Instead, use a time budgeting mindset: you start with a finite amount of time and allocate it intentionally.
Try this:
Budget 30 minutes to plan tomorrow’s lesson. When the timer goes off, stop. Done is better than perfect.
Give yourself 45 minutes to grade a set of quizzes. Use a single-point rubric or comment bank to expedite the process.
Block off 1 hour for parent communication. Use templated responses, voice memos, or batch them in your planning period.
You wouldn’t overspend your money without consequence. Don’t overspend your time.
The 80% Rule: Done Is Better Than Perfect
Aim for 80%.
We waste enormous energy trying to make things perfect—the perfect slide deck, the perfect anchor chart, the perfect assignment. And while excellence matters, so does survivability.
Let go of perfection and embrace “effective enough.”
7 Time-Saving Tools Every Teacher Should Try
These aren’t miracle apps, but they are real tools that save real time.
As always, some of these links are affiliate links, and if you end up purchasing, I get a small fee.
Planbook is simple, flexible, and lets you align lessons to standards, shift days easily, and copy units from year to year. One hour of setup can save you dozens later.
Pro tip: Create reusable weekly templates for each prep.
Turn common feedback into keyboard shortcuts. For example: type “/mtss1” and paste a pre-written MTSS note. Huge time saver for documentation and repetitive tasks.
Create, Digitize, Erase, Re-Create: Capture ideas with the included Pilot Frixion Pen, digitize effortlessly using the Rocketbook app, store in your preferred cloud service. When done, simply wipe the pages clean with a damp cloth and start fresh.
App-Enabled for Digital Organization: The Rocketbook app allows you to scan and upload your visual work directly to cloud platforms like Google Drive, Dropbox, OneNote, etc. The app-connection ensures your creativity is accessible from anywhere.
High-Quality & Durable Materials: Crafted from reusable, premium dotted paper, the Rocketbook Core features a spiral binding and waterproof cover. The grid layout offers flexibility for everything from bullet journaling to geometric sketches.
Portable and Versatile Sizes: Available in two sizes—Letter (8.5 x 11 inches) and Executive (6 x 8.8 inches)—the Rocketbook Core is compact enough to fit into backpacks, purses, or briefcases. This notebook offers portability and versatility.
Eco-Friendly Reusability: Designed with sustainability in mind, Rocketbook notebooks help reduce paper waste with a reusable alternative. Enjoy a paper-like notebook that can be used repeatedly, allowing you to save work and erase everything else.
Use it to capture quick ideas, batch feedback, or create checklists. Label and color code for visibility. Bonus: integrates well with Gmail and Calendar.
5 Time-Saving Habits to Build This Month
Tools help. But systems sustain. Here are habits to pair with your tools:
1. Theme Your Days
Monday: Lesson planning
Tuesday: Grading
Wednesday: Family communication
Thursday: Data and meetings
Friday: Catch up + self-care
2. Use Comment Banks and Rubrics
Create a Google Doc with your most-used feedback phrases. Pair with single-point rubrics in Google Classroom.
3. Batch Like a Boss
Group similar tasks (e.g., grade all assignments from 2nd period, then all from 3rd) to reduce cognitive switching.
4. Automate What You Can
Schedule recurring parent newsletters. Use auto-responders during peak grading periods. Build email templates.
5. Reflect Weekly
Take 15 minutes each Friday to reflect:
What worked?
What drained me?
What can I tweak for next week?
Final Thoughts: Time Is a Teacher’s Most Precious Resource
You are not a robot. You are not lazy. You are not doing it wrong.
You are working inside a system that asks too much and gives too little.
But with the right tools and some intentional design, you can reclaim your time.
You deserve to leave school without guilt. You deserve a weekend. You deserve a full life.
It begins by treating your time as sacred.
The Eclectic Educator is a free resource for everyone passionate about education and creativity. If you enjoy the content and want to support the newsletter, consider becoming a paid subscriber. Your support helps keep the insights and inspiration coming!
Libraries are one of the last truly public institutions—free, accessible to all, and serving millions every year. So of course, the Trump administration wants to destroy them.
On Friday night, Trump signed an executive order eliminating the Institute of Museum and Library Services (IMLS), the only federal agency that funds America’s libraries. The same institution that provides: 📚 Early literacy programs for kids 📚 High-speed internet access for communities left behind by telecom giants 📚 Summer reading programs for children 📚 Job search assistance for unemployed workers 📚 Braille and talking books for people with visual impairments
All for just 0.003% of the federal budget—peanuts compared to corporate subsidies and military spending. But let’s be real: this isn’t about money. This is about power.
Libraries are one of the last spaces in America not controlled by corporations or the ultra-rich. They provide free access to knowledge, support marginalized communities, and serve as safe havens. That’s why the right-wing hates them.
This move is part of a broader fascist attack on public institutions. They’ve been banning books, terrorizing librarians, and defunding schools. Now they’re going after the very existence of libraries themselves.
We fight back. 📢 Call your reps and demand they stop this. 📢 Show up at town halls and library board meetings. 📢 Flood Congress with calls, emails, and protests. 📢 Support your local libraries—because once they’re gone, they won’t come back.
🔥 Defend public libraries. Defend public knowledge. Defend democracy. 🔥
The Eclectic Educator is a free resource for everyone passionate about education and creativity. If you enjoy the content and want to support the newsletter, consider becoming a paid subscriber. Your support helps keep the insights and inspiration coming!
Rep. David Marshall says “Jesus is better than a psychologist,” as if prayer is an adequate substitute for professional mental health care. Meanwhile, Sen. Wendy Rogers, a known far-right extremist with ties to white nationalism, is leading the charge to erase the separation of church and state entirely—because, in her words, “that’s a myth.”
Let’s be clear: this bill isn’t about helping students. It’s about using public schools to funnel state-sanctioned religious propaganda to kids. Republicans claim there’s a “spiritual deficit” causing student mental health struggles—not economic inequality, not school shootings, not climate anxiety, not lack of access to healthcare, but a lack of religion.
This bill: ⚠️ Violates the First Amendment by forcing religious figures into public schools. ⚠️ Endangers students by replacing licensed counselors with untrained chaplains. ⚠️ Opens the door for Christian Nationalism while silencing minority faiths (or, let’s be honest, outright banning non-Christian chaplains).
Meanwhile, Democrats have been fighting for more school counselors, psychologists, and social workers—REAL solutions to the youth mental health crisis. But the GOP would rather ignore science, shove their religion down kids’ throats, and strip public education for parts.
Public schools should be secular, mental health support should be evidence-based, and the government should NOT be a pulpit.
The Eclectic Educator is a free resource for everyone passionate about education and creativity. If you enjoy the content and want to support the newsletter, consider becoming a paid subscriber. Your support helps keep the insights and inspiration coming!
Across the country, governors have laid out ambitious education plans for 2025—but have they missed the mark on boosting student achievement? While state leaders from both parties broadly agree on increasing education funding, supporting student well-being, and enhancing career pathways, few have directly addressed declining academic performance. FutureEd’s analysis reveals significant bipartisan commitments, including strengthening teacher pay and addressing youth mental health, yet highlights stark ideological divides over school choice and the role of diversity initiatives in education.
With federal pandemic-relief funds drying up, previously celebrated interventions like tutoring and enrichment programs are fading into the background. As governors debate whether school choice initiatives or stricter academic standards will drive student improvement, educators wonder: Are we missing an opportunity to place learning at the heart of education policy?
Unitary executive theory might sound like dry political jargon, but it’s at the heart of debates reshaping how the American government—and potentially education policy—functions. Despite some sensational headlines, the theory doesn’t aim to eliminate the three-branch structure of government; rather, it emphasizes the president’s control over the executive branch, specifically around the ability to remove officials. But why should educators and policymakers care?
Education policy, like other areas managed by specialized agencies, often depends on a certain degree of political independence to ensure expertise rather than short-term politics drive decisions. Agencies like the Institute for Education Sciences (IES) and the National Assessment Governing Board (NAGB) are designed precisely with this independence, with leadership terms deliberately spanning multiple presidential administrations.
However, under the Trump administration, these agencies face new challenges as unitary executive theory pushes the boundaries of presidential power. Recent moves by the administration, including contract cancellations and the politically motivated dismissal of key appointees, suggest a test of how far executive authority can stretch.
Why does this matter for education? If the independence of agencies like IES and NAGB is compromised, education policy could increasingly become a political football, undermining long-term, evidence-based educational improvement. For educators and policymakers alike, understanding this debate isn’t just about constitutional theory—it’s about safeguarding the stability and integrity of our educational institutions.
My high school band director had a saying that has stuck with me through decades of life and learning:
“If you’re going to make a mistake, make it big enough so we can fix it.”
Creating something new—whether it’s music, writing, or an engaging lesson—is an act of courage. It’s tempting to play it safe, to stick to what’s tried and true. But growth lives on the edge of discomfort, when you commit fully, knowing it might not work out.
When mistakes are small, they’re easy to hide and ignore. But when they’re bold, obvious, and impossible to overlook, they become powerful learning tools. They point directly to where growth needs to happen.
Teachers, learners—don’t fear the wrong notes. Fear silence. Make your mistakes loud, clear, and brave. Then roll up your sleeves and fix them, publicly and proudly.
Artificial intelligence is not just a technological breakthrough—it is reshaping industries, redefining jobs, and transforming economies worldwide. Businesses and policymakers are grappling with AI’s immense potential and disruptive power. These books provide essential insights into how AI is influencing the global economy and business landscape.
The Big Nine: How the Tech Titans and Their Thinking Machines Could Warp Humanity – Amy Webb
Amy Webb provides a compelling analysis of the nine companies dominating AI development: Google, Amazon, Facebook, Apple, Microsoft, and China’s BAT—Baidu, Alibaba, and Tencent. She explores how these tech giants are steering AI in ways that could benefit humanity or lead to unintended consequences.
This book offers a stark warning about the lack of global AI governance and the risks of AI monopolies. Webb argues that the power concentrated in these companies could shape the future of economies and societies in ways that we are not fully prepared for. Her thought-provoking insights make this an essential read for anyone concerned about the intersection of AI, business, and policy.
AI Superpowers: China, Silicon Valley, and the New World Order – Kai-Fu Lee
Kai-Fu Lee, a renowned AI expert and venture capitalist, compares the AI advancements in China and the U.S., illustrating how these two superpowers compete for AI dominance. He outlines how AI-driven automation will impact worldwide jobs, industries, and economic structures.
Lee’s background in Silicon Valley and China provides a unique perspective on how AI drives innovation and economic transformation. He also explores how AI will disrupt traditional employment structures, arguing that societies must rethink work and income distribution. This book is crucial for understanding the global AI arms race and its implications for the future.
288 Pages – 09/14/2021 (Publication Date) – Harper Business (Publisher)
Prediction Machines: The Simple Economics of Artificial Intelligence – Ajay Agrawal, Joshua Gans, & Avi Goldfarb
This book uses an economic framework to explain AI’s impact on the economy. The authors argue that AI fundamentally lowers the cost of prediction, transforming decision-making in business and society.
By focusing on AI as an economic tool, this book makes the case that AI is not just a futuristic technology but a fundamental shift in how businesses operate. It provides actionable insights into how companies can integrate AI to improve efficiency, reduce costs, and drive innovation.
The Age of AI: And Our Human Future – Henry Kissinger, Eric Schmidt, & Daniel Huttenlocher
This book, written by a former U.S. Secretary of State, a former Google CEO, and an MIT professor, explores AI’s profound implications for global politics, economics, and society. The authors discuss how AI is changing business, governance, and international relations, making it a must-read for those interested in AI’s role in shaping the world order.
The book emphasizes that AI is not just a tool but a transformative force that will redefine industries and challenge traditional notions of leadership and strategy. Its broad perspective makes it valuable for business leaders, policymakers, and anyone interested in AI’s long-term consequences.
220 Pages – 11/02/2021 (Publication Date) – Little, Brown and Company (Publisher)
Why These Books Matter
Understanding AI’s business and economic impact is essential for entrepreneurs, executives, and policymakers. These books provide a comprehensive view of how AI disrupts industries, reshapes economies, and challenges existing business models. Whether you are a business leader or just curious about AI’s broader implications, these books will equip you with the knowledge needed to navigate the AI-driven future.
Have you read any of these books? Do you have other recommendations on AI’s impact on business and the economy? Let’s discuss in the comments!
Artificial intelligence has rapidly evolved from a futuristic concept to an integral part of our daily lives. Large Language Models (LLMs) like ChatGPT, Bard, and Claude are revolutionizing how we interact with technology, but how do they work? If you want to understand the technology behind AI, deep learning, and LLMs, this post highlights essential books that provide the foundational knowledge you need.
Artificial Intelligence: A Guide for Thinking Humans – Melanie Mitchell
A fantastic starting point, this book provides an accessible introduction to AI’s fundamental concepts. Melanie Mitchell explains key ideas in machine learning, neural networks, and AI’s current limitations, offering a balanced perspective on what AI can and cannot do. Through clear explanations and engaging storytelling, Mitchell demystifies AI and presents real-world examples to illustrate how these technologies function.
What sets this book apart is its focus on making complex AI topics understandable for general readers. Whether you’re an AI enthusiast or just curious about how artificial intelligence impacts our world, this book is an excellent resource. Mitchell also delves into the history of AI. He explores why human-like intelligence remains a challenge for machines, making this a compelling read for anyone interested in the future of AI.
336 Pages – 11/17/2020 (Publication Date) – Picador Paper (Publisher)
The Alignment Problem: Machine Learning and Human Values – Brian Christian
This book tackles one of AI’s most pressing issues: how do we ensure machine learning models align with human values? Brian Christian explores the ethical and technical challenges in training AI systems, making this a must-read for anyone interested in AI safety and ethics. He takes readers through a journey of how AI learns, the biases it inherits, and the moral dilemmas that arise when machines make decisions on behalf of humans.
Christian does an excellent job of breaking down complex topics while maintaining an engaging narrative. By incorporating real-world case studies and interviews with AI researchers, he thoroughly examines how we might shape AI to be more ethical and beneficial for society. The book raises critical questions about responsibility, bias, and the future of AI regulation, making it a thought-provoking read.
496 Pages – 10/06/2020 (Publication Date) – W. W. Norton & Company (Publisher)
Genius Makers: The Mavericks Who Brought AI to Google, Facebook, and the World – Cade Metz
For those curious about the history and key players behind AI’s explosion, Genius Makers provides an engaging narrative about the pioneers of deep learning, including Geoffrey Hinton, Yann LeCun, and Demis Hassabis. It’s a fascinating look at the competitive race to develop AI, covering breakthroughs in neural networks and the intense competition between tech giants to dominate the AI space.
Metz tells the story through the lens of individual researchers and innovators who made AI what it is today. He captures the excitement, the scientific rivalries, and the ethical dilemmas involved in AI’s development. The book offers an insider’s view of how AI became one of the most sought-after technologies and what that means for the future.
Rebooting AI: Building Artificial Intelligence We Can Trust – Gary Marcus & Ernest Davis
Rebooting AI critically examines AI’s limitations and argues that current machine-learning approaches fall short of true intelligence. The authors propose alternative strategies for developing AI systems that are more reliable, transparent, and capable of real-world reasoning. They highlight the pitfalls of deep learning and emphasize the need for hybrid models that integrate traditional AI techniques with modern advancements.
What makes this book particularly valuable is its practical approach to AI criticism. Instead of merely pointing out flaws, Marcus and Davis suggest ways to improve AI to work more effectively in real-world applications. Their insights are crucial for developers, researchers, and anyone interested in AI’s long-term impact on society.
AI 2041: Ten Visions for Our Future – Kai-Fu Lee & Chen Qiufan
Blending fiction with expert analysis, this book envisions how AI will shape various aspects of society by 2041. Kai-Fu Lee, a leading AI researcher, and Chen Qiufan, a science fiction writer, craft ten compelling narratives illustrating AI’s potential future. Each story is followed by an analysis explaining the technological principles behind it, bridging the gap between imagination and reality.
This unique format makes AI 2041 both an entertaining and educational read. The authors explore AI-driven healthcare, automation, and geopolitical challenges, providing a well-rounded view of AI’s possibilities. Whether you enjoy science fiction or want to glimpse what AI could mean for our world, this book offers a fascinating perspective.
Deep Learning – Ian Goodfellow, Yoshua Bengio, & Aaron Courville
This textbook is considered the bible of deep learning for readers who want a deep technical dive. It covers neural networks’ mathematical and theoretical underpinnings and is widely used in AI research and academia. This book provides an extensive foundation in deep learning algorithms, optimization techniques, and model architectures, making it an essential reference for those who want to understand AI at an advanced level
While this book is more technical, it remains one of the most comprehensive resources available for deep learning. It’s ideal for students, engineers, and researchers who want to master the principles that drive AI today. This book is a must-have if you’re serious about AI and ready to tackle the mathematical aspects.
It ensures you get the best usage for a longer period
Hardcover Book
Goodfellow, Ian (Author)
Why These Books Matter
Understanding AI isn’t just for computer scientists—it’s essential for anyone interested in technology’s impact on society. These books provide a comprehensive view of how AI models are built, how they learn, and what challenges they present. Whether you’re a beginner or someone with technical expertise, these reads will deepen your knowledge of AI and LLMs.
What are your thoughts on these books? Have you read any of them, or do you have other recommendations? Let’s discuss in the comments!