In my latest tektoc video I sat down with a fascinating new report from Apple Machine Learning Research. The paper, called “The Illusion of Thinking,” takes a clear-eyed look at how today’s smartest AI models actually reason. It helps us all understand the difference between AI hype vs reality when it comes to reaching Artificial General Intelligence.
What Apple’s Researchers Actually Tested
Apple’s team used classic puzzles like the Tower of Hanoi and Checker Jumping to measure real generalizable reasoning. They compared standard large language models against the newer “reasoning” versions from OpenAI and Anthropic.
The results were surprising. At simple levels the models do well, but as soon as the puzzles get even moderately complex, performance collapses. The reasoning models often overthink easy problems or simply give up on harder ones because of compute limits. It turns out they are still very good at pattern matching rather than true step-by-step thinking that works in every situation.
Why This Matters for Everyday Folks
We hear so much talk about Artificial General Intelligence arriving soon and changing everything. Companies have already announced layoffs citing AI progress, and the headlines can feel overwhelming. Apple’s report gives us a helpful reality check.
It shows that today’s AI still has clear limits. That’s actually comforting news. It means the helpful tools we use right now—for writing emails, organizing photos, or quick research—are powerful but not about to take over every job or make human thinking obsolete anytime soon.
This Apple AI research reminds us to stay balanced. Enjoy the useful parts of AI while keeping realistic expectations about the AGI timeline.
Practical Takeaways You Can Use Today
- Treat AI as a smart assistant, not a replacement for your own good judgment.
- Double-check important answers, especially on topics that matter to your finances or family.
- Keep learning at your own pace—videos like this one make it easy and stress-free.
- Focus on tools that solve real daily problems instead of chasing the next big hype wave.
At tektoc we believe tech should serve you, not scare you. Apple’s honest look behind the curtain is a great example of the kind of transparency we all benefit from.
If you’ve been wondering whether Artificial General Intelligence is really near at hand, grab a coffee and watch the video. You’ll come away feeling more informed and a whole lot calmer.
Let me know in the comments—what surprised you most about the Apple findings? We’re all learning together, one friendly chat at a time.
Apple has made their research report publicly available on their Machine Learning Research page. You can access it by clicking the “View Publication” link found here: The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity – Apple Machine Learning Research
