The problem with AI here is that it tends to prefer agreeing to you over being correct and it's very likely that it teaches patterns and terminology to you that doesn't exist.

For example, I just asked ChatGPT to explain a "backflip" in the context of agile development (I claimed I was an university student and that a teacher used that term in the context of moving tickets), and it came up with this:

If your teacher linked "backflip" to moving tickets in a predictable fashion, they might have been emphasizing:

The importance of minimizing rework or regressions.

Understanding why work items move backward (if they do) and making that visible in your process.

Managing workflow policies so that tickets don’t repeatedly “backflip” between stages, which can disrupt predictability.

How This Might Help You Move Tickets More Predictably:
If "backflip" means work moving backward:

Track the Cause of Backflips:
Identify why tickets are moving backward (incomplete acceptance criteria, insufficient definition of done, unclear requirements).

Improve Definition of Ready/Done:
Tighten entry/exit criteria to reduce backflows.

Add Checkpoints:
Build small validation steps earlier to catch issues sooner.

Visualize Flow:
Use a Kanban board to visualize backward movement and analyze bottlenecks or quality gaps.

It just takes the nonsensical word, makes something up, and claims that it's right.

I believe you and agree.

I have to be carful to not ask the AI leading questions. It’s very happy to go off and fix things that don’t need fixing when I suggest there is a bug, but in reality it’s user error or a configuration error on my part.

It’s so eager to please.

The problem with AI here is that it tends to prefer agreeing to you over being correct and it's very likely that it teaches patterns and terminology to you that doesn't exist.

For example, I just asked ChatGPT to explain a "backflip" in the context of agile development (I claimed I was an university student and that a teacher used that term in the context of moving tickets), and it came up with this:

If your teacher linked "backflip" to moving tickets in a predictable fashion, they might have been emphasizing:

The importance of minimizing rework or regressions.

Understanding why work items move backward (if they do) and making that visible in your process.

Managing workflow policies so that tickets don’t repeatedly “backflip” between stages, which can disrupt predictability.

How This Might Help You Move Tickets More Predictably:
If "backflip" means work moving backward:

Track the Cause of Backflips:
Identify why tickets are moving backward (incomplete acceptance criteria, insufficient definition of done, unclear requirements).

Improve Definition of Ready/Done:
Tighten entry/exit criteria to reduce backflows.

Add Checkpoints:
Build small validation steps earlier to catch issues sooner.

Visualize Flow:
Use a Kanban board to visualize backward movement and analyze bottlenecks or quality gaps.

It just takes the nonsensical word, makes something up, and claims that it's right.

I'm still looking for a good reason to believe critical thinking and intelligence are taking a dive. It's so very easy to claim the kids aren't all right. But I wish someone would check. An interview with the gpt cheaters? A survey checking that those brilliant essays aren't from people using better prompts? Let's hear from the kids! Everyone knows nobody asked us when we were being turned into ungrammatical zombies by spell check/grammar check/texting/video content/ipads/the calculator.

Lots I disagree with in this article, but I agree with the message.

On another note, I found this section very funny:

Disgraced cryptocurrency swindler Sam Bankman-Fried, for example, once told an interviewer the following, thereby helpfully outing himself as an idiot.

“I would never read a book…I’m very skeptical of books. I don’t want to say no book is ever worth reading, but I actually do believe something pretty close to that. I think, if you wrote a book, you fucked up, and it should have been a six-paragraph blog post.”

Extend his prison sentence.

Lots I disagree with in this article, but I agree with the message.

On another note, I found this section very funny:

Disgraced cryptocurrency swindler Sam Bankman-Fried, for example, once told an interviewer the following, thereby helpfully outing himself as an idiot.

“I would never read a book…I’m very skeptical of books. I don’t want to say no book is ever worth reading, but I actually do believe something pretty close to that. I think, if you wrote a book, you fucked up, and it should have been a six-paragraph blog post.”

Extend his prison sentence.

I'm still looking for a good reason to believe critical thinking and intelligence are taking a dive. It's so very easy to claim the kids aren't all right. But I wish someone would check. An interview with the gpt cheaters? A survey checking that those brilliant essays aren't from people using better prompts? Let's hear from the kids! Everyone knows nobody asked us when we were being turned into ungrammatical zombies by spell check/grammar check/texting/video content/ipads/the calculator.

IMO, kids use ChatGPT because they are aware enough to understand that the degree is what really matters in our society, so putting in the effort to understand the material when they could put in way less effort and still pass is a waste of effort.

We all understand what the goal of school should be, but that learning doesn't really align with the arbitrary measurements we use to track learning.

I'm still looking for a good reason to believe critical thinking and intelligence are taking a dive. It's so very easy to claim the kids aren't all right. But I wish someone would check. An interview with the gpt cheaters? A survey checking that those brilliant essays aren't from people using better prompts? Let's hear from the kids! Everyone knows nobody asked us when we were being turned into ungrammatical zombies by spell check/grammar check/texting/video content/ipads/the calculator.

Relevant article
https://web.archive.org/web/20250314201213/https://www.ft.com/content/a8016c64-63b7-458b-a371-e0e1c54a13fc

Admittedly the downward trend began sometime in the 2012s so it predates LLMs.

Critical thinking is on the downturn, but, interestingly, it's by date, not birthdate. It happens with exposure to social media algorithms and llm's, more than anything else.

The living death of our humanity is a monumental testament yo neuroplasticity and our ability to keep changing deep into old age.

Its a really inspiring kind of horror.