The pace of change driven by AI has created a state of perpetual high-stakes learning. This demands massive Metacognition—the ability to adapt to new models and IT landscapes overnight. Without training to manage this mental load, workers aren't just "biased" against their limits; they are physically overwhelmed by the sheer speed of the industry.
This training in Metacognition can help in your quest not to go insane !!
Hi Dan, thanks for the note. Yes, metacognition training can help someone (1) be consciously aware of what problem solving strategy they’re using and (2) help them know when and how to change their strategy.
Multi-tasking…tricky business. It is “always” best to single-task whenever possible, it’s where our best, most complete and creative work is done. The trick is to know how to go through the day with a game plan that allows for dedicated focus to each important task. I always screw up if I’m talking on the phone, while typing a thought. Each day I set aside 60-minutes to be cut off from the world entirely when I am working on my emotional recognition AI Agent…close the door, turn the phones off!!
How do you handle it when you’ve got something super important you need to get done? What works for you?
Thought-provoking article Dan. Great thoughts as always, and I really appreciated your perspective on productivity theater and being wary of pre-mature optimization with these tools.
You mentioned agentic coding tools as helpful for more technical individuals. Do you have any thoughts on the value of agents for non-technical users?
Thank you! I think things like Cowork will be quite useful for a lot of people.
But I think the upside is capped relative to something like Claude Code, because the tasks that Cowork focuses on are less verifiably accurate than code, so they require more and more frequent guidance from humans.
Everyone will have to use AI in the coming years. We created a system that allows AI use without AI meddling with human meaning. We're giving autonomy back to the users.
Thanks for sharing this! I think most people really need this article because it helps us see the big picture. Sometimes, we forget that ‘the way to use’ and ‘why use it’ are more important than just using it.
Probably the clearest diagnosis of where we are right now. Thanks for putting this together!
Very kind of you, thank you!
This is an excellent post and I especially appreciate the attribution to folks like Everett Rogers.
I really appreciate that Beth!
Very grounding piece, thanks Dan!
Thanks Ben!
The "AI Accelerator" and the Upskilling Trap
The pace of change driven by AI has created a state of perpetual high-stakes learning. This demands massive Metacognition—the ability to adapt to new models and IT landscapes overnight. Without training to manage this mental load, workers aren't just "biased" against their limits; they are physically overwhelmed by the sheer speed of the industry.
This training in Metacognition can help in your quest not to go insane !!
Agree - metacognition, and just the ability to effectively multitask - seem to be becoming much more important.
Hi Dan, thanks for the note. Yes, metacognition training can help someone (1) be consciously aware of what problem solving strategy they’re using and (2) help them know when and how to change their strategy.
Multi-tasking…tricky business. It is “always” best to single-task whenever possible, it’s where our best, most complete and creative work is done. The trick is to know how to go through the day with a game plan that allows for dedicated focus to each important task. I always screw up if I’m talking on the phone, while typing a thought. Each day I set aside 60-minutes to be cut off from the world entirely when I am working on my emotional recognition AI Agent…close the door, turn the phones off!!
How do you handle it when you’ve got something super important you need to get done? What works for you?
Thought-provoking article Dan. Great thoughts as always, and I really appreciated your perspective on productivity theater and being wary of pre-mature optimization with these tools.
You mentioned agentic coding tools as helpful for more technical individuals. Do you have any thoughts on the value of agents for non-technical users?
Thank you! I think things like Cowork will be quite useful for a lot of people.
But I think the upside is capped relative to something like Claude Code, because the tasks that Cowork focuses on are less verifiably accurate than code, so they require more and more frequent guidance from humans.
Como empiezo . A organizar mi carrera artística .
Transparency online is going to be a big topic this year. Tools like https://humanly.app/ are ahead of the curve.
Or you could just use SIGNIFIED.
What is that?
Everyone will have to use AI in the coming years. We created a system that allows AI use without AI meddling with human meaning. We're giving autonomy back to the users.
EILUZ.COM
Thanks for sharing this! I think most people really need this article because it helps us see the big picture. Sometimes, we forget that ‘the way to use’ and ‘why use it’ are more important than just using it.