I started in assembly. I have written C on machines that would lose a fight with your toaster. I have lived through the PC, the web, mobile, and the cloud. I have ten patents and a closet full of conference badges.
Last Tuesday I felt like a beginner. I did not enjoy it. I did recognize it.
I've also started noticing a look on other people. It's a lack of affect. Someone asks how you're doing, and you hear "I'm fine" a little too fast. I know that answer. I've given it. Everyone says it. Nobody believes it, including the person saying it.
Let me be clear about what this is not. It is not a post about whether AI takes over the world. Assume every model ships safe, aligned, and polite. I am still tired.
I know tired. I've done crunch. Crunch is a familiar kind of awful. It has a shape, and it ends when the release ships. This has no ship date, so there's no collapse afterward.
The problem is the pace. Something lands on Monday that would have been a research paper two years ago. By Thursday there is a better one. I used to have twenty browser tabs open. Now I have twenty tab groups. I'm adding things to read faster than I can read them.
The bar keeps moving, too. AI made everything faster, so everything is now expected faster. I ship more than I ever have and still end the week feeling behind. "Enough" got redefined and nobody sent a memo.
I've been through paradigm shifts before. They felt like slopes. You could see the hill coming and climb it in a few months of evenings. This one is different because the tool I'm learning is also speeding up the learning. The ground isn't moving. The rate the ground moves is moving.
The Wrong Question
So how does a working technician stay current?
That's the wrong question. The honest answer is you don't, not fully, and anyone who says otherwise is selling a newsletter. The better question is what I'm allowed to let go of.
What I Do Instead
I track the building blocks, not the products. Model names change monthly. The pieces underneath change slowly. How much a model can hold in its head at once (the context window). How it calls outside tools. How it fetches facts it wasn't trained on. How you coordinate several of them. How you tell whether any of it works. Learn those and the next release is a variation, not a surprise.
I picked a depth. I can't be an expert in everything, so I chose a few areas to go deep on and made peace with being a tourist everywhere else. My inner completionist filed a complaint. I overruled it.
I budget for checking the agent. Reviewing what a model hands you is a background process that never quits. Watching one confidently do the wrong thing at 2 a.m. taught me more than any blog post has. It also cost me sleep. So I plan for it like any other cost.
I let myself be bad at things again. Senior people hate this one. We're used to being the person in the room who knows. Being a beginner 45 years in feels like a demotion. It's actually the job. There's a quieter version I like less. When a tool does in seconds what took me a decade to learn, I catch myself wondering which part was me. I'm still working on that answer.
Keep Rowing
In college, my team wrote the timing and scoring software for the Head of the Connecticut Crew Regatta. Then the finish-line buoy got cut, and the finish line started drifting down the river. A rower in the middle of the race shouted to us on the bank, "What do we do?" We shouted back, "Keep rowing!" and recorded several alternative finish times.
AI is that buoy. There is no fixed finish line to sprint toward, and it's drifting.
Which brings me to the trap. It says if the pace is insane, match it. Read everything. Try every release. Give up your evenings, your weekends, and your dignity. You won't stay ahead. The treadmill speeds up as you run, and the bar moves while you're under it. A full sprint buys you burnout on a slightly earlier schedule.
The rower's job was never to catch the buoy. It was to hold a steady stroke. And nobody catches a drifting buoy, so if you're waiting to be caught up before you rest, you'll wait forever.
So here is my heretical position. Take the week off.
Most of what you'd learn that week has a shelf life shorter than the leftovers in your fridge. Some of it gets replaced before you finish the tutorial. Some of it is a dead end that other people found so you don't have to. Skipping it costs you very little.
The durable stuff is different. The building blocks, and hard-won instincts about how these systems fail, keep compounding. You don't need to be online 24/7 to collect them.
I took a real break not long ago. No newsletters, no release notes, no "quick look" at the new model. The world did not end. I came back to find that three of my tab groups had been made irrelevant by events. The universe closed them for me. I have never been so grateful.
Rest isn't wasted time, either. Some of my best architecture ideas arrived while I was kneading dough or staring at a wall. Your brain has to stop taking in new material so it can sort what it already has.
None of this means quitting. It means pacing. The people who last aren't the fastest. They're the ones still here.
Grief and Joy
Under the fear and the FOMO, there is grief. Some of what took us years to learn is getting cheaper. That stings.
There is also joy, the same joy that pulled me into this as a kid. Things are possible now that weren't possible last year. Both feelings are true at once.
And sometimes it's more than tired. If it starts following you into the parts of your life that used to be safe from it, talk to a person. That isn't weakness. It's good engineering. Escalate early.
So if you feel behind, you're not alone. You're probably not even that far behind. You're just paying attention.
Close a few tab groups, or let the universe close them for you. Build something small. Then take the week off.
The buoy will still be drifting when you get back.
None of this means quitting. It means pacing. The people who last are not the fastest ones. They are the ones who are still here.
The Part Nobody Says Out Loud
So if you are feeling behind, you are not alone. You are probably not even that far behind. You are just paying attention. The silence is part of the load. We started a Neurodivergent support group at work and made it a safe space to say you're not fine. That gives people permission to be honest.
Close a few tabs, or let the universe close them for you. Build something small. Then take the week off. It will still be here when you return.
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