When I started writing here in 2023, I was a DevOps engineer trying to make sense of what AI was doing to the job. The posts reflected that: how to survive the shift, how to explain it to leadership, how to not get replaced.
Then OpenClaw showed up.
I installed it on a Friday. By Saturday I had an agent running tasks overnight. By the following week I had restructured most of how I work, and I had a lot to say about it.
The DevOps framing quietly fell away. The last few months of posts have been almost entirely about agent systems — OpenClaw configuration, the Paperclip orchestration model, multi-agent coordination failures, what breaks when you hand a task to a machine and go to sleep. The newsletter URL still says “devopscareers” and I’m going to stop pretending that fits.
This newsletter is Agent Engineering Notes — what it has actually been for a while.
Agent engineering as a discipline. Not AI hype, not productivity tips, not “I used ChatGPT to write my emails.”
The real technical work of building systems where the AI is not the assistant — it is the system.
Specifically:
How agent frameworks actually work under the hood — Paperclip, OpenClaw, what’s coming after them, and what each one is actually good at
The engineering patterns that make agents reliable versus the ones that make them expensive chaos machines
Memory, context management, tool design — the infrastructure problems nobody is writing about clearly yet
Debugging and evaluation — what it looks like when an agent fails and how you find out before your users do
Honest framework comparisons — without the sponsored-post energy or the benchmark theater
The goal is writing that a working engineer can open and do something with. Not inspiration. Craft.
If you came in through OpenClaw, Paperclip, or the agent posts — this newsletter was already for you. The OpenClaw briefing series, the multi-agent coordination piece, the security guide — that’s the vein I’m staying in and going deeper on. You’re not losing anything; you’re getting more of the thing that brought you here.
If you came in through the DevOps era — thank you. Those posts are still in the archive and they’re not going anywhere. But I’m not going back to that lane. If that’s what you subscribed for, I understand if you leave. No hard feelings.
The name of this newsletter has been sitting in my browser URL for months: agentengineeringnotes. I picked it almost by accident when I set up the profile.
It turns out I picked correctly.
— Alex
Building with agent systems and trying to make sense of the landscape? Forward this to someone who should be reading it
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