True but it was a whole bunch of fragile scripts/functions with lots of ifs. I'll give you a real world example of what's different. Agent spins up a VM to run a build on windows. During the build it realizes it's out of disk space. Agent resizes disk on demand. Build finishes and it launches the app. Runs some tests and realizes it's cpu and memory constrained. Adjust the cpu and memory and runs new tests. tears it down and sends the perf logs back to me. Or it looks at system resources and decides what other vms it can pause while it runs the tests and then turns them back on after.

There are so many unknowns and the ability for the agents to dynamically adjust and make decisions allows for some really powerful autonomous workflows.

To be fair, often you have good ideas, but not enough time. I have had a lot of fun having Qwen3.8 27b running at home, having it explore and implement ideas that was way to ambitious for the time I had available to tinker with Home Assistant and Proxmox. It is an enabler and can also be a good tutor, when used as such. I have learned a lot.

"be able" implying capability rather than time constraints and opportunity cost which is what most people on here refer to when they mention something cool they're doing with LLMs that they weren't doing before.

Ok, so you're saying I can run windows 11 without a license or activation for months on end?