I agree. As a long time linux user, coding assistants as interface to the OS has been a delight to discover. The cryptic totality of commands, parameters, config files, logs has been simplified into natural language: "Claude, I want to test monokai color scheme on my sway environment" and possibly hours of tweaking done in seconds. My setup has never been so customized, because there is no friction now. I love it and I predict this will increase, even if slightly, the real user base of linux desktops.
Yeah, I think that's a legitimate concern. It's hard to know, even with sufficient training data, how far these systems can actually generalize their problem-solving abilities when they become data starved in the future either because of scarcity or that any potential new training data is contaminated by LLM radiation.
Too bad we don’t have a portal gun to access an infinite number of parallel universes where large language models were never invented for sources of unlimited fresh training data and unlimited palpatine power.
I'm more optimistic about LLMs tracking down and fixing issues in software, even without SO/forum posts, at least for OSS. I've seen enough unique insights from agents on tricky problems to know it wasn't extrapolating from a helpful comment somewhere.
It hit me that as it's deciphering some verbose log file, it has also read through all the source code that wrote that log, and likely all of the discussions/commits that went into building that (broken) feature.
I don't think so, because Anthropic now has your question, the steps it tried, and the solution that finally worked, all in text form, already on their servers thanks to your claude session. Claude usage is itself a goldmine of training data.
Ish. If I have it generate code for me that doesn't work and I don't tell it why it's garbage and don't share my cleaned up results on github after, it doesn't know how or why the code that was output was bad, or even that it was.
Longtime Linux+Unix user here too, I'm in the same boat, and it's been stunning what it can do.
A few days ago we were having networking problems, and while I was flipping over to my cell hotspot to see if it was "us or them" having the problem, a coworker asked claude to diagnose it. It determined the issue was "a bad peering connection in IX-Denver between our ISP and Fastly and the ISP needs to withdraw that advertisement." That sounded plausible to me, I happened to know that both Fastly and our ISP peered at IX-Denver. That night I reached out to the ISP and asked them if that's what happened and they confirmed it. In the time it took me to mess around with my hotspot, claude was doing traceroutes, using looking glasses, looking at ASN peering databases...
It is REALLY good at automating things via scripts. Right now I have it building a script to run our Kafka rolling updates process. And it did a better job than I did at updating the Ansible YML files that control it.
I've been getting ready to switch over to NixOS, and Claude is amazing at managing the nix config. It even packaged the "git butler CLI" tool for me; NixOS only had the GUI available.
I'm getting into the habit of every few days asking it: "Here is the syslog from my production fleet, review it for security problems and come up with the top 5 actionable steps I can take to improve." That's what identified the kafka config changes leading to the rolling update above, for example.
> My setup has never been so customized, because there is no friction now. I love it and I predict this will increase, even if slightly, the real user base of linux desktops.
You don't need to predict anything, because it already has. I've seen multiple real cases of this. People who normally would 1. try Linux 2. get stuck 3. revert back to Windows, yet now 1. try Linux 2. Claude solves their issue when they encounter it 3. They keep using Linux.
