On the dumb side, I think this was 6 August and Opus 5 (though there's a chance it was Opus 4.8), Auto Mode was copying some files into a folder on my machine, and had written a small script to do so: one of those $SRC / $DST situations. And of course, the inevitable happened - it never set $SRC in the bash script, and started copying from the root of my filesystem instead. I'm not sure how I caught it, but I came back to one of those Claude "I need to be honest with you — I caused I problem that I need to clean up" situations.

It wasn't dire, no data loss (just a nasty cleanup) and Auto Mode has mostly made me more productive - I can finally walk away from the screen for long periods of time and do other things. But I need to watch what the model is doing... which is the exact opposite of what I just typed.

Honestly, I've actually just downgraded my Claude and started looking for other options. The content filters on American models are now actively interfering with my everyday work, so I think it's time I try the Chinese models more deliberately, now that Kimi & Qwen have caught up to the US.

Yeah, the over-cautious filters continues to be a massive pain. There also seems to be bifurcation on consumer (and hence token subsidised) and enterprise (hence API) when it comes to 'safeguards'. The exact same prompts hit safeguards in a consumer account, but not with my work account.

While there's been some improvements, Anthropic's filters _really_ hate self-hosted GPU setups, or multi-machine homelabs.

I have a 'homelab' (a 4x5060Ti 16GB rig + 2x DGX Spark + couple Intel Arcs for AV1 encoding). Fable would often refuse for just about anything, even basic sysadmin, if I try to run it from my laptop (so ssh'ing into my local network).

If I run Claude directly on machines, I get a little bit more mileage, but ask it to optimise the inference speed of DSv4 Flash? Fable refusal. Try to experiment with interesting research, like RYS[1]? Fable refusal.

It actively interfered with my everyday work, so I downgraded my Claude plan and mostly use self-served DSv4 flash + Codex now.

DeepSeek V4 Flash 0731; which is truly excellent; about ~50 toks/sec hosted locally on my 2x Sparks (for comparison; Opus is like ~65). Is it going to be profitable/ROI? Probably not.

But does it actually let me learn and experiment with LLMs, diffusion models, video models, and gain knowledge and fun instead of being subdued to calling cloud APIs with mandatory data retention? Yes, and that's worth it for me.

[1]: https://news.ycombinator.com/item?id=47431671