Leanstral 1.5 has 6B active parameters. How many parameters does GPT-5.5 have?

We can run Leanstral locally on commodity/consumer hardware. Nuff said.

Having some success while testing this model out as a replacement for GPT-5 nano in source code security review. Running on RTX 3090 (24 GB VRAM) via vLLM. It's not great on structured output (as noted in the model card) but I'm working around that in my harness.

Can't you just force it to do structured output via constrained generation?

Yes, I did end up figuring out a clean way to allow normal reasoning inside <think> and then force JSON _after_ the closing </think>. Example here: https://gist.github.com/noperator/6c711ab19027ea8056442df839...

Thanks for that, and credit to you for the idea, I quickly vibe coded (heh) a working minimal tool calling harness thats allows it to make multiple tool calls each turn. Currently its working pretty damn well all things considered: https://github.com/NickalasLight/VibeHarness.git

> but I'm working around that in my harness.

How?

Maybe limiting logits to what is syntactically correct? E.g. {"hello" has to be followed by whitespace or colon. Any other logits get dropped.

> compute isolation means nothing if the sandbox can freely phone home.

Here's a project I've been working on to address the network risk. Uses nftables firewall allowing outbound traffic only to an explicit pinned domain allowlist (continuously refreshes DNS resolutions in the background).

https://github.com/noperator/cagent

Digital technologies can be terribly destructive, but they can also be gloriously empowering. How do we shape them into tools for conviviality rather than means of domination?

My prototype one-liners usually turn into Go programs :)

Sic semper :)

if you like fx, then you'll love https://jless.io/

Hey, author here. see also, sol: a de-minifier (formatter, exploder, beautifier) for shell one-liners

https://github.com/noperator/sol

I actually wrote jqfmt because I needed it for sol :)

Your explanation of the *many* "meanings" of "sol" is gold :)

PS. Happily, featured here:

- https://news.ycombinator.com/item?id=41556088

kind of meta, but one of my most-used commands is sol: a de-minifier (formatter, exploder, beautifier) for shell one-liners

https://github.com/noperator/sol

Awesome! I found this section interesting: https://blog.kelvin.ma/posts/an-ode-to-pocket-analysis-of-ex...

I don't think of HN as a source itself but rather a way to discover sources. So I think my Pocket data reflects sources that I've discovered, but to your point, doesn't represent everything I've read from those sources.

Moved to Wallabag, but note that I don't read anything via Wallabag (or Pocket) UI. I export saved items as an RSS feed which I consume in an RSS reader like Inoreader or FreshRSS.