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What are some examples of features that they have added since December that you use? I originally had setup openclaw back in Jan(?) and had it generating some news summaries for me and stuff. But ran out of ideas... would like to try it out again.

Agreed, I went through the blog post and a few other pages trying to figure out what the benefit of Iroh is since I have never heard of it... was struggling lol.

Earlier this year I had used it because I would rather have a IDE-like exp and be able to actually look at the code. However, recently switched to using claude code VS code extension and it's basically the same thing (plus at Amazon we can only use Claude Code)

Here is a one page proof that pi is irrational - https://heuklyd.github.io/papers/pdf/Niven-1947.pdf

Thanks for the PDF. I feel like I understand even less now than I did before.

For a superb explanation of Niven's proof (which leaves more questions than answers when you first read it), I like Michael Penn's video: https://youtu.be/dFKbVTHK4tU?is=d2DbV5HDP0IpP9tA ....notwithstanding the length of the proof, this is quite a hard problem.

It's amazing how inscrutable calculus can be when you return to reading it after not doing so for a period of time, much like lisp or forth. I don't think I've actually done an integral or taken a derivative in years. I can see the elegance of that proof but I'll be damned if I can actually follow the mathematics from one step to the next.

Thanks for sharing. That’s a nice read. I’m glad I asked :)

This seems really cool actually. Just read thru the README and watched the demo gif. Any examples of what you've built with it so far? Might have to play around with it tonight. I've been getting pretty heavy into local LLMs since getting my 5090. Amazing what Qwen can do given how small it is (running 35B at Q4 quant).

It is dumb but very specific to my use case but an agent that runs every evening to pull both my calendar and time logs (Google sheet). The calendar I do every morning to time block my day, then throughout the day I record what I did and categorize by Eisenhower's matrix. Then it compares map vs territory and I hopefully adjust my priors to do better planning or flag time sinks.

Cool thing is I built the tools with the [Tool Builder](https://github.com/fabritorio/fabritorio/blob/main/docs/node...) as well, pretty small CLI helpers. https://imgur.com/a/XeYYbzC


Check out Krasis https://github.com/brontoguana/krasis

It enables something similar to unified memory. Ive got a 5060 (16GB) card and 96 GB ddr5.

I can run qwen3.5-122b int4 at 25tok/sec.And now even does image ingestion!

Ive been bulk transliterating and translating foreign language books into english. And all completely local.


Wait so this makes it so I can use my DDR5 as well as my VRAM combined? This is actually sick if so. Maybe I will actually have to go out and buy some more DDR5 (currently only have 32GB...)

Yep, thats it what it does. Only works with nvidia.

The difference it does use safetensors, and not gguf's. But it does dynamically requant to int4 8 or bf16.


Wow that's actually sick as hell, somehow hadn't heard of this. maybe I will go and blow $700 on a new ram kit... thanks for sharing!

Glad to share!

But go try it out now with a 35B model on your current hardware.

Right now, I have loaded qwen3.6-35B-A3B, 128k context, kv cache 2.5GB, thinking. Int8

Using 11.5GB gfx ram, 42GB system ram.

I dont want to oversell. All GPU would be faster, but creating a semi-unified system is deffo a game changer for me.


IIRC when they make a big enough architecture change to the model they will need to rerun pre training . So not like they’re feeding it more data (they will be but will be a drop in an s3 bucket compared to their dataset reserves) but rather training models with different architectures.


Lol ++. Although my local host for agent/codex stuff is a raspberry pi I connect to on LAN from my gaming/powerful desktop for sandboxing. However my use case seems to be the exact problem they are trying to solve! Might have to take a look into it at some point.


Maybe I'm in the minority but I still program with an IDE and a chat window in the side at work, as well as when I work on side projects. I do like to actually see the code that is getting produced.


I believe this to actually be the silent majority. But of course our job is object to a lot of changes right now and people are nervous what the "next job" will look like. You can hold position like me and just take the the new tools when they are well tested and integrated, be pragmatic about it. Fingers crossed!

I think a lot of the time when this debate occurs (which, at this point, literally every single day I see something about this) UBI is almost always the contention point but I feel like that's really not the end-all... Like, sure, say there's a miracle and we have UBI get instituted. I think that is maybe 25% of the solution. The other problem is now you're going to have an entire class of people basically living without a purpose. Yeah, I get it, they can go and "explore their passions" and focus on "creative works" or whatever BS people persuade themselves into thinking the vast majority of society would want to do, but realistically I think there would be a huge psychological breakdown in people now living without a fundamental purpose in society.

Somewhat related to that -- I was just this weekend watching a YouTube essay about PTSD in knights back in the medieval times, and the main point made in the video is that the psychological impacts incurred by the knights after battle were not just from seeing fucked up shit... the most apparent and serious cases of "PTSD" occurred when a knight was injured enough on the battle field resulting in them no longer able to be soldiers. Their entire purpose in the world got stripped away resulting in serious psychological stress. I think that same issue would apply to many people today (lawyers, engineers, investment bankers, etc) who would no longer be able to practice their craft. (This is the video for reference, was a good watch https://www.youtube.com/watch?v=849dmdc-Qf8)

I understand the counter argument to this is going to be some anti-capitalist rhetoric like "Well people shouldn't live to be workers and that's fucked up that they have live that way!" but IMO, some people like what they do and don't want to be made useless. (Not implying that is what you were insinuating, but just in a broad sense I that genera of argument doesn't make sense to me)


There's a lot of speculation that it is indeed a marketing plot and the model is just a step improvement over current capabilities... and the real reason they aren't releasing the model is they are compute constrained and cannot serve the model. To my knowledge there's no proof of this however, but given the fact that literally 60 days ago they made Mythos out to be the end of the world and last Friday they announced that they will release the model in a few weeks, I feel like it was indeed something along those lines (marketing ploy).


Their IPO is coming up soon. It would be interesting if Mythos remained mythical right up until then, wouldn't it?


Or just control of supply and demand. If they can charge twice as much serving half as many customers, that leaves a lot of potential future customers leftover.


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