I’m doing something similar to simulate llms in b2b lending, it’s slightly slower paced but the core mechanisms are using just-bash to analyse business financials and make profitable loans.

I quite like the idea of llms writing more code up front to execute strategies.

I’m currently developing the game mechanics and ELO. Please share anything relevant if it comes to mind

See also speculative cascades which is a nice read and furthered my understanding of how it all works

https://research.google/blog/speculative-cascades-a-hybrid-a...

Always wondered how auth validation works on these. Could I use your serverless ocr?

I’ve had some success building “text to dashboard” with this using vercel.

I use bash-tool and Vercel sandbox to generate charts (Echarts) or tables (Tanstack table) from json data, and then json-render to render the charts, tables and markdown into a dashboard.

Please share as I would like to see what you have built.

What I like about this is that ides of a catalog which is what most business systems have in the form of their records and objects. Giving an AI accessible structure to this gets AI into the realm of the various 4GLs back in late 90s which made user created forms so much easier. Anybody remember that Informix 4GL for building simple apps from the db schema?

Is it reliable/robust?

It is more robust than when I tried the exact thing with structured outputs API and gpt4 era models, it’s not perfect but surprisingly good

Looking for an iOS app to test this as I’m generally curious about the capabilities of on devices TTS (yet to find an app, but there are loads for text gen)

It can’t be too far off considering Siri and TTS has been on devices for ages

Any recommendations for an iOS app to test models like this? There are a few good ones for text gen, and it’s a great way to try models

Besides UTM, no.

Adding from Mac perspective, I am also keeping an eye on Linux. I’ve hit a wall with Mac window management, and find the operating system just gets in the way for professional use across multiple of their digital “desktops”. I have no useful way to isolate work streams, and would gladly move to something better.

The blocker for Linux for me as someone who wants some level of reliability has always been fiddling with low level config, but now with Claude Code, low level config appeals!

There's a mix of both worlds that I've tried for a while and want to pick up again in 2026: Use macOS so that I can utilize the great hardware and the well integrated drivers (e.g. sleep, performance, silence), but then for each project / work stream just fire up a lightweight linux VM fullscreen and do everything related there. E.g. all browser windows/tabs, apps, file explorer windows, terminal sessions. When I stop working I pause the VM. When I need to continue everything is as I left it. The main reason why I stopped was that the 2d hardware acceleration for Linux didn't work in UTM.app. I think I'll just need switch to Parallels or VMWare

Keep an eye out for PopOS Cosmic. I have daily drived it since alpha with admittedly some issues, but I see the improvement! Unlike a lot of other "Just Works" distros, it actually has proper tiling, and unlike the specialized tiling WM's I don't have to configure a bunch of stuff!

I do heavily configure applications, but all of these are terminal based now-a-days.

How does it compare to Omarchy? The whole space looks extremely interesting, and on the other hand I need reliable

I had lots of fun coercing smaller local models into using tools.

I found that designing the tools (ergonomics) mattered much more than designing the system using the tools.

I’m doing a similar thing with open-meteo for surf forecasts (for myself primarily)

Only one region, but could quite easily expand. It takes the open-meteo ocean data and combines it with some short and long range weather. Then run a preprocessed refined version of that through an LLM to turn it from quantitative into qualitative. It basically does what I would do in my head.

If you have any ideas, please let me know

https://surfrash.xyz/

Nice. I think that site for any beach would be useful. Like how it is descriptions rather than a wall of data.

Request for manly, nsw, australia otherwise :)

Nice, does require some local knowledge to get it at all useful (if you can email me some info in what conditions work I can set one up for you.)

Is there a high res weather model for Aus? That makes a huge difference as well

Thanks. I dont want to bother you as I assumed it would be just a case of pulling a feed but sounds like there is more. Plus I dont surf too often! I think they would have a high res weather model https://www.bom.gov.au/weather-and-climate/rain-radar-and-we... but not sure if it is.

Cool thanks, yes all good, yes there is basically a combo of knowledge dump and assembling raw weather data to apply the knowledge to, I haven’t done another location yet, but maybe wait for a few more requests :D

I like this for adjacent things too.

Company website in the same repo means you can find branding material and company tone from blogs, meaning you can generate customer slides, video demos

Going further, Docs + Code, why not also store Bugs, Issues etc. I wonder