Wondering about services to test on either a 16gb ram “AI Capable” arm64 board or on a laptop with modern rtx. Only looking for open source options, but curious to hear what people say. Cheers!
I use OLlama & Open-WebUI, OLlama on my gaming rig and Open-WebUI as a frontend on my server.
It’s been a really powerful combo!
Would you please talk more about it. I forgot about Open-webui, but intending to start playing with. Honestly, what do you actually do with it?
I have this exact same setup. Open Web UI has more features than I’ve been able to use such as functions and pipelines.
I use it to share my LLMs across my network. It has really good user management so I can set up a user for my wife or brother in law and give them general use LLM while my dad and I can take advantage of Coding-tuned models.
The code formatting and code execution functions are great. It’s overall a great UI.
Ive used LLMs to rewrite code, help format PowerPoint slides, summarize my notes from work, create D&D characters, plan lessons, etc
I have Linkwarden pointed at my ollama deployment, so it auto tags links that I archive which is nice.
I’ve seen other people send images captured on their security cameras on frigate to ollama to get it to describe the image
There’s a bunch of other use cases I’ve thought of for coding projects, but haven’t started on any of them yet
Sex chats. For other uses, just simple searches are better 99% of the time. And for the 1%, something like the Kagis FastGPT helps to find the correct keywords.
LMStudio is pretty much the standard. I think it’s opensource except for the UI. Even if you don’t end up using it long-term, it’s great for getting used to a lot of the models.
Otherwise there’s OpenWebUI that I would imagine would work as a docker compose, as I think there’s ARM images for OWU and ollama
Well they are fully closed source except for the open source project they are a wrapper on. The open source part is llama.cpp
Fair enough, but it’s damn handy and simple to use. And I don’t know how to do speculative decoding with ollama, which massively speeds up the models for me.
Their software is pretty nice. That’s what I’d recommand to someone who doesn’t want to tinker. It’s just a shame they don’t want to open source their software and we have to reinvent the wheel 10 times. If you are willing to tinker a bit koboldcpp + openewebui/librechat is a pretty nice combo.
That koboldcpp is pretty interesting. Looks like I can load a draft model for spec decode as well as a pile of other things.
What local models have you been using for coding? I’ve been disappointed with things like deepseek-coder and the qwen-coder, it’s not even a patch on Claude, but that damn cost for anthropic has been killing me.
As much as I’d like to praise the open-weight models. Nothing comes close to Claude sonnet in my experience too. I use local models when info are sensitive and claude when the problem requires being somewhat competent.
What setup do you use for coding? I might have a tip for minimizing claude cost you depending on what your setup is.
I’m using vscode/Roocode with Gosucoder shortprompt, with Requesty providing models. Generally I’ll use R1 to outline a project and Claude to implement. The shortprompt seems to reduce the context quite a bit and hence the cost. I’ve heard about Cursor but haven’t tried it yet.
When you’re using local models, which ones are you using? The ones I mention don’t seem to give me much I can use, but I’m also probably asking more of them because I see what Claude can do. It might also be a problem with how Roocode uses them, though when I just jump into a chat and ask it to spit out code, I don’t get much better.
If you are willing to pay 10$ a month. You should get GithubCopilot, it provides near unlimited claude 3.5 usage. RooCode can hook into the github copilot api, and use it for its generations.
I use Qwen Coder and Mistral small locally too. It works ok, but its nowhere near GPT/Claude in terms of response quality.
