The blurb is my own submission, since it was not so evident how the article was related to self-hosting. I am not the author of the blog post. I am a maintainer of awesome-selfhosted.

• Aggregation of multiple engines
• Per-engine weight control
• Good UX
• Filtering of bad domains from the search results
• More generally, very customizable

Fair enough.

I decided against web/network-based password managers for my personal needs since the additional attack surface is a concern. A Keepass database file synced across machines strikes a good balance for me (requires password + keyfile to open). It’s also simple to backup and protect.

So yeah, for you use case, I’d recommend Aegis Authenticator.

No, I’m not interested in a password manager, thank you

Ok. But since you already use a password manager (right?), why not use its built-in TOTP management. Why do you need yet-another-separate app?

If I really had to, I’d recommend Aegis.

But I’ll still recommend using a password manager (I use KeepassXC on desktop and KeepassDX on Android).

• Small 4B models like gemma3 will run on anything (I have it running on a 2020 laptop with integrated graphics). Don’t expect superintelligence, but it works for basic classification tasks, writing/reviewing/fixing small scripts and basic chat, writing, etc
• I use https://github.com/ggml-org/llama.cpp in server mode pointing to a directory of GGUF model files downloaded from huggingface. I access it it from the built-in web interface or API (wrote a small assistant script)
• To load larger models you need more RAM (preferably fast VRAM/GPU but DDR5 on the motherboard will work - it will be noticeably slower). My gaming rig with 16GB AMD 9070 runs 20-30B models at decent speeds. You can grab quantized (lower precision, lower output quality) versions of those larger models if the full-size/unquantized models don’t fit. Check out https://whatmodelscanirun.com/
• For image generation I found https://github.com/vladmandic/sdnext which works extremely well and fast wth Z-Image Turbo, FLUX.1-schnell, Stable Diffusion XL and a few other models

As for the prices… well the rig I bought for ~1500€ in september is now up to ~2200€ (once-in-a-decade investment). It’s not a beast but it works, the primary use case was general computing and gaming, I’m glad it works for local AI, but costs for a dedicated, performant AI rig are ridiculously high right now. It’s not economically competitive yet against commercial LLM services for complex tasks, but that’s not the point. Check https://old.reddit.com/r/LocalLLaMA/ (yeah reddit I know). 10k€ of hardware to run ~200-300B models, not counting electricity bills