there is a new version of ostrich, more successful with long context jobs.

etemiz/Ostrich-27B-260721 · Hugging Face

We’re on a journey to advance and democratize artificial intelligence through open source and open science.

apparently when i push for higher AHA score it ends up overfitting and merging it with previous 3.5 version healed the overfittings. this gave me another idea: what if we merge all the fine tuners like fine tunes going for abliteration (uncensored) and also separately agentic coding. since the merging heals, everybody's overfittings can cancel each other. if that works, this could mean models that we create are like our overfitted ideologies. we humans all are like knowing and believing some stuff religiously and when or if we can get together those extremes kind of relaxed. socialization of humans look exactly like merging of LLMs..

https://cdn.hzrd149.com/62c27d50f2843e369b0ebdb4d40025da99d0d9b54b90f80f483563044d583bd3.torrent

aws banned me because I automated download of K3 on aws using GLM 5.2. my plan was to convert K3 to torrents within minutes.. is using AI to create instances and start scripts a bad practice?

recently i realized i don't correct my mistakes in writing to give the feeling that i am not a bot 🤷‍♂️ is this gamed by bots yet (do they make delibirate mistakes?)

llama.garden news: - Added more web seed URLs that go through our API that will increase speeds thanks to HTTP being faster than UDP. This is just for initial seeding, then we can rely on peers becoming seeders for broader distribution - Wrote an API that resolves HF CDN to actual URLs and caches those for faster response and also made web seeds work a little bit better with qBittorrent. Still, transmission client is faster because it handles web seeds much better. - As requested, we made torrent names in clients equal to actual repo name (in the past they were hashes of folders to make the webseeds work.) - Open sourced more scripts that manage several of our seed boxes remotely (a.k.a pumps). These are our seed boxes, their traffic gifted to community. - Did actual speed tests - Just made a torrent for one of unsloth's 10TB repo, seems to be working. This means we are ready for K3 once it is open weighted. If you want to download faster, you can start seeding and building some reputation (Torrent clients give priority to seeders). All the LLM files are exactly matching HF's certain commits. If the model is updated after the torrent is built, need to rebuild the torrent. This has two meanings. Once the torrent is validated by community, nobody can tamper with the files. One can disable the peers and other web seeds and rely on HF web seeds and independently verify that the LLM files matches HF 100%. Website:

llama.garden a.k.a waifu-magnet

Suggested client: Transmission Read more about tech on Github. Enjoy!

made an avatar maker

llama.garden / avatar

lets say you have an app and want your users to have avatars and you want to render all these avatars efficiently. enter layered SVGs. all the parts are SVGs and they are layered on top of each other to compose the picture. you just have to store the parameters that form the picture, not the picture itself in the nostr profile.. the SVGs right now live in this monolithic html, but could be put inside jsons and uploaded to Blossoms as well and fetched on demand.. vibed with K3.

HF used local GLM 5.2 to stop another hacker LLM

Security incident disclosure — July 2026

We’re on a journey to advance and democratize artificial intelligence through open source and open science.

there was an attacker who kept my relays super busy, to make it unusable for others. i guess he is bored now. relays are responsive. i didn't deal with it because i counted other relays to carry nostr. but yeah strfry needs a read plugin or maybe a log analyzer vibed to deal with these types of scenarios.

what is the best group chat app on nostr? - has to deliver messages reliably - "seen" marks nice to have - should run on androids and chromebook (or web if chromebook not available) #askNostr

llama.garden announcement and news https://www.reddit.com/r/LocalLLM/comments/1up92t0/waifumagnet_torrents_that_work/

llama.garden a.k.a waifu-magnet

decentralized llm sharing over nostr and bittorrent has a website now

😸 daily accepted events ~2.8M rejected non flood events ~2.4M rejected flood events 1M - 3M rejects based on IP ~2.2M rejects based on pubkey ~250K db size 348G 🤱 is like 7x less than the above in terms of events db size 108G if you or your app can't write to the relays ping me. 'flood events' are like thousands of events in minutes from same IP.