@nickbearded i like looking at the llm leaderboard but lately ai wise i have done this - got exo/exolabs clustering app going, tried a model with llamafile and am investigating localai - they have p2p, federation so groups of people can focus interence and training on that sectors siloed and specialized data...

localai has had p2p ai for like 10 mos - being able to run it on a couple boxes cpu only and offload embeddings securely would be nice

you probably should run a gpu or two or three in your cluster but it is not totally necessary - you can process embeddings/tokens for local data inclusion into vector db and do like 1tb in 6 days vs the job taking over a month cpu only

I like the idea of setting up federated group to match up with portals for anything but for specific biz sectors and verticals could be v helpful cause then clients could have p2p ai data lake with relevant topical biz data - it is basically what i alluded to in 90 pt plan but now much more concrete

How Much Can You Get Done in a Few Days?

In a weekend or 3–4 focused days, with a few machines you can:
✅ Spin up LocalAI on 2–4 nodes
✅ Join or form a federated network
✅ Deploy several quantized LLMs, image generators, or audio models
✅ Run small-batch inference jobs across the network
✅ Offload some heavy jobs (like summarization, embeddings) to swarm partners
✅ Start offering services like local search, chatbot assistants, or automated data pipelines for your biz

With good orchestration, you can match or exceed what a $500–1,000/month cloud bill would buy. >>>this is doubtful initially but could be a productivity boost and help sales when people see there is a lot of industry specific info

#unused cycles

アンユーズド 2025年春夏コレクション
https://www.fashion-press.net/news/126020?media=line

#fashionpress #アンユーズド #UNUSED #ファッション #コレクション #2025年春夏コレクション

LINE 推出的 ts-remove-unused，移除掉沒有用到的程式碼

出國前看到的東西，LINE 在 GitHub 上發表了整理 TypeScript 程式碼的套件：「Show HN: ts-remove-unused – Remove unused code from

https://blog.gslin.org/archives/2024/09/25/11989/line-%e6%8e%a8%e5%87%ba%e7%9a%84-ts-remove-unused%ef%bc%8c%e7%a7%bb%e9%99%a4%e6%8e%89%e6%b2%92%e6%9c%89%e7%94%a8%e5%88%b0%e7%9a%84%e7%a8%8b%e5%bc%8f%e7%a2%bc/

#Computer #Murmuring #Programming #Software #clean #code #programming #remove #source #ts #typescript #unused

What is the most unsed component at the car. Sometimes one gets the feeling this is just the turn light/indicator.
#car #turnlight #directionindicator #component #auto #blinker #unused

The world explained by diagrams.
#world #diagrams #worlddiagram #humor #DiagramOfTruth #DiagramDerWahrheit #TortenDerWahrheit

Why can't all our supermarkets give their unsold food to those in the community who need it - the homeless, low income families, single parent families...
#food #unused

No Wonder the Birth Rate's Down
Who can get laid with chicks like you around

#unused #song #lyrics #publicDomain

#researchers #research #agency #unused #money #mustbe #returned #phdstudent #doctoratestudent #phd #doctorate #motivation #meme #memes #phdmotivation #phdmeme #phdmemes #phdlife #phdstudentlife #phdtroll #doctoratemotivation #doctoratememe #doctoratememes #doctoratelife #doctoratestudentlife #doctoratetroll

アンユーズドのメンズキルティングジャケット、ネイビー・グリーンがビューティー＆ユース限定で
https://www.fashion-press.net/news/110039?media=line
#fashionpress #ビューティー_ユースユナイテッドアローズ #BEAUTY_YOUTH_UNITED_ARROWS #アンユーズド #UNUSED #ファッション #アイテム #キルティング #ネイビー #スタンドカラー

Dog days of summer at a unused office space
#Cityscape #Gestalt #Pattern #Mood #Edgy #Lonely #Photography #Bnw #Bw #Monochrome #Noir #Blancoynegro #Blackandwhite #Ricohgr3 #Usa #Illinois #Deerfield #Urban #Office #Bridge #Builtstructure #Building #Unused #Redundant #Contrast #shade #facade #urbandesign

Taught #PHPStan #unused to report public class-constants and public properties which are only used in tests.

getting rid of dead code helps you concentrate your efforts on things really used.

https://github.com/TomasVotruba/unused-public

La colección FW23 con los pilares esenciales de moda urbana japonesa nos demuestra por qué Unused es una firma que tenemos que tener en nuestro radar si buscamos nombres nuevos que añadir a nuestro armario. https://www.neo2.com/pilares-basicos-de-moda-urbana-japonesa-unused-fw23/ #unused

@octopede Remember we talked about boats that sit unused in docks like keyboards sit in studios? Meet some. Feel less guilty. #guilt #toys #unused

anyone interessted in a 86% #speed improvement when analyzing your #php codebase for #unused symbols?

https://github.com/TomasVotruba/unused-public/pull/50

Unused track (Un14) 💀 not just pentatonic

Тотальная конверсия, ёпта

https://youtube.com/shorts/2aEKTYjySlI?feature=share

#music #guitar #linux #ampsim #guitarix #pentatonic #alternatepicking #practice #shorts #retro #videogame #soundtrack #bobbyprince #doom #idsoftware #unused

Once a Shangri-La, this disused picnic nook symbolizes the transient nature of utopias. The abandoned corporate campus evokes loneliness and decay.

#Cloud #Sky #Tree #Shade #Twig #Table #Photography #Impermanence #Photo #Paving #Urban #Corporate #Redundant #Unused #Abandoned #FadedDreams #Loneliness #Nostalgia #LostParadise #Decay #ForgottenSpace #Temporal #Transient #Ephemeral #Desolation #UrbanDecay #Evanescent #Disillusion #Wistful #Melancholic #Fleeting

Friday Flashback to Wednesday: I saw a box of eye drops and a banana in the breakroom. The drops said "NEW UNUSED". I felt the banana needed a sign, too.

#California #Chico #eyes #eyedrops #banana #sign #new #unused #Friday #FridayFun #FunnyFriday #funny #FlashbackFriday #humor #FridayFlashback #FridayFollow #FollowFriday #mastodonfollow