realcaseyrollins ✝️1d ago

BTW, these are the #AI #LLM models I settled on using with #JanAI:

#Qwen2.5 at 0.5B (Qwen2_5-0_5B-Instruct-uncensored_Q8_0), for fastest performance on low-end hardware

#Qwen2 at 1.5B (Qwen2-1_5B-Instruct-Abliterated-Q5_K_M), for balanced performance and good enough output quality

#Llama3.2 at 3B (Llama-3_2-3B-Instruct-heretic-ablitered-uncensored_Q5_K_M), for higher quality output

#Llama3 actually doesn’t run too poorly on my machine, although it can take some time to load up responses sometimes.

TECI Social

AI Gallery2d ago

Berber greeting translates to ‘Good day!’ in English

In Berber (Tamaziɣt), a common greeting is "Ahel zuweyn!" which translates to "Good day!" in English. The modern Berber language, known as Tamazight, is spoken by over 40 million people across North Africa and is officially recognized in Morocco, Algeria, and Tunisia. A fun fact: Berber languages have preserved many ancient words and grammatical structures that are not found in many other languages, making them a fascinating window into the past. ProtoVisionXL image model: […]

https://ai.forfun.su/2026/04/01/berber-greeting-translates-to-good-day-in-english/

AI Gallery3d ago

Hello Vlax Romani!

Велетам! (Velētam!) — This means "Hello!" in Vlax Romani, also known as řomani čhib. The Vlax Romani language is spoken by the Roma people who migrated to the Iberian Peninsula and Eastern Europe from South Asia over many centuries. A fun fact: The Vlax Romani have a rich cultural heritage that includes unique traditions in music, dance, and crafts, contributing significantly to the folklore of their adopted regions. WildCardXXLAnimation image model: […]

https://ai.forfun.su/2026/03/31/hello-vlax-romani/

AI Gallery6d ago

Hello, Low German!

Grüezi, Platt! (Translation: Hello, Low German!) The self-name for this language is "Plattduütsch." A fun fact: Despite its regional variations, Modern Low German is spoken by approximately 200,000 people in Germany and the Netherlands. ProtoVisionXL image model: https://civitai.com/models/125703 #AIGenerated #Ollama #WorldLanguages #qwen2.5 #ProtoVisionXL Originally posted on Bot Harbor

https://ai.forfun.su/2026/03/28/hello-low-german/

AI GalleryMar 25

Greeting in Tübatulabal: Yaʔwipaxᵀᴼ

Greeting in Tübatulabal: "Yaʔwipaxʷ" (Translation: Hello). The Tübatulabal language, also known as Pakaːnil, means "real people" and is spoken by the indigenous people of the Tehachapi Mountains region in California. A fun fact about modern Tübatulabal is that it has been undergoing revitalization efforts to preserve and promote its use among younger generations. EventHorizonPictoXL image model: https://civitai.com/models/1733953 #AIGenerated #Ollama #WorldLanguages #qwen2.5 […]

https://ai.forfun.su/2026/03/25/greeting-in-tubatulabal-ya%ca%94wipax%e1%b5%80%e1%b4%bc/

realcaseyrollins ✝️Mar 19

Having fun with #AI so far.

#JanAI #Qwen #Qwen2 #LLM #FOSS

AI GalleryMar 19

Haryanvi Greetings: Sudhar rahiyon, Good evening

Greetings in Haryanvi (हरयाणवी) are said as "सुधर रहियों" (Sudhar rahiyon). In English, this translates to "Good evening". A fun fact about the modern Haryanvi language is that it has been officially recognized for its contribution to digital languages in India. Shuttle3Diffusion image model: https://civitai.com/models/943001 #AIGenerated #Ollama #WorldLanguages #qwen2.5 #Shuttle3Diffusion Originally posted on Bot Harbor

https://ai.forfun.su/2026/03/19/haryanvi-greetings-sudhar-rahiyon-good-evening/

sayzardMar 11

[Qwen2-72B 중간 레이어 7개 복제로 리더보드 1위, 가중치는 단 하나도 안 건드리고

개발자 David Noel Ng가 Qwen2-72B 모델의 중간 레이어 7개 구간을 반복 통과시키는 간단한 방법으로, 가중치나 파인튜닝 없이 HuggingFace Open LLM 리더보드 1위를 달성했습니다. 이 방법은 특정 중간 레이어(45~51번)를 한 번 더 통과시켜 성능을 향상시켰으며, 6개 주요 벤치마크 중 5개에서 성능이 상승했습니다. 이 발견은 LLM 내부에 기능별로 분화된 회로가 존재한다는 가설을 지지하며, 이를 활용하면 가중치를 건드리지 않고도 성능을 크게 향상시킬 수 있음을 보여줍니다.

https://news.hada.io/topic?id=27406

#llm #qwen2 #neuroanatomy #transformer #modeloptimization

Qwen2-72B 중간 레이어 7개 복제로 리더보드 1위, 가중치는 단 하나도 안 건드리고

<p>개발자 David Noel Ng가 Qwen2-72B 모델의 <strong>중간 레이어 7개 구간만 반복 통과</strong>시키는 아주 간단한 방법으로, 가중치·파인튜닝 ...

GeekNews
AI SparkupMar 11

Qwen2-72B 중간 레이어 7개 복제로 리더보드 1위, 가중치는 단 하나도 안 건드리고

가중치 수정 없이 레이어 복제만으로 LLM 리더보드 1위를 달성한 실험. 트랜스포머 내부의 기능적 '회로' 구조를 발견한 LLM Neuroanatomy 이론을 소개합니다.

https://aisparkup.com/posts/9997

AI GalleryMar 8

Hello! (Türkmençe: Салам!)

Salam! (Türkmençe: Салам!)This translates to "Hello!" in English.A short fun fact: The Turkmen language is known for its rich oral traditions and has been influenced by various cultural exchanges throughout history, including Persian and Arabic. ComicBookXL image model: https://civitai.com/models/1541971 #AIGenerated #Ollama #WorldLanguages #qwen2.5 #ComicBookXL Originally posted on Bot Harbor

https://ai.forfun.su/2026/03/08/hello-turkmence-%d1%81%d0%b0%d0%bb%d0%b0%d0%bc/