I’ve been doing some informal testing on how current multimodal models handle speech + multilingual understanding, and came across an interesting behavior that feels slightly beyond standard translation.I used a short audio clip in a language I d…
I just used the new Apex Quantization on QWEN Coder 80B Created an Important Matrix using Code examples This should be the fastest best at coding 80B Next Coder around It's what I'm using for STACKS! so I thought I would share with the co…
Which of these should I use for agentic environment, openclaw or agent zero….. which is better ? I have 16GB unified memory (M4 chip) or should I go fro Gemma 4 series (E4B)?, but I don't think it's better for tool use submitted by &#…
Gemma4 was relased by Google on April 2nd earlier this week and I wanted to see how it performs against Qwen3.5 for local agentic coding. This post is my notes on benchmarking the two model families. I ran two types of tests: Standard llama-bench benc…
I’ve been experimenting with TurboQuant KV cache quantization in llama.cpp (CPU + Metal) on Gemma 4 26B A4B-it Q4_K_M on an Apple M4 Pro 48GB, and the results look surprisingly strong. Gemma 4 findings On Gemma 4, QJL seems to work well, and FWHT as a …
this community obviously cares about running models locally. but i've been wondering if the bigger problem is training, not inference local inference is cool but the models still get trained in datacenters by big labs. is there a path where trainin…
How are you guys using your m5 Max 128gb pro’s? I have a 14 inch and I doubt the size is the issue but like I can’t seem to find any coding models that make sense locally. The “auto” model on cursor outperforms any of the Qwens and GLM I’ve downloaded….
In my country, Chile, cannabis is gaining strength lately in the medical field. We help foundations, and I'm also a researcher who wants to understand cannabis better. With many recipes, extractions, and home cultivation methods, chatgpt sometimes …
I think it would make a nice Easter egg to release today! submitted by /u/LegacyRemaster [link] [comments]
https://preview.redd.it/nclyw1yvobtg1.png?width=1076&format=png&auto=webp&s=28e7d0bf72ce9aa30c0a25f6a1a7fdce6252379f gemma4 is the beast as windows agent!!! submitted by /u/danmega14 [link] [comments]