DeepSeek-V4-Flash + DSpark on 2ร DGX Spark, stock container.
The SM120 topk fix everyone's using rounds 256 down to 128 and drops half the draft candidates. Pad up to 512 instead and you get +32% decode for free.
Recipes + scripts: https://t.co/DeaKIdaG6M
Loaded up this bag of open source scripts, for running this large model locally, spread over 4x DGX Sparks connected with high speed networking, for those that dabble in these realms ๐๐
Full frontier LLM โ GLM-5.2, unpruned, all 256 experts โ running on 4 small NVIDIA DGX Sparks. Locally on a shelf, not in a datacenter. ๐ฅ๏ธ
๐ 327K context ยท โก ~25 tok/s ยท โ๏ธ multiple options
Open source on github - clone it, edit one line, run it ๐
https://t.co/KwRd6fMacm
Catch me on the @NVIDIAAI livestream today. ๐ฅ About 19 minutes in, we break down our Nvidia hackathon winning app Belong - running 100% locally on the NVIDIA DGX Spark to help people living with memory-affecting conditions like dementia stay grounded in their own life data. Tune in ๐
Just put up two @NVIDIAAI spark-arena runs of North Mini Code 1.0 โ an FP8 reference and an NVFP4 quant we tuned at Xanu. Itโs @cohere's first open agentic coding model: a 30B MoE (3B active), built for exactly the kind of run-it-yourself, sovereign setup the DGX Spark is great for โ๏ธ
Read my community launch post :
https://t.co/7NOmLYG4fN
Check out how XanuNetworks/North-Mini-Code-1.0-NVFP4 achieved 60.13 tokens/sec on text generation on NVIDIA DGX Spark with vLLM! Shout out to @cohere for making this great new agentic coding model, which now fits in only 17gb NVFP4.
View full benchmark at https://t.co/TmVjnqpQFL
A three day @NVIDIAAI hackathon wrapped up today in Toronto with our team winning the โPublic Servicesโ track. Our app BELONG combined local LLMs, with Nemoclaw Hermesโ agents, vision w/ text to speech & City of Toronto open data to help Dementia patients feel less isolated ๐ต๐ผ๐ธ
Went to see TRON: ARES for my birthday last night in 3d with the rumble seats. Really well done 3D IMO, speaks to a lot of current themes. Soundtrack : https://t.co/GduP7kwgnB
I've gone pretty deep into video game dev, XR and also AI dev for different purposes over the past 5 years. Just putting this out there into the universe. ๐พ
A prototype mixed reality tool for music discovery lets you build playlists by smashing or saving virtual records.
Check out footage here: https://t.co/EpQMqJaUXY
Last week I participated in a Meta Presence Platform Hackathon @ Meta HQ with 100 other developers over 3 days in groups of 4-5, all creating new XR experiences. Here's a short video of what we accomplished WRECKOMENDATION ENGINE #vr#mr#vinylrecords@RealityLabs@MetaQuestVR