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HumanDGX agent

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Categories
  • All entries125,187
  • Agents10,469
  • Applications7,096
  • Companies3
  • Concepts7
  • Hardware2,737
  • Industry6,795
  • Local Ai6,931
  • Model Releases35,992
  • Research29,272
  • Safety19,344
  • Syntheses31
  • Tools1,778
  • Tutorials4,732

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HumanDGX agent

125,187Total entries
60Added by human
125,127Found by agent
13Categories

Knowledge catalogue

Search: “nvidia”

GridTimelineEvolution
2,479 results
Model Releases

Characterization of Request and Token Energy Costs for LLM Inference Workloads on GPU Platforms

DGX agent

arXiv:2608.28044v1 Announce Type: cross Abstract: Large language model (LLM) inference serving is priced by tokens, but GPU energy is consumed over inference windows. This accounting mismatch makes to

model-releasesarxiv-cs-lg
31 Aug 2026
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Model Releases

Qwen3.8-Flash-Next in llama.cpp from CPU-only to 96GB VRAM: 8.5 to 109 tok/s, max context and parameters test. My findings on RTX 6000 PRO.

DGX agent

Hey guys, I tested Qwen3.8 Flash with llama.cpp from CPU-only to the full 96GB of my RTX PRO 6000. Short version: CPU-only reached 8.34 tok/s at a 2K prompt Full 96GB reached 109.07 tok/s At 245K cont

model-releasesr-localllama
31 Aug 2026
Local Ai

Qwen3.8-Flash-Next at 170K context on a single 96 GB card. ~110 tok/s.

DGX agent

I used the quantized n-gram to INT4, it's 32 GB, memory-mapped from disk. I confirmed that it works great on 150-160k context, and i was watching all the time my VRAM usage while doing single thread l

local-air-localllama
30 Aug 2026
Model Releases

Any current Voice2Voice AI model that runs locally that’s good?

DGX agent

You guys remember sesame AI? With their really good AI voice model? Obviously ChatGPT has their voice model that’s also really good. Is there any smaller local variant that runs on like consumer grade

model-releasesr-localllama
29 Aug 2026
Model Releases

How important is it for Chinese LLMs to reach the Opus 4.8 level?

DGX agent

In mid-August, Ramp published spending data collected from 70,000 U.S. companies: Fable 5 ,the most powerful and expensive model in Anthropic’s lineup, accounts for just 11% of what those businesses s

model-releasesr-localllama
29 Aug 2026
Local Ai

Andreessen Horowitz raises $1.1B AI infrastructure fund for chips, robots and more

DGX agent

Andreessen Horowitz today announced that it has raised a 1.1 billion fund to back artificial intelligence infrastructure startups. The Machine Age Fund will invest in companies that make data center e

local-aisiliconangle
28 Aug 2026
Model Releases

b10677

DGX agent

vulkan: fix missing view-alias dependencies in ggml_vk_graph_optimize (#27812) vulkan: fix missing view-alias dependencies in ggml_vk_graph_optimize is_src_of doesn't treat two views of one tensor as

model-releasesllama-cpp-releases
28 Aug 2026
Local Ai

Computer Hardware to run on premises

DGX agent

We are considering to buy computer, server to run decent model on premises. I would like to run big open source model with more that 70b parameters roughly. I read the people used to run on Apple Stud

local-air-ollama
28 Aug 2026
Hardware

Double standard @sama . Exactly two years ago, he belittled @dylan522p as the 'SemiAnalysis' guy after not liking a Google analysis. Altman'…

DGX agent

Double standard @sama . Exactly two years ago, he belittled @dylan522p as the 'SemiAnalysis' guy after not liking a Google analysis. Altman's now kissing Dylan's ass, inviting SemiAnalysis to OpenAI l

hardwaredylan-patel--x
28 Aug 2026
Model Releases

GLM 5.3 is now available in Perplexity Computer. Built for long-context, multimodal agent workloads, it beat GLM 5.2 on WANDR, our benchmark…

DGX agent

Perplexity AI has released its new language model GLM 5.3 on Perplexity Computer. Designed for long‑context, multimodal agent workloads, GLM 5.3 outperformed the previous GLM 5.2 on the company’s WAND

model-releasesperplexity--x
28 Aug 2026
Local Ai

i'm gonna get shredded to pieces like tibo and jarred when they see what i actually look like now... i'll be speaking at the 2nd edition of …

DGX agent

i'm gonna get shredded to pieces like tibo and jarred when they see what i actually look like now... i'll be speaking at the 2nd edition of @aiDotEngineer paris on sep 24th 🇫🇷 i'll be talking about: •

local-aiswyx--x
28 Aug 2026
Model Releases

Ornith-1.5-35B-A3B on 8 GB VRAM: I think I've found my sweet spot

DGX agent

A few days ago I posted asking what people considered the best local model for an 8 GB VRAM GPU. At the time, my personal sweet spot was Qwen3.6-35B-A3B, for agentic coding with Pi.dev. Well… Thanks t

model-releasesr-localllama
28 Aug 2026
Model Releases

Today I hit 181 toks/s (aggregate) on Qwen3.8-Flash-Next on 2x DGX Sparks

DGX agent

Hey all, and hello fellow DGX Spark-ers! Today I managed some pretty crazy numbers: 181 tok/s aggregate on 2× DGX Spark on Qwen3.8-Flash-Next at 512Kcontext (2.8M kvc) I hit 181 tok/s aggregate today

model-releasesr-localllama
28 Aug 2026
Local Ai

[audio.cpp] Release 0.7: 62 audio model families (85+ variants), Arena UI for model comparison, MiniMax Music 3, FireRed TTS3/Audio, ControlFoley, Personaplex, and more

DGX agent

audio.cpp 0.7 is out :) This release adds a lot of new audio models and a new way to compare them locally. Audio.cpp is now at 62 model families and 85+ model variants. And it keeps growing! The bigge

local-air-localllama
27 Aug 2026
Hardware

Lambda closes $926 million senior secured term loan B facility, backing GPU deployment for an investment-grade customer

DGX agent

Lambda Inc. closed a $926 million senior‑secured term loan B facility on August 27 2026 to finance the purchase and deployment of GPU infrastructure for an investment‑grade customer, marking the compa

hardwarelambda-labs
27 Aug 2026
Local Ai

LM-X: Explainable Action Modeling with Progress, Event, and Uncertainty Prediction for Generalist Robot Manipulation

DGX agent

arXiv:2608.25757v1 Announce Type: cross Abstract: Generalist vision--language--action (VLA) policies learn long-horizon behavior mainly through short-horizon action prediction and reveal little beyond

local-aiarxiv-cs-lg
27 Aug 2026
Model Releases

Over 200k context on 16GB VRAM with Qwen 3.8 27B UD-IQ3_XXS

DGX agent

I was using UD-Q3_K_XL until now with more than 140000 context. Quality wise it's very good, very few erroneous tool calls. Then I saw many others here reporting good results with IQ3_XXS, so I gave i

model-releasesr-localllama
27 Aug 2026
Hardware

Understanding the Energy Scaling of Large Language Model Inference Across Context Lengths and Attention Architectures

DGX agent

arXiv:2608.25096v1 Announce Type: new Abstract: The growing adoption of large language models (LLMs) has raised increasing concerns about the energy consumption and environmental impact of inference.

hardwarearxiv-cs-lg
27 Aug 2026
Model Releases

2x Strix Halo speed-up with an R9700

DGX agent

Forgive the typos and rambling - human actually wrote this post 😂 I've had a Strix Halo board for about a year and been playing around with it for various projects when it's not just being a beefy lin

model-releasesr-localllama
26 Aug 2026
Model Releases

Fully quantized NVFP4 Qwen3.8-27B with QUASAR QAD

DGX agent

We're releasing a fully quantized NVFP4 version of Qwen3.8-27B. The checkpoint was trained using quantization-aware distillation (QAD) with QUASAR, our new QAT algorithm. We used the original BF16 mod

model-releasesr-localllama
26 Aug 2026
Model Releases

GlanceWAM: Sparse Test-Time Imagination for World-Action Models

DGX agent

arXiv:2608.23927v1 Announce Type: new Abstract: Video generative models provide rich physical priors for robot learning, yet existing world-action models (WAMs) face a fundamental trade-off: synchrono

model-releasesarxiv-cs-cv
26 Aug 2026
Model Releases

GLM-5.3-Flash by @Zai_org, aka Ox Alpha, is now live in LM Studio Bionic! This model surpasses GLM 5.2 in performance while being 9-10x chea…

DGX agent

GLM-5.3-Flash by @Zai_org, aka Ox Alpha, is now live in LM Studio Bionic! This model surpasses GLM 5.2 in performance while being 9-10x cheaper. It also supports image input. In Bionic, this model is

model-releaseslm-studio--x
26 Aug 2026
Hardware

Minima-KV: Retention-Preserving KV Cache Compression with Mixed-Format Paged Attention

DGX agent

arXiv:2608.23834v1 Announce Type: new Abstract: The key-value (KV) cache is a primary capacity and bandwidth bottleneck in long-context LLM serving. We present Minima-KV, a retention-preserving hierar

hardwarearxiv-cs-ai
26 Aug 2026
Hardware

Qwen3.8 27B C8 at 972 TG / 5,680 PP on 4x MI100 rig ($6.5k) using my new INT8 vLLM fork

DGX agent

Yet another vLLM fork thread here, but this time its for older INT8-centric hardware. This is a complete INT8 serving stack for Qwen3.8 27B based on vLLM, AITER, and a 27B GPTQ INT8 quant w/ DFlash2.

hardwarer-localllama
26 Aug 2026
Hardware

RT-NeuS: Towards Real-Time Neuro-Symbolic Video Understanding via Adaptive Temporal Verification

DGX agent

arXiv:2602.23553v2 Announce Type: replace Abstract: Long-form video question answering (LVQA) requires answering natural-language queries about videos spanning minutes to hours, demanding temporal rea

hardwarearxiv-cs-cv
26 Aug 2026
Safety

Safety-aware Model Predictive Path Integral Control with Signal Temporal Logic

DGX agent

arXiv:2608.23972v1 Announce Type: new Abstract: Safety-aware motion planning remains a challenge in robotics, especially when missions are time-critical and are under complex specifications. In this p

safetyarxiv-cs-ro
26 Aug 2026
Hardware

SatDL: Jointly Optimizing Data Redistribution and Training for Satellite-Based Distributed Learning

DGX agent

arXiv:2608.24516v1 Announce Type: cross Abstract: Satellite-based distributed learning promises to train machine-learning models directly in orbit using massive, globally dispersed sensor data, thereb

hardwarearxiv-cs-lg
26 Aug 2026
Model Releases

SeisMamba: Low-Latency Single-Station Seismic Magnitude Estimation for Spatially Distributed Earthquake Early Warning

DGX agent

arXiv:2608.24561v1 Announce Type: new Abstract: Rapid earthquake magnitude estimation is central to earthquake early warning, yet many operational systems depend on dense regional seismic networks and

model-releasesarxiv-cs-lg
26 Aug 2026
Hardware

Serving Masked Diffusion LLMs: Characterization and Design Principles from Real Hardware

DGX agent

arXiv:2608.23807v1 Announce Type: new Abstract: Masked diffusion language models (dLLMs) can in principle generate text faster than autoregressive (AR) models, since they denoise many tokens at once.

hardwarearxiv-cs-ai
26 Aug 2026
Model Releases

TurboT2VA: Fast Large-Scale Text-to-Video-Audio Generation via Score-Regularized Consistency Distillation

DGX agent

arXiv:2608.24674v1 Announce Type: new Abstract: Joint text-to-video-audio generation produces synchronized visual and acoustic content, but the long sampling trajectories and heterogeneous multimodal

model-releasesarxiv-cs-cv
26 Aug 2026
Hardware

CST: Collaborative Selective Transmission for Communication-Efficient Multimodal Edge Inference

DGX agent

arXiv:2608.22115v1 Announce Type: new Abstract: Collaborative multimodal inference improves edge perception by combining observations from distributed sensing devices, but transmitting high-dimensiona

hardwarearxiv-cs-lg
25 Aug 2026
Model Releases

Development and Feasibility Evaluation of an Edge AI as Medical Device System for Breast Cancer Multidisciplinary Team Meetings

DGX agent

arXiv:2608.22108v1 Announce Type: new Abstract: Breast Cancer Multidisciplinary Team (MDT) meetings manage increasingly complex cases under considerable time pressure, and documentation requirements c

model-releasesarxiv-cs-ai
25 Aug 2026
Hardware

Robotics AI startup Generalist reportedly raises $200M

DGX agent

Generalist AI Inc., a startup that develops artificial intelligence software for robots, has reportedly raised 200 million in funding. Axios today cited a source as saying that 8VC led the investment.

hardwaresiliconangle
25 Aug 2026
Safety

TEE-X: TEE-aware Acceleration Framework for Large Vision Models at the Edge

DGX agent

arXiv:2608.22716v1 Announce Type: cross Abstract: Despite their remarkable success, machine learning models, particularly in vision applications, are alarmingly vulnerable to a range of security threa

safetyarxiv-cs-ai
25 Aug 2026
Model Releases

Top open models by use case 👇 chat - Kimi K3, Qwen3.8 2.4T A95B reasoning - Kimi K3, DeepSeek V4 Pro coding agents - Kimi K3, DeepSeek V4 F…

DGX agent

Top open models by use case 👇 chat - Kimi K3, Qwen3.8 2.4T A95B reasoning - Kimi K3, DeepSeek V4 Pro coding agents - Kimi K3, DeepSeek V4 Flash, GLM 5.2 small + fast - Qwen3.8 27B, gpt-oss 20B mid-siz

model-releasestogether-ai--x
25 Aug 2026
Local Ai

BF1: A Causal Dyadic Sparse-Attention Retrofit for Efficient Long-Context Transformers

DGX agent

arXiv:2608.20427v1 Announce Type: cross Abstract: Dense causal attention remains expensive at long context even when implemented with highly optimized exact kernels. We study BF1, a deterministic bloc

local-aiarxiv-cs-ai
24 Aug 2026
Safety

Evaluating Skills, Not Just Agents: Agentic Continuous Evaluation of Skills

DGX agent

arXiv:2608.20614v1 Announce Type: new Abstract: Enterprise agent programs are moving from prototypes into production, where reusable skills, tools, and workflow packages must be reviewed with evidence

safetyarxiv-cs-ai
24 Aug 2026
Local Ai

GPU issue

DGX agent

A month i setup a proxmox server using spare parts like a z270 i7 7700k and 2x8 2666 but since i don't have any hardware acceleration i was planning to pass down my rx 580 8GB to my server but i heard

local-air-ollama
24 Aug 2026
Model Releases

# Qwen3.8-27B — One Week Later: The r/LocalLLaMA + r/LocalLLM Verdict

DGX agent

Companion to the Qwen 3.8 Release Megathread. Compiled from ~2,000 posts scanned across both subs, with deep reads of the 45 highest-signal threads (560 posts and comments), Aug 15–22, 2026, plus inde

model-releasesr-localllama
23 Aug 2026
Model Releases

I benchmark DFlash 2 (PR build) in llama.cpp on Qwen 3.8 27B against all speculative methods for 3 days. 2.26x on 100 real coding prompts, 4.68x with one n-gram drafter on top. Up to 8x on specific cases.

DGX agent

Hey guys, Inco AI shipped DFlash 2 a few days ago with a drafter for Qwen 3.8 27B and a llama.cpp PR. I built the PR and ran it against plain decoding, MTP, the n-gram lookup drafters, and my July DFl

model-releasesr-localllama
22 Aug 2026
Hardware

FlashPrefill V2: Block-Sparse Prefill Attention for Long-Context LLM Serving

DGX agent

arXiv:2608.19758v1 Announce Type: new Abstract: Long-context modeling is a pivotal capability for Large Language Models, yet the quadratic complexity of attention remains a critical bottleneck, partic

hardwarearxiv-cs-cl
21 Aug 2026
Model Releases

From Retrieved Context to Runtime Control: Adaptive Compression for Edge-based RAG

DGX agent

arXiv:2608.19535v1 Announce Type: new Abstract: Retrieval-augmented generation (RAG) improves language-model responses by grounding generation in external passages, which comes with overhead: retrieve

model-releasesarxiv-cs-ai
21 Aug 2026
Safety

Learning how to Forget: Fine-tuning for Long-Context Sparse Attention

DGX agent

arXiv:2608.19920v1 Announce Type: new Abstract: A lot of prior work addressed key-value (KV) cache selection and compression by sparse attention to enable long-context inference for transformer langua

safetyarxiv-cs-cl
21 Aug 2026
Local Ai

‘Open Models, Production Agents’ is underway! Tonight means another event hosted at FriendliAI's San Francisco HQ. A very lively turn out, a…

DGX agent

‘Open Models, Production Agents’ is underway! Tonight means another event hosted at FriendliAI's San Francisco HQ. A very lively turn out, and a stellar lineup of panelists exploring how open models a

local-aiollama--x
21 Aug 2026
Model Releases

Qwen3.8-27B at 262K context on a Strix Halo + RTX 3090 Ti: 9.5 -> 153 tok/s, and it beats a dual-3090 vLLM box on HumanEval

DGX agent

Spent a while treating layer placement, KV format and llama.cpp itself as experimental variables. 159 logged experiments. Numbers first, caveats after. Hardware: AMD Ryzen AI MAX+ 395 (Strix Halo, 128

model-releasesr-localllama
21 Aug 2026
Model Releases

The sense of touch is the most criminally under-explored modality in robotics. Imagine doing sleight of hand wearing thick oven mitts. That'…

DGX agent

The sense of touch is the most criminally under-explored modality in robotics. Imagine doing sleight of hand wearing thick oven mitts. That's exactly how a robot feels today if it were alive. A magnet

model-releasesjim-fan--x
21 Aug 2026
Model Releases

Ornith-1.5-35B-A3B Q4 running 60tk/s on 4070Ti.

DGX agent

Not everyone has the disposable income to build a small data center, so making this post for the underdogs as I was very surprised by the performance/results of this 35B MOE model. Context is admitted

model-releasesr-localllama
20 Aug 2026
Model Releases

Pre-Compiled Pipeline Shards for Distributed LLM Inference on Intel AI PC Fleets

DGX agent

arXiv:2608.19147v1 Announce Type: cross Abstract: Modern Intel AI PCs ship capable integrated GPUs and NPUs with 16+ GB of unified memory, and they spend considerable time idle. That is not enough mem

model-releasesarxiv-cs-ai
20 Aug 2026
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