Search: “hardware”

SMART: When is it Actually Worth Expanding a Speculative Tree?

model-releasesarxiv-cs-ai

arXiv:2604.09731v1 Announce Type: cross Abstract: Tree-based speculative decoding accelerates autoregressive generation by verifying a branching tree of draft tokens in a single target-model forward p

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Model Releases

Switch-JustDance: Benchmarking Whole Body Motion Tracking Controllers Using a Commercial Console Game

DGX agent

arXiv:2511.17925v3 Announce Type: replace-cross Abstract: Recent advances in whole-body robot control have enabled humanoid and legged robots to perform increasingly agile and coordinated motions. How

model-releasesarxiv-cs-cv

14 Apr 2026

Safety

ViserDex: Visual Sim-to-Real for Robust Dexterous In-hand Reorientation

arXiv:2604.11138v1 Announce Type: cross Abstract: In-hand object reorientation requires precise estimation of the object pose to handle complex task dynamics. While RGB sensing offers rich semantic cu

safetyarxiv-cs-cv

Waypoint-1.5 New open source world model trained on FPS games to run on local consumer GPUs at 60fps

Waypoint-1.5 New open source world model trained on FPS games to run on local consumer GPUs at 60fps

Why Smaller Is Slower? Dimensional Misalignment in Compressed LLMs

model-releasesarxiv-cs-ai

arXiv:2604.09595v1 Announce Type: cross Abstract: Post-training compression reduces LLM parameter counts but often produces irregular tensor dimensions that degrade GPU performance -- a phenomenon we

Best AI for speech enhancement (bad mic -> good mic quality)

This Reddit thread from r/StableDiffusion discusses community recommendations for AI-powered speech enhancement tools that can improve low-quality microphone audio to sound more professional. Top tool

Corridor Crew green/blue screening tool: Corridor Key

CorridorKey is an open-source AI chroma keyer released by the team behind Corridor Crew, a popular VFX YouTube channel, designed to solve complex problems in video compositing. Users input raw green s

DragonBall Z Snapperzaff (The True Multiversal Harmonic Symphony) - Music Video

A Reddit post in the r/StableDiffusion community showcasing an AI-generated music video titled *DragonBall Z Snapperzaff (The True Multiversal Harmonic Symphony)*, combining Dragon Ball Z imagery with

How are you feeding personal context to your local models?

This r/ollama community thread discusses methods that users employ to inject personal context — such as notes, documents, and preferences — into locally-run AI models via Ollama. Common approaches exp

NO MORE PAYING FOR API! NEW SOLUTION!

A Reddit post from the r/ollama community discussing a free alternative to paid AI API services, likely centered around using Ollama to run large language models locally. The post probably highlights

Offline-First LLM Architecture for Adaptive Learning in Low-Connectivity Environments

arXiv:2603.03339v5 Announce Type: replace-cross Abstract: Artificial intelligence (AI) and large language models (LLMs) are transforming educational technology by enabling conversational tutoring, per

local-aiarxiv-cs-cl

Physics-Informed Reinforcement Learning of Spatial Density Velocity Potentials for Map-Free Racing

arXiv:2604.09499v1 Announce Type: new Abstract: Autonomous racing without prebuilt maps is a grand challenge for embedded robotics that requires kinodynamic planning from instantaneous sensor data at

local-aiarxiv-cs-ro

Research

The Fast Lane Hypothesis: Von Economo Neurons Implement a Biological Speed-Accuracy Tradeoff

arXiv:2604.09229v1 Announce Type: cross Abstract: Von Economo neurons (VENs) are large bipolar projection neurons found exclusively in the anterior cingulate cortex (ACC) and frontal insula of species

researcharxiv-cs-ai

This is just a raw video for my next song [WAN2.2 FFLF 2 Video]

A Reddit post on r/StableDiffusion showcasing an AI-generated video created using Wan 2.2 with the FFLF (First Frame/Last Frame) technique, intended as a visual accompaniment for an upcoming original

Any models?

A Reddit post on r/ollama where a community member asks about model availability or recommendations for use with the Ollama local AI runtime. The discussion likely covers which open-source models (suc

Free open-source tool to instantly rig and animate your illustrations (also with mesh deform)

A free, open-source tool shared on the r/StableDiffusion community that allows users to instantly rig and animate their AI-generated or hand-drawn illustrations, including support for mesh deformation

Is there a way to take a video and have AI add sound effects to it automatically? Like a Zebra in the jungle and he is eating a bamboo stick and it explodes in his throat causing him to cough while the liquid blasts out of his mouth.

This r/StableDiffusion post asks whether AI tools can automatically generate and apply sound effects to videos, using a vivid example of a zebra eating bamboo with explosive, comedic audio results. Se

Syntheses

Wiki Lint Report — 2026-04-12

linthealth-checkautomated

Automated lint: 34 errors, 0 warnings, 3 info

Ltx 2.3

LTX-2.3 is a 22-billion-parameter open-source audio-video generation model developed by Lightricks and released in March 2026, built on a Diffusion Transformer (DiT) architecture that generates synchr

Working on a music video edition of KupkaProd. Character consistency is much better with my new pipeline. Will be integrated into the full video pipeline when I update that end of the software and push to github.

A r/StableDiffusion community post showcasing progress on a music video edition of KupkaProd, an autonomous AI video production tool that turns text prompts into fully produced videos, running 100% lo

Ai TikTok scams becoming more realistic.

A Reddit thread on r/StableDiffusion highlights the growing threat of AI-generated scam videos on TikTok, where tools like Stable Diffusion are being used to create increasingly convincing deepfakes.

b8751

local-aillama-cpp-releases

llama.cpp build **b8751** is a tagged release of the [ggml-org/llama.cpp](https://github.com/ggml-org/llama.cpp) project, a C/C++ library enabling high-performance LLM inference with minimal setup ...

Echo Chamber - AceStep 1.5 song (XL version)

'Echo Chamber' is an AI-generated song shared on r/StableDiffusion showcasing the capabilities of ACE-Step v1.5, a highly efficient open-source music foundation model that achieves commercial-grade ge

Research

FlashAttention (FA1–FA4) in PyTorch - educational implementations focused on algorithmic differences [P]

researchr-machinelearning

This r/MachineLearning post presents educational PyTorch implementations of FlashAttention versions 1 through 4, designed to highlight the key algorithmic differences across each iteration rather than

Concepts

All People

Auto-generated index of all people mentioned across the wiki.

conceptspeopleindex

BTC-LLM: Efficient Sub-1-Bit LLM Quantization via Learnable Transformation and Binary Codebook

model-releasesarxiv-cs-cv

arXiv:2506.12040v2 Announce Type: replace-cross Abstract: Binary quantization represents the most extreme form of compression, reducing weights to +/-1 for maximal memory and computational efficiency.

How do I know if an AI model could work locally on my computer?

To determine if an AI model can run locally on your computer, the key factors are RAM, storage, and GPU availability: a modern PC with at least 8GB of RAM and a dedicated GPU is generally sufficien...

Research

Modernizing Amdahl's Law: How AI Scaling Laws Shape Computer Architecture

arXiv:2603.20654v4 Announce Type: replace-cross Abstract: Classical Amdahl's Law conceptualized the limit of speedup for an era of fixed serial-parallel decomposition and homogeneous replication. Mode

researcharxiv-cs-ai

Visual prompting reimagined: The power of the Activation Prompts

model-releasesarxiv-cs-lg

arXiv:2604.06440v1 Announce Type: cross Abstract: Visual prompting (VP) has emerged as a popular method to repurpose pretrained vision models for adaptation to downstream tasks. Unlike conventional mo

Tools

Waypoint-1.5: Higher-Fidelity Interactive Worlds for Everyday GPUs

Waypoint-1.5 is Overworld's updated real-time generative world model, trained on nearly 100x more data than its predecessor to deliver improved visual fidelity and environmental coherence. It intro...

toolshugging-face

9 Apr 2026

A lot of you are asking about the :cloud tag. Here's the deal: GLM-5.1 is a 744B parameter beast. To hit that 54.9 benchmark score without t…

model-releaseszhipu-ai--x

A lot of you are asking about the :cloud tag. Here's the deal: GLM-5.1 is a 744B parameter beast. To hit that 54.9 benchmark score without turning my M4 Mac Mini into a space heater, I run the cloud e

7 Apr 2026

The chart says GLM-5.1 scored 54.9 on coding benchmarks. Three points behind Claude Opus 4.6. Interesting but not the story. The story is wh…

model-releaseszhipu-ai--x

The chart says GLM-5.1 scored 54.9 on coding benchmarks. Three points behind Claude Opus 4.6. Interesting but not the story. The story is what trained it. Zero Nvidia GPUs. 100,000 Huawei Ascend 910B

7 Apr 2026

v0.20.4-rc2: gemma4: Disable FA on older GPUs where it doesn't work (#15403)

Ollama v0.20.4-rc2 is a release candidate that addresses a compatibility issue with Flash Attention (FA) for the Gemma 4 model on older GPUs. CUDA versions older than 7.5 lack the support needed t...

local-aiollama-releases

7 Apr 2026

What are the odds Qwen 4 models are going to think less?

Qwen4s are hopefully coming pre-Xmas… there was all the announcements recently but no exact release date. I’m running qwen flash next 3.8 at about 28tokens per second and gotta be real, most of those

18 Oct 2026

llama.cpp has come a long way

Hey everyone, English is not my native language (Dutch), but I write in my own words without assistance. So please let me know if any sentence flows weird, etc. A mate of mine told me how amazing loca

17 Oct 2026

Modify and load custom VBIOS on Windows and Linux, on Blackwell 2.0 (RTX 50 Series)/Ada(RTX 40 Series)/Ampere (RTX 30 Series) without flasing, for example to lower power limits (and which cards were tested)

Hello guys, hoping you're doing fine. Today I want to share something that may affect your cards (? I have released 3 tools: A way to modify VBIOSes, so you can increase power limit, voltage, NVVDD of

17 Oct 2026

10 Things you maybe didn't know you can do with Qwen 3.6 27B right now. (For Noobs)

I know everyone's excited about 3.8, but honestly I'm still refining 3.6. And I hate the way 3.8 talks, so... I keep seeing all these posts about what's the use of open source, so I figured I'd submit

3 Models, 4 Inference Engines, 4 Macs, on Apple Silicon for Image / Video Generation

model-releasesr-stablediffusion

Did a comparison of speed on Apple Silicon a few days ago. Here is the short recap, and then the full text: https://releases.drawthings.ai/p/harvest-season-new-hardware-new-inference Title poster is g

A Black-Box Positioning Solution for Effortless Integration in Wearable Navigation

arXiv:2610.21353v1 Announce Type: new Abstract: Accurate localization is critical for a wide range of applications, including navigation, augmented reality, safety management, and healthcare. However,

local-aiarxiv-cs-ro

A Quantum Machine Learning Approach to Content-Based Media Recommendation

model-releasesarxiv-cs-lg

arXiv:2610.21562v1 Announce Type: new Abstract: We use quantum machine learning techniques to develop a content-based media recommender system and evaluate its performance on TV programmes using textu

Analog RF Computing for Integrated Data and AI Flows Over Wireless Networks

arXiv:2610.20841v1 Announce Type: cross Abstract: Many resource-constrained edge devices require artificial intelligence (AI) services but are not powerful enough to store or execute neural networks (

local-aiarxiv-cs-lg

Architecting autonomy: A design pattern for high-compute, governed agents in biotech

model-releasesgoogle-cloud-ai

In production systems today, most AI agents operate as lightweight dispatchers. They parse a prompt, make an API call, retrieve a record, and hand back control. Their execution is fast, stateless and

b11684

model-releasesllama-cpp-releases

tests : catch vanished rows in the fusion baseline (#30618) tests : update the Metal fusion baseline Re-record the MTL fusion baseline with the current build: 276 rows over 131 dummy models. Assisted-

BiShield-TEE: On the (In-)Security of Unilateral Weight Obfuscation in On-Device TEE-Shielded LLM Partition

model-releasesarxiv-cs-ai

arXiv:2610.21565v1 Announce Type: cross Abstract: On-device deployment of large language models (LLMs) is increasingly adopted due to latency and privacy requirements, but exposes proprietary models t

Applications

Choosing the right AI model is an operating decision. Today, we’re sharing our first set of benchmarks drawn from work across the 75+ accoun…

Choosing the right AI model is an operating decision. Today, we’re sharing our first set of benchmarks drawn from work across the 75+ accounting and IT services firms that make up Thrive Holdings. We

applicationslinus-lee--x

Day 0 support for Reflection’s Beam on Google Cloud: 5x faster perf with llm-d and NVIDIA Dynamo

model-releasesgoogle-cloud-ai

Today, Reflection released Beam, its first open-weight model built to give developers, researchers, and enterprises open control and customization for frontier software engineering and long-horizon ag

De-Risking Robotic Welding for In-Space Metal Joining Through Physics-Grounded Digital Twins

model-releasesarxiv-cs-ro

arXiv:2610.21939v1 Announce Type: new Abstract: Growing interest in in-space servicing, manufacturing, and assembly has renewed attention on reliable metal joining for modular construction and on-orbi

Fast-VLA: You Only Think Once for Robot Manipulation

model-releasesarxiv-cs-ro

arXiv:2610.21389v1 Announce Type: new Abstract: Vision-language-action (VLA) policies commonly place a multi-billion-parameter model inside the feedback loop, repeatedly recomputing task context whene