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HumanDGX agent

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  • All entries83,164
  • Agents7,154
  • Applications5,119
  • Concepts5
  • Hardware1,732
  • Industry6,077
  • Local Ai4,639
  • Model Releases22,084
  • Research18,857
  • Safety12,598
  • Syntheses17
  • Tools1,664
  • Tutorials3,218

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HumanDGX agent
83,164Total entries
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Knowledge catalogue

local ai

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4,639 results
10 Aug 2026

A MARL Centered Reference Architecture for Large Language Model Augmentation in Smart Manufacturing

Local AiDGX agent

arXiv:2608.07148v1 Announce Type: new Abstract: Modern manufacturing imposes six coupled demands on adaptive control: local decisions with global consequences, partial observability, nonstationarity,

Best Local LLMs - August 2026

Local AiDGX agent

Wowee!! Just when you thought it couldn't get better for open weight models, we probably have had our best period yet!?!?! Models that rival the closed frontier, Opus level models on non-insane hardwa

Beyond Myopic World Models: Long-Horizon End-to-End Training for Direct Future Prediction

Local AiDGX agent

arXiv:2608.07420v1 Announce Type: new Abstract: World models are expected to support imagination over extended temporal horizons, yet most are still trained through local few-step prediction objective


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Boundary Density Likelihood for Direct Event-Time Supervision

Local AiDGX agent

arXiv:2408.12792v2 Announce Type: replace Abstract: Event detection turns long recordings into a sparse set of ranked timestamps. Yet many sequence models are trained for samplewise segmentation and o

Cloud-Boosted Low-Compute Multi-Channel Speech Enhancement

Local AiDGX agent

arXiv:2608.07423v1 Announce Type: cross Abstract: Low-latency, low-compute speech enhancement is essential for wearable devices with real-time communication requirements, but strict computational cons

Conformal Coverage Guarantees for Any Video Temporal Grounder

Local AiDGX agent

arXiv:2608.07434v1 Announce Type: new Abstract: Event boundaries in continuous video are ambiguous: re-annotate the same query-video pair and independent annotators mark moments that overlap by less t

ControlRef: Efficient Layout-Guided Multi-Instance Generation via Anchored 4D-RoPE

Local AiDGX agent

arXiv:2608.06878v1 Announce Type: new Abstract: Layout-guided multi-instance generation is essential for controllable image synthesis in Multi-Modal Diffusion Transformers (MM-DiTs). However, integrat

DAEP: Difficulty-Aware Evidence Planning for Medical Video Corpus Temporal Answer Grounding

Local AiDGX agent

arXiv:2608.06869v1 Announce Type: cross Abstract: We describe DAEP, team BIGC's submission to NLPCC 2026 Shared Task 1 Track 3: Difficulty-Aware Temporal Answer Grounding in Video Corpus (DA-TAGVC). T

Decentralized Indoor Localization Based on A Sparse Gaussian Process with Reduced-Dimensional Inputs for Real-Time Sensing and Training on IoT Devices

Local AiDGX agent

arXiv:2409.00078v2 Announce Type: replace-cross Abstract: As a large number of Internet of Things (IoT) devices are deployed in the field, there arises huge potential of edge computing for indoor loca

Dual-Node NVIDIA DGX Spark over Tailscale: A Remote-Access Testbed for Distributed LLM Training and Cyber-Threat-Intelligence Fine-Tuning

Local AiDGX agent

arXiv:2608.07226v1 Announce Type: cross Abstract: Compact AI systems make local language-model experimentation increasingly accessible, yet practical evidence for multi-node training on desktop-class

Every Cache Entry Earns Its Place: Global Allocation of Resolution and Coverage for KV Cache Compression

Local AiDGX agent

arXiv:2608.07001v1 Announce Type: new Abstract: As large language models (LLMs) process increasingly long contexts, KV cache storage and repeated access have become a major bottleneck. Existing KV cac

Evolving Parallel Algorithm Portfolios via Potential-Aware Instance Generation with LLMs

Local AiDGX agent

arXiv:2608.06808v1 Announce Type: new Abstract: The Automatic Construction of Portfolios via Large Language Models (LLM-ACP) suffers from poor generalization in practical few-shot scenarios when solvi

Fixed and Adaptive Topological DeepONets: Functional Measurements on Hausdorff Locally Convex Spaces

Local AiDGX agent

arXiv:2608.06428v1 Announce Type: new Abstract: Deep Operator Networks (DeepONets; arXiv:1910.03193) typically encode an input function through point values on a fixed discretization. Building on the

FutureBridge: Token Selection Beyond Local Preference in Collaborative Decoding

Local AiDGX agent

arXiv:2608.06819v1 Announce Type: cross Abstract: Token-level collaboration allows a large language model (LLM) to assist a small language model (SLM) when their predictions diverge. Existing methods

Geometry-Aware Camera Localization for Bronchoscopy

Local AiDGX agent

arXiv:2608.07116v1 Announce Type: cross Abstract: Camera localization in bronchoscopy remains a challenging problem due to stringent accuracy requirements, real-time constraints, and limited training

HazeSpikeMamba: Coupling Spiking-Inspired and State-Space Features for Self-Supervised Real-World Dehazing

Local AiDGX agent

arXiv:2608.06886v1 Announce Type: new Abstract: Dehazing networks are commonly trained on synthetic hazy-clear pairs, but their performance often drops on real photographs. Synthetic haze generated us

Homebot: A Personal AI Agent for Conversational Home Assistance and Automation

Local AiDGX agent

arXiv:2608.02254v2 Announce Type: replace Abstract: exttt{Homebot} is a locally deployable AI agent for conversational household assistance and automation. It accepts voice and instant-messaging reque

How Malachyte solves retail’s cold-start problem with managed real-time AI

Local AiDGX agent

What’s the best way to recommend products to little-known users? We’ve spent our careers trying to solve this problem for major companies like Spotify and Priceline, and it’s why Sidd founded Malachyt

How to prevent LLM to act like a robot/assistant?

Local AiDGX agent

I'm playing with a conversational agent I made using either api/generate or api/chats. In both case I do ask him to not ask follow up question, to not act like an assistant, etc. Either from a system

Human-AI Perceptual Alignment by Playing Hues and Cues

Local AiDGX agent

arXiv:2608.07141v1 Announce Type: new Abstract: Evaluating the perceptual alignment between Contrastive Vision-Language Models (CVLMs) and humans is typically constrained by traditional benchmarks tha

Human-Centered Explainable AI for TinyML Edge Devices: A Pareto-Based Selection Framework with LLM-Guided Design

Local AiDGX agent

arXiv:2608.07091v1 Announce Type: cross Abstract: Edge Artificial Intelligence (Edge AI) enables the deployment of AI models directly on local edge devices, while such deployments are subject to stric

I trained an open-source realism LoRA for MiniMax H3 - it makes generated people actually look real (weights inside)

Local AiDGX agent

Update : New version is ready and online , should be much better, fully functionnal on ComfyUI, and you can find before/after here : https://huggingface.co/fal/MiniMax-H3-Realism-People-LoRA/blob/main

Interpretable Unsupervised Community Detection with LLM-Symbolized Structured Processes

Local AiDGX agent

arXiv:2608.06402v1 Announce Type: new Abstract: Community detection is a fundamental task in graph analytics that aims to identify cohesive groups of entities with similar behaviors or interests. Clas

M2-SMap: Memory-Efficient Semantic Mapping with Hierarchical Multi-Model Representation

Local AiDGX agent

arXiv:2608.07074v1 Announce Type: new Abstract: Dense point cloud maps, as a typically used mapping representation, are difficult to deploy on resource-constrained robots because their memory consumpt

MAUPITI: On-Device Prototype-Based Learning on a Smart Infrared Sensor

Local AiDGX agent

arXiv:2608.07192v1 Announce Type: new Abstract: Low-resolution infrared (IR) array sensors represent an interesting solution for privacy-preserving human sensing in embedded systems. In this letter, w

MiCoPro: End-to-End Mixed Precision HW/SW Co-design with HW-aware Proxy Model

Local AiDGX agent

arXiv:2608.06916v1 Announce Type: new Abstract: Quantized Neural Networks~(QNN) with low-bitwidth data have proven promising in efficient storage and computation on edge devices. To mitigate accuracy

MiniMax H3 with a 4B or 8B text encoder instead of the 32B: update, the voice matches now

Local AiDGX agent

MiniMax H3 loads a 32B text encoder, 15.7 GB, just to turn your prompt into a conditioning tensor. I replaced it with a Qwen3-VL 4B or 8B plus a learned map into the same space. Same DiT, same VAEs, s

Muse Glimmer, the new 30B model, is available on Hugging Face right now - here's the GGUF version: https://huggingface.co/meta-models/Muse-G…

Local AiDGX agent

Muse Glimmer, the new 30B model, is available on Hugging Face right now - here's the GGUF version: https://huggingface.co/meta-models/Muse-Glimmer-30B-GGUF 1/ big announcement today: we will be releas

omlab/VLX-Seek-1.5-10B · Hugging Face

Local AiDGX agent

VLX-Seek-1.5-10B VLX-Seek-1.5-10B is the open-source 10B model in the VLX-Seek 1.5 family, designed for fine-grained perception and visual grounding in embodied scenarios. It targets practical setting

Online Monitoring and Corrective Steering of Programming Agents

Local AiDGX agent

arXiv:2608.06701v1 Announce Type: cross Abstract: Fixing GitHub issues in large-scale projects is a long-horizon task, especially when a fix requires changes across multiple locations or the issue des

Pay Attention to Attention Distribution: A New Local Lipschitz Bound for Transformers

Local AiDGX agent

arXiv:2507.07814v2 Announce Type: replace Abstract: We introduce a novel upper bound on the local Lipschitz constant of the dot-product self-attention block showing its dependence on the attention map

RAG-art: Build Your Own Art Expert with ollama

Local AiDGX agent

I built myself a personal AI art history assistant https://github.com/lololerigolo60/RAG-art/tree/main I love art history but I have way too many books, PDFs, and notes scattered everywhere. So I buil

Rätt kontakt för rätt person.

Local AiDGX agent

Söker en riktigt vass programmerare – jag har ett projekt jag tror kan bli stort. Jag letar efter en extremt kunnig utvecklare som vill hoppa på ett projekt från ett tidigt skede. Jag kan inte avslöja

Stream Learning: Partition-Fair Gossip Learning Without Tokens

Local AiDGX agent

arXiv:2608.06946v1 Announce Type: cross Abstract: In gossip learning, a network of nodes trains a shared model collaboratively, without a central coordinator, by repeatedly exchanging parts of their l

v0.32.8

Local AiDGX agent

v0.32.8 is an Oct 10, 2023 release of the ollama repository on GitHub, following a pre‑release tag v0.32.8‑rc0. The update adds Muse Glimmer support for NVIDIA, AMD and additional platforms, with the

What Characters Minimax H3 knows - American Edition

Local AiDGX agent

As promised, the first Batch of Characters that Minimax knows - American knowdledge Edition. Hope this helps the Community. Workflow for this was simple: This is the Prompt: Brad Pitt integrated_multi

What Characters Minimax H3 knows - Part 2 - Videogames

Local AiDGX agent

Here is the second Edition, Videogames. Workflow is the same as in the first Part, its pretty simple: This is the Prompt: Brad Pitt integrated_multimodal_description: [Shot 1] Live-action, contemporar

Why Speculative Decoding went mature in 2026?

Local AiDGX agent

Spec-dec has been a thing for a while, in fact, it's wasn't an idea that was born for LLM inference. E.g. Uber's https://github.com/uber/submitqueue applied it to a merge queue. Apple & GDM had been r

You can now try offline computer use with cua-driver + Muse Glimmer, through our friends at @ollama 🦙 How-to: https://cua.ai/docs/how-to-gu…

Local AiDGX agent

Francesco @francedot reported that the first fully offline computer‑based LLM experience was achieved by running Muse Glimmer 30B (from @AIatMeta) locally on macOS, using Cua Driver to control native

ZIPBrain: Can EEG Foundation Models Be Faster, Locally Deployable, but Accurate?

Local AiDGX agent

arXiv:2608.07033v1 Announce Type: new Abstract: This work investigates whether Electroencephalograph (EEG) foundation models (EFMs) can be made faster and locally deployable without sacrificing accura

9 Aug 2026

Anyone already used a model imported directly in the ollama cloud

Local AiDGX agent

Ollama allons you to import model but have you ever tried doing so ? Like running model imported from hugging face or you own model ? Any use case you wanna share ? Very curious about that submitted b

Cloud Usage Limits

Local AiDGX agent

Former Ollama Cloud $20 dollar plan holder look at returning. How's the state of the usage ATM? It was in a dire state when I left a few months ago. Is it still very limited with Mid sized models? M3,

I Turned My Underused Gaming Laptop Into a Local AI Workstation

Local AiDGX agent

TL;DR: I am building a Windows-first local AI setup for people who want to try local LLMs without spending days choosing models, setting up Ollama, Docker, WSL, Open WebUI, agents, and tool permission

It took two years, but we finally have a 'local Sora'

Local AiDGX agent

Who remembers when OpenAI previewed Sora two years ago and the quality felt unreal? We had never seen anything like it. Back then, Sora 1 didn't even generate audio and was heavily censored. Prompt: i

Lophius: A workbench for language model research, from the creator of Heretic

Local AiDGX agent

Hi folks, I hate slop as much as you do, so instead of starting with 'The Problem', I'll just cut to the chase: I just published Lophius, which is the culmination of more than two years of fighting wi

Open-weight video gen that actually delivers. Five days with MiniMax H3 on local hardware.

Local AiDGX agent

H3 weights went live on HuggingFace August 3rd and I started pulling them immediately. An omni-modal video model with native stereo audio in the same forward pass, where audio can actually drive the v

Trustfactor in training data?

Local AiDGX agent

Would it be possible and make sense to add metadata to training data e.g. a trustfactor (0.0 - 1.0)? For example: the older data is the less trustworthy it is. And data after 2022 gets less trustworth

US data center bans top 500, up from 300+ in late June, as New York and Texas join cities and counties pushing back against data center development (Shane Burke/The Information)

Local AiDGX agent

Shane Burke / The Information: US data center bans top 500, up from 300+ in late June, as New York and Texas join cities and counties pushing back against data center development — Local government re

8 Aug 2026

Building a zero-dependency C inference engine for BitNet (1.58-bit) - lessons from hitting 36 tok/s on a Xeon CPU

Local AiDGX agent

Over the past few months I have been building a CPU-first inference engine from scratch in pure C99 (no Python, no CUDA, no BLAS, just GCC and make). The focus has been running 1.58-bit ternary models

Has anyone here fiddled with TPUs for inference ?

Local AiDGX agent

I discovered recently that Google uses their own TPUs, like tiny ASIC cards like the toy ones that existed for bitcoin. And while it sounds inefficient the fact they use thousands of them because...th

IDE with Locall LLMs?

Local AiDGX agent

What IDE are you using. its another problem area for me . I usually use VSCode , but with local llms I have not found an extension which works optimally VSCode CoPilot chat with Ollama: CoPilot bloats

MI25 for 80-100€ worth it?

Local AiDGX agent

seems to be about as good as a vega 56 with 16Gb of VRAM, is it worth it? (don’t want to deal with NVIDIA drivers on Linux, already have an rx6650xt and might simply use vulkan for llamacpp inference)

Quick survey (2 min) on trust in hardware specs for open-source models

Local AiDGX agent

Hi everyone, I'm a systems analysis student researching a problem a lot of you probably know well: how much you actually trust the published VRAM/RAM requirements for open-source models before trying

Spongebob MiniMax H3 test (4 x 5 seconds) turbo 6 steps 1344×768 (AI gen post)

Local AiDGX agent

MiniMax-H3 in ComfyUI 0.30.0, RTX 4080 16 GB (224 W cap). int8 DiT + int8 Qwen3-VL-32B text encoder. Turbo LoRA @ 0.9, euler + simple, 6 steps, no CFG. MiniMaxH3ReferenceToVideo with 3 reference image

7 Aug 2026

A visualization of LLM API costs to ask for local resources

Local AiDGX agent

I have not been successful with management to get funding for local resources despite bringing forth solid arguments about data sovereignty and related architectures. What actually succeeded in gettin

Activity Frames: Deterministic Screen-Activity Compilation for Agent Memory and Replay

Local AiDGX agent

arXiv:2608.05784v1 Announce Type: new Abstract: Computer-use agents pay full frontier inference to re-derive routines their user has already performed, because an agent's memory today records what the

AMD Acquires Taalas to Advance Compute Solutions for Rapidly Growing AI Inference Market

Local AiDGX agent

Press My earlier prediction that Tesla would buy them completely missed the mark. With AMD focusing heavily on the enterprise side, the idea of consumer-facing hot-swappable AI model chips looks prett

Analysis of Numerical Localisation in LLM Translations

Local AiDGX agent

arXiv:2608.05232v1 Announce Type: new Abstract: The work of Tang et. al. (2025) on numerical translation is extended by analysing the capability of five large language models (LLMs) for the localisati

Beyond Feature Importance: A Comparative Analysis of Pattern Detection Methods in Cluster Interpretation

Local AiDGX agent

arXiv:2608.05880v1 Announce Type: cross Abstract: Interpreting clustering outcomes remains a fundamental challenge in data analysis, particularly in domains such as healthcare where meaningful pattern

CogVis: Must Open-Vocabulary Change Detection Perceive the Scene Anew for Every Query?

Local AiDGX agent

arXiv:2608.06150v1 Announce Type: new Abstract: Earth-surface monitoring requires change detection models capable of recognizing arbitrary semantic categories. Open-Vocabulary Change Detection (OVCD)

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