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HumanDGX agent

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  • All entries123,104
  • Agents10,323
  • Applications7,010
  • Companies3
  • Concepts7
  • Hardware2,684
  • Industry6,758
  • Local Ai6,834
  • Model Releases35,372
  • Research28,731
  • Safety18,960
  • Syntheses30
  • Tools1,770
  • Tutorials4,622

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123,104Total entries
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13Categories

Knowledge catalogue

Search: “engineering”

GridTimelineEvolution
440 results
Model Releases

We built an open-source GPU profiler you point an AI agent at, instead of reading traces yourself

DGX agent

We've been tuning vLLM/SGLang/llama.cpp setups for a long time and got tired of the profiling part: nsys trace, open the GUI, squint, change a flag, repeat. The profilers assume a human is looking at

model-releasesr-localllama
17 Sept 2026
Human
DGX agent

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Model Releases

Another Qwen3.8-27b Appreciation Post

DGX agent

I know I know, it's great, we know. I've been working on tweaking inference engines for a week now and it's been one shotting most of my vague prompts without any issues. It will even write tests and

model-releasesr-localllama
14 Sept 2026
Model Releases

Benchmark your custom Pi tools

DGX agent

A few people here mentioned interest in a way to test their custom Pi setups, so I figured I’d drop this here: RoastMyHarness The basic idea is a small engine that sets up an environment to run DeepSW

model-releasesr-localllama
13 Sept 2026
Model Releases

Qwen3.5 0.8B on CPU

DGX agent

Since the Qwen3.5 0.8B model is an interesting one for small specialized fine tunes, I was curious how fast it can run on CPUs. Why CPUs? Mainly because I want to use it as a local dictation cleanup m

model-releasesr-localllama
7 Sept 2026
Local Ai

I pushed Qwen3.8-27B to 2.000 prefill per second and 132 decode per second on A RTX 3090.

DGX agent

Yoyo I'm back with updates to the fastest inference engine with minimal quality loss for Qwen3.8-27B. The last few weeks I've been optimizing decode speed and I don't think it can be pushed further, u

local-air-localllama
1 Sept 2026
Model Releases

AtomicChat/Qwen3.8-Flash-Next-GGUF is Really Good

DGX agent

specs hardware: M4 Max 128GB Studio inference engine: llama.cpp (qwen4exp branch) judge: claude-opus-4-6 AtomicChat/Qwen3.8-Flash-Next-GGUF Qwen3.8-Flash-Next is a great model I benched in my previous

model-releasesr-localllama
29 Aug 2026
Model Releases

(NInfer Fork) I wanted to have a 1M context Qwen-3.8 27B, tp2, dual 5090s

DGX agent

Hey! I forked NInfer (a from-scratch C++20/CUDA inference engine for Qwen models) and added two things: tensor-parallel across two GPUs, and YaRN ×4 rope scaling. Together they let Qwen3.8-27B NVFP4 r

model-releasesr-localllama
29 Aug 2026
Local Ai

I got tired of flat RAG, so I built a 3D Multi-Agent Memory Core with 'Fading Gossip' (Open Source)

DGX agent

Hey everyone! I’ve been working on a 100% local cognitive memory engine designed specifically to give multi-agent systems and NPC societies human-like memory. It's called Eternal Thread. Instead of ju

local-air-ollama
24 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
Local Ai

I built a free, self-hosted app that does everything around a LoRA run — dataset, triage, captions, training (local or rented GPU), then checkpoint comparison

DGX agent

I build LoRA Dataset Studio — free, open source, self-hosted, no account and no telemetry. It is not a competitor to ai-toolkit: it orchestrates it. ai-toolkit is the trainer; this is everything befor

local-air-stablediffusion
20 Aug 2026
Model Releases

I pushed Qwen3.8-27B to 381 tps for a single request on a RTX 3090

DGX agent

Four days ago I released a hyper-optimized Qwen3.8-27B inference engine for an RTX 3090 (82 tps single request, 672 peak). Since then it went to ~114, then ~138 tps single-user with DFlash2 drafting a

model-releasesr-localllama
20 Aug 2026
Model Releases

I pushed Qwen3.8-27B limits again... Dflash2 - 134 tps on a RTX 3090

DGX agent

Edit: Title says 134 tps, it's actually 138 -- keep in mind my 3090 is power limited to 250w. Three days ago I released a hyper-optimized Qwen3.8-27B inference engine for an RTX 3090 (82 tps single re

model-releasesr-localllama
19 Aug 2026
Model Releases

I pushed Qwen3.8-27B to 124 tps on a single request on a RTX 3090

DGX agent

Two days ago I released a hyper-optimized Qwen3.8-27B inference engine for an RTX 3090 (82 tps single request, 672 peak) - yesterday's update took that to 99 tps single-user / ~1,000 tps at 64 concurr

model-releasesr-localllama
18 Aug 2026
Model Releases

I pushed Qwen3.8-27B to 99 tps single request and 1150 tps with a batch request on a RTX 3090

DGX agent

I'm back. Yesterday I released the first version of hyper-optimized Qwen3.8-27B inference engine for a RTX 3090, reaching 82 tps on single request and 672 peak. Over the last 24 hours I've been explor

model-releasesr-localllama
17 Aug 2026
Local Ai

Qwen3.8-27b on RTX 3090 - 82 tps single request, up to 672 tps peak

DGX agent

Hi, After a long night of optimizations, I believe I have made the fastest inference engine for Qwen3.6-28B on a 3090. Quick metrics: - 250w power capped - Up to 195k context (ships with 150k for safe

local-air-localllama
16 Aug 2026
Model Releases

GPT 5.6 Sol High and X-High (Web Chat) feels severely nerfed since 08/06/2026 update

DGX agent

GPT-5.6 Sol High and X-High (Web Chat) feels severely nerfed since 08/06/2026 update (https://openai.com/index/improving-gpt-5-6-sol-in-chatgpt) I use it for a pretty complex Unreal Engine 5 project (

model-releasesr-chatgpt
10 Aug 2026
Model Releases

I compared GGUF quants of Qwen3.6 27B to NVFP4, AWQ, AutoRound, and FP8

DGX agent

There's an interactive chart and some extra data in the blog post if you're interested. There are plenty of KL-divergence benchmarks for GGUF models, but most of them compare one GGUF quant against an

model-releasesr-localllama
10 Aug 2026
Model Releases

Need real world ML problems to evaluate my educational ML tools

DGX agent

I'm a retired platform engineer, coding mainly in Rust, and involved with a ML study group. I developed a ML programming language (alternative to Python, Colab) to help me learn (and teach) ML concept

model-releasesr-localllama
10 Aug 2026
Model Releases

Xiaomi-Robotics-1: New robotics model released

DGX agent

Xiaomi-Robotics-1 is a robot foundation model trained on over 100K hours of real-world manipulation trajectories. It is a Vision-Language-Action (VLA) model engineered for out-of-the-box mobile manipu

model-releasesr-localllama
5 Aug 2026
Model Releases

DeepSeek-V4-Flash 284B on 5.3GB of memory

DGX agent

Following up on my Qwen 3.6 port, I wanted to keep adding models and ended up fixing a bunch of things along the way, so it's its own engine now: Mference. Same core idea from TurboFieldfare, MoE mode

model-releasesr-localllama
2 Aug 2026
Hardware

I pushed Kimi K3 onto one CPU with 8 GB of RAM

DGX agent

I deployed K3 on 32 H100s at work a couple of weeks ago and then got annoyed that there was no way to poke at it on my own machine. So I wrote an inference engine for it in C99. Nothing clever going o

hardwarer-localllama
2 Aug 2026
Safety

Massive Update to my Krea 2 Multi-Lora Bounding Box workflow, now bounding boxes control placement with better accuracy. Also introduced Edit features like Scene and Outfit transfer, put multiple character loras in a scene or outfit of your choosing! Token drift also fixed by facial detailer stage

DGX agent

Krea 2 has been my favorite base model for character work, but the moment you put two character LoRAs in the same generation they smear into one blended face. Attention bias, prompt engineering, and C

safetyr-stablediffusion
31 Jul 2026
Model Releases

P.A.I. — Sleek Native Desktop AI Overlayer for Local Ollama Models 🤖⚡

DGX agent

Greetings Community! 👋 I hope everyone is doing well! I'm Tauhid — Senior EEE student from a Bangladeshi University Today I'd like to share an open-source project I’ve been developing called P.A.I. (P

model-releasesr-ollama
30 Jul 2026
Agents

My LLM kept implementing every method it found, so I added research and specification gates[D]

DGX agent

While building this workflow a thing that surprised me was that, initially I thought the pipeline was complete: From Goal to → Decompose → Research → Specification → Implementation It successfully bro

agentsr-machinelearning
29 Jul 2026
Model Releases

SWE-rebench Multilingual Update (Go, Java, Python, Rust, TS). Evaluated: GLM-5.2, DeepSeek-V4 Pro, Qwen3.6-27B and others

DGX agent

Hi everyone! We’ve just released a major update to the leaderboard! We are expanding beyond Python with a new multilingual slice featuring real-world software engineering tasks across 5 languages. Ope

model-releasesr-localllama
28 Jul 2026
Local Ai

I want to run Kimi K3 at home, so I’m trying to make 2.8T-scale experimentation cheaper

DGX agent

Hey r/LocalLLaMA, I’m a retired engineer with a background in distributed computing, currently running a 1-person startup. Like many people here, I’d love to experiment with 2T+ MoE models locally. Th

local-air-localllama
27 Jul 2026
Model Releases

I want to use AI coding agents for machine learning projects [D]

DGX agent

I'm a software engineer who mainly builds softwaes/applications, and I'm starting to work on machine learning projects. Since ML workloads often require GPUs, I know services like Google Colab and Kag

model-releasesr-machinelearning
26 Jul 2026
Model Releases

Model 'distillation' accusations are getting way overblown at this point

DGX agent

The news about Anthropic settling a class action lawsuit for 1.5B over training data isn't just a legal headache for them, it's a massive warning sign for engineering teams relying entirely on closed

model-releasesr-localllama
23 Jul 2026
Model Releases

Recent llama.cpp updates for SYCL/Intel

DGX agent

Some fixes & boost(pp) for SYCL/Intel. Merged PRs: [SYCL] Flash Attention with XMX engine via oneDNN graph API (SDPA) on KV f16 for Xe2 ; Qwen3.6-27b-Q8_0 prefill speed up x1.21 at p=512 and x4.26 at

model-releasesr-localllama
15 Jul 2026
Research

Building a Custom Drones MuJoCo Environment [P]

DGX agent

This post likely covers the process of creating a custom drone simulation environment using MuJoCo, a physics engine commonly used in machine learning research. The project involves leveraging MuJoCo'

researchr-machinelearning
6 Jun 2026
Industry

Companies Are Using Reddit to Manipulate ChatGPT and Google AI Search

DGX agent

Peptide and hormone replacement therapy companies have been systematically posting to r/biohackers to manipulate AI-generated search answers on ChatGPT and Google through a practice called AI-engine o

industryr-chatgpt
3 Jun 2026
Local Ai

Running real-time 1080p video generation and editing on your own (Dreamverse OSS release)

DGX agent

Dreamverse is an AI video generation engine that produces 30 seconds of 1080p video in 4.5 seconds on a single GPU , making it significantly faster than existing systems like Sora. It provides a creat

local-air-stablediffusion
27 May 2026
Research

Witchcraft, fast local semantic search on top of SQLite [P]

DGX agent

Witchcraft is a Rust reimplementation of Stanford's XTR-Warp semantic search engine that uses a single-file SQLite database for storage, enabling client-side deployment. The system operates completely

researchr-machinelearning
18 May 2026
Hardware

CUDA V.13?

DGX agent

Ollama's MLX engine runs on NVIDIA GPUs via CUDA v13 on Windows and Linux. Users have reported that Ollama crashes on RTX 3060 with cuda_v13 in versions 0.13.0 through 0.15.6, while deleting the cuda_

hardwarer-ollama
2 May 2026
Local Ai

Which prompt and model do you think could be used to recreate this image as closely as possible? Do you think z-image or z-image turbo would work?

DGX agent

This Reddit post from r/StableDiffusion asks the community for recommendations on which prompt engineering techniques and AI image generation models (specifically comparing z-image and z-image turbo v

local-air-stablediffusion
26 Apr 2026
Local Ai

GLM 5.1 Feels very very very Slow on Ollama Cloud :(

DGX agent

A Reddit post discussing performance issues with GLM-5.1 when running through Ollama Cloud. GLM-5.1 is Z.AI's next-generation flagship model for agentic engineering, with significantly stronger coding

local-air-ollama
23 Apr 2026
Industry

A neat trick for better image outputs

DGX agent

A Reddit post from the r/ChatGPT community sharing a user-discovered technique for improving the quality of AI-generated images in ChatGPT, likely involving prompt engineering strategies or workflow a

industryr-chatgpt
15 Apr 2026
Research

Hosting Live session for sub 10ms retrieval by Moss (YC backed) [N]

DGX agent

Moss is a YC-backed high-performance runtime for real-time semantic search that delivers sub-10ms lookups, instant index updates, and zero infrastructure overhead, running where the agent lives — clou

researchr-machinelearning
15 Apr 2026
Local Ai

OllamaGPT Teaser

DGX agent

OllamaGPT is a self-hosted, ChatGPT-style web interface that runs locally using Ollama as its backend LLM engine, requiring no API keys or external services. It is designed for developers and power us

local-air-ollama
15 Apr 2026
Local Ai

Correct me if I’m wrong: Ollama can’t fine tune like Unsloth Studio

DGX agent

Ollama is a local inference engine designed for running pre-built LLMs on your own machine, and it does not include fine-tuning capabilities — this distinction is correct. Unsloth (and its Unsloth Stu

local-air-ollama
14 Apr 2026
Industry

Why do GPT responses feel exhausting even when they’re right?

DGX agent

A Reddit thread from r/ChatGPT exploring the user experience phenomenon where GPT responses can feel cognitively draining or over-engineered even when technically accurate — touching on issues like ve

industryr-chatgpt
14 Apr 2026
Local Ai

GLM 5.1 on Ollama

DGX agent

GLM-5.1 is Z.AI's next-generation flagship model for agentic engineering, featuring significantly stronger coding capabilities than its predecessor and achieving state-of-the-art performance on SWE-Be

local-air-ollama
13 Apr 2026
Hardware

TurboOCR: 270–1200 img/s OCR with Paddle + TensorRT (C++/CUDA, FP16) [P]

DGX agent

TurboOCR is a high-performance OCR project that combines PaddleOCR with NVIDIA TensorRT, implemented in C++ and CUDA, achieving throughput of 270–1,200 images per second using FP16 half-precision infe

hardwarer-machinelearning
13 Apr 2026
Local Ai

glm 5.1 is doing well

DGX agent

GLM-5.1 is Z.ai's next-generation flagship model for agentic engineering, built on a 754-billion parameter Mixture-of-Experts architecture with 40 billion active parameters per token, a 200,000-tok...

local-air-ollama
10 Apr 2026
Local Ai

Use the Same Model Across Ollama, LM Studio, Jan, and your Favorite Local AI Apps

DGX agent

Local AI tools such as Ollama, LM Studio, and Jan all rely on the same underlying inference engine (llama.cpp) and support compatible model formats (primarily GGUF), meaning a single downloaded mod...

local-air-ollama
9 Apr 2026
Model Releases

llama.cpp optimizations for specific hardware and models

DGX agent

I've made a few posts recently, just talking about the hardware I've got and the model I use. Pair of P100s, Unsloth Qwen3.6 35b A3B UD Q4 K XL. There's been a ton of talk of model and hardware specif

model-releasesr-localllama
12 Oct 2026
Model Releases

GPU - Vulkan llama.cpp benchmarks sorted by price to performance

DGX agent

This table to help anyone looking to build a budget Data Center homelab. I copied the bulk of value based, mid level, decent speed results GPUs and feed it to AI or SI and here are the recommended res

model-releasesr-localllama
8 Oct 2026
Model Releases

Running decision model locally on an RTX 4090 to find out which one is the fastest

DGX agent

recently saw a bunch of open decision models pop out of nowhere in the last two weeks (laya, liquid's d1, cloudflare's clef-flash, interfaze's lev), so I wanted to see how far apart they actually are

model-releasesr-localllama
8 Oct 2026
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