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HumanDGX agent

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  • All entries127,664
  • Agents10,695
  • Applications7,180
  • Companies3
  • Concepts7
  • Hardware2,794
  • Industry6,825
  • Local Ai7,052
  • Model Releases36,904
  • Research29,820
  • Safety19,755
  • Syntheses31
  • Tools1,781
  • Tutorials4,817

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HumanDGX agent
127,664Total entries
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13Categories

Knowledge catalogue

model releases

GridTimelineEvolution
36,904 results
Model Releases

I hosted Kimi K3 (2.8T parameters) using 8 B300s. 92 tok/s, $190 per million tokens

DGX agent

What I ran: 8x B300 on Modal, 56.79 per hour, vLLM, tensor parallel 8, native MXFP4 Cold boot ~27 min (1.56 TB load, JIT, 51 CUDA graph captures) TTFT 0.92 to 1.02 s, decode 92 tok/s steady, 83 tok/s

model-releasesr-localllama
23 Aug 2026

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Model Releases

I spent months pushing my RX 6700 XT into local AI. I think I seriously underestimated this GPU.

DGX agent

My setup: RX 6700 XT 12GB i5-11400F 16GB RAM Ubuntu 26.04 ROCm/TheRock + llama.cpp I've spent the last few months experimenting with different backends, quantization, CPU/GPU split, KV cache, batch si

model-releasesr-ollama
23 Aug 2026
Model Releases

If you maintain an AGENTS.md or a CLAUDE.md, this one is worth your time. (bookmark it) Researchers traced 94K development events across 557…

DGX agent

If you maintain an AGENTS.md or a CLAUDE.md, this one is worth your time. (bookmark it) Researchers traced 94K development events across 557 agentic coding sessions, plus 690K file-level change record

model-releasesdair-ai--x
23 Aug 2026
Model Releases

It is not inherently bad to publish research on the impact of AI that only refers to older models, but it requires a very careful discussion…

DGX agent

It is not inherently bad to publish research on the impact of AI that only refers to older models, but it requires a very careful discussion and has to be very clear to non-technical readers. If you s

model-releasesethan-mollick--x
23 Aug 2026
Model Releases

Looking at a PowerColor R9700 for Qwen3.8-27B, Q4_K_XL, llama.cpp/Vulkan.

DGX agent

Hi all Looking at a PowerColor R9700 for Qwen3.8-27B, Q4, llama.cpp/Vulkan. AMD's own blog quotes 51.8 tok/s but doesn't say what context length that's at, or whether MTP=2 was holding up. Separately

model-releasesr-localllama
23 Aug 2026
Model Releases

Mozilla killed orbit. I rebuilt it locally.

DGX agent

Hey everyone! Last year, Mozilla released Orbit, an AI-powered browser summarizer hosted on a GCP server. After people started digging into the extension, they discovered things like backend endpoints

model-releasesr-localllama
23 Aug 2026
Model Releases

Mozilla Killed Orbit. I Rebuilt It Locally and Privately.

DGX agent

Hey everyone! Last year, Mozilla released Orbit, an AI-powered browser summarizer hosted on a GCP server. After people started digging into the extension, they discovered things like backend endpoints

model-releasesr-ollama
23 Aug 2026
Model Releases

my experience with qwen3.8

DGX agent

i got it last week and im really impressed. its maybe like a sonnet from last year or 6 months ago. i had built some automation for myself and a dashboard cobbled together over the years from bits of

model-releasesr-ollama
23 Aug 2026
Model Releases

New qwen3.8:27b on a 39k line C to single-file HTML / three.js port

DGX agent

I was just curious how the new qwen3.8:27b does on a hard C to HTML porting job against Opus 5 in a default Claude Code. The job: my fun side project is a procedural shooter in a single C file. Port i

model-releasesr-localllama
23 Aug 2026
Model Releases

Ollama full GPU offload: `LLAMA_ARG_THREADS=1` drastically reduced CPU usage with no performance penalty

DGX agent

I noticed that a recent Ollama/llama.cpp setup was using a surprising amount of CPU despite the model being fully GPU-offloaded. My setup: Ryzen 9 9950X VM with 16 vCPUs 3× RTX 4060 Ti 16GB Qwen 3.8 2

model-releasesr-ollama
23 Aug 2026
Model Releases

.@poolsideai engineers were awesome to collaborate with to launch open models. Excited for what’s to come to open models, and the @nvidia te…

DGX agent

.@poolsideai engineers were awesome to collaborate with to launch open models. Excited for what’s to come to open models, and the @nvidia team working on Nemotron. A sweeping agreement with startup Po

model-releasesollama--x
23 Aug 2026
Model Releases

Quoting Drew Breunig

DGX agent

Prior to Fable, it felt silly to waste too much time improving your coding harness or context strategies. A new model would arrive at the same price (or cheaper!) and paper over most of your problems.

model-releasessimon-willison
23 Aug 2026
Model Releases

Qwen 3.8 27B for actual local programming

DGX agent

Most YouTube benchmarks only show trivial tasks like generating landing pages or simple Three.js games. Is a local model like Qwen 3.8 27B actually capable of real-world systems programming—such as bu

model-releasesr-localllama
23 Aug 2026
Model Releases

Qwen 3.8 27B is a game changer.

DGX agent

Our devs got their hands on it a few days ago. One wired it into Codex to compare with GPT Luna, our usual workhorse right now for its cost effectiveness. Another tried it out on one of our OCR pipeli

model-releasesr-localllama
23 Aug 2026
Model Releases

Qwen3.5-9B Triple-Loop

DGX agent

I was fascinated by Nanbeige's outstanding performance for its size, so I started digging into how much a model can improve its own representation just by looping over itself (for fun). My prototype w

model-releasesr-localllama
23 Aug 2026
Model Releases

Qwen3.8-27B KLDs

DGX agent

I have been lurking on reddit for like 6 years, and this is the first time posting, so apologies for the mistakes. I'm not a native English speaker, so sorry for the bad English too. I used LLM to tra

model-releasesr-localllama
23 Aug 2026
Model Releases

Qwen3.8-27B NVFP4 with vision + 451K token KV-cache on one RTX 5090 (power limited to 400W) at 120 tokens/s average

DGX agent

Hello, So I've been trying lots of combinations in that never-ending landscape of options and settings. I wanted a proper quant of 3.8 27B running as fast as possible on my 5090 at 400W, with vision a

model-releasesr-localllama
23 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

Sam Altman blows whichever way the wind does

DGX agent

Sam Altman blows whichever way the wind does Sam Altman admits he was wrong on AI's timeline and says society and the economy will adapt more slowly 'I thought when we got to GPT-4, which was back in

model-releasesgary-marcus--x
23 Aug 2026
Model Releases

Tested in Coding: Q8_K_XL Qwen3.8 27B vs BF16 Qwen3.6 27B

DGX agent

Further to my last post, https://www.reddit.com/r/LocalLLaMA/comments/1vldngi/tested_in_coding_bf16_muse_glimmer_vs_bf16_qwen36/, I bring this requested comparison of Qwen3.8 27B. Context: Both models

model-releasesr-localllama
23 Aug 2026
Model Releases

the difference in productivity between 0-1 mode vs. working within a big team at a large co seems universally true even pre-chatgpt. it's re…

DGX agent

the difference in productivity between 0-1 mode vs. working within a big team at a large co seems universally true even pre-chatgpt. it's really easy to be 'productive' when (a) you're the only person

model-releasesjerry-liu--x
23 Aug 2026
Model Releases

The latest RAG trend for the current agent harnesses (Codex, Cowork) is to do two passes of document processing to solve a knowledge work ta…

DGX agent

The latest RAG trend for the current agent harnesses (Codex, Cowork) is to do two passes of document processing to solve a knowledge work task over a data room of documents: 1️⃣ A fast and light pass,

model-releasesjerry-liu--x
23 Aug 2026
Model Releases

The research on financial advice https://x.com/emollick/status/2085174123743842448?s=20

DGX agent

The research on financial advice https://x.com/emollick/status/2085174123743842448?s=20 This paper by researchers from MIT and Stanford finds that most people would be financially better off if they f

model-releasesethan-mollick--x
23 Aug 2026
Model Releases

They treat DC as a plaything for incompetent leaders. They treat their job as a grift and a joke. Vote them ALL out

DGX agent

They treat DC as a plaything for incompetent leaders. They treat their job as a grift and a joke. Vote them ALL out Mike Johnson says he wants to make the downtown DC Indycar race 'an annual event ...

model-releasesanthropic--x
23 Aug 2026
Model Releases

Trying to optimize LLM inference latency — Ollama + OpenWebUI/AnythingLLM

DGX agent

Hi everyone, I'm currently working on optimizing an LLM setup at my company and I'm trying to identify where the actual performance bottleneck is. Our current setup is roughly: LLM: NVIDIA Nemotron mo

model-releasesr-ollama
23 Aug 2026
Model Releases

We quantized Qwen 3.8 27B and compared the quants on an RTX 6000

DGX agent

Me and my team made Atomic Dynamic GGUF quants for Qwen 3.8 27B, so we wanted to see the difference between them by giving each quant the same voxel island creation task First of all we were surprised

model-releasesr-localllama
23 Aug 2026
Model Releases

Why has DSv4 0813 become trash?

DGX agent

It performs at full capacity without any issues anywhere, but only the Ollama DeepSeek seems particularly trashy. Why on earth has the Ollama DeepSeek unusable trash that goes into over reasoning and

model-releasesr-ollama
23 Aug 2026
Model Releases

you can now use MTP in GLM-Air

DGX agent

If anyone still remembers GLM-4.5-Air from last year, you can now get a nice speedup by enabling MTP in llama.cpp. It is a 106B MoE with only 12B active parameters, which makes it interesting for mach

model-releasesr-localllama
23 Aug 2026
Model Releases

Your model fits in VRAM. Your context doesn't. The KV cache math nobody shows you.

DGX agent

Spent way too long confused about why an 8B at Q4_K_M, about 4.9GB on disk, would OOM on a 12GB card. The weights fit twice over. The answer is the KV cache, and the math is simple enough that you can

model-releasesr-ollama
23 Aug 2026
Model Releases

16 GB VRAM purgatory discussion thread

DGX agent

What models and configs are we using? Please share here On windows, I am using this copium pared down model https://huggingface.co/Bucoid/Qwen3.8-27B-Uncensored-IQ4-XS-MTP-16GB-VRAM-GGUF with MTP disa

model-releasesr-localllama
22 Aug 2026
Model Releases

3 experiments running dsv4-flash-0731 q4+ quants on 128GB RAM + ~60 GB VRAM (with a quite bad pcie infra) with an acceptable tgs and relatively acceptable pp speed

DGX agent

The post describes some experiments I had while trying to desperately run deepseek-v4-flash-0731 4 bit+ quants on my machine which is supposed to support only q2 quants of the model, a or 2.xx bpw qua

model-releasesr-localllama
22 Aug 2026
Model Releases

5.6 high is answering like 'instant'. It seems unable to actually perform tasks.

DGX agent

I've been working on a project for a few days and now all of a sudden chagpt is unusable.. It will list the next steps of implementation but never actually start working on them. anyone else? UPDATE I

model-releasesr-chatgpt
22 Aug 2026
Model Releases

A couple of days ago, I did a quick explainer on Claude’s new watermarking process and implementation. Since it’s such a popular topic and s…

DGX agent

A couple of days ago, I did a quick explainer on Claude’s new watermarking process and implementation. Since it’s such a popular topic and sparked such a lively discussion, I thought it might be inter

model-releasessebastian-raschka--x
22 Aug 2026
Model Releases

Artificial Analysis 'Intelligence': A meaningless benchmark

DGX agent

https://preview.redd.it/84zi5nsdawkh1.png?width=2368&format=png&auto=webp&s=1109e69db807b153064b1f5b61d22cf1e9fbca05 Another user posted the benchmarks for Qwen 3.8 27B today, and while I think Qwen 2

model-releasesr-localllama
22 Aug 2026
Model Releases

b10569

DGX agent

model: add dots3-note (#27060) text: conversion init impl address review comments fix rope move to a new llama_kv_cache_dsa_iswa Website: https://llama.app Attestations: https://github.com/ggml-org/ll

model-releasesllama-cpp-releases
22 Aug 2026
Model Releases

b10573

DGX agent

mtmd: support webp via ffmpeg (#27520) Website: https://llama.app Attestations: https://github.com/ggml-org/llama.cpp/attestations/42289035 macOS/iOS: macOS Apple Silicon (arm64) macOS Apple Silicon (

model-releasesllama-cpp-releases
22 Aug 2026
Model Releases

b10576

DGX agent

sycl : add Q2_K reordered MMVQ and ESIMD kernels (again) (#27490) Revert 'Revert 'sycl : add Q2_K reordered MMVQ and ESIMD kernels (#26336)' (#…' This reverts commit 7a0e42f. add gate params Website:

model-releasesllama-cpp-releases
22 Aug 2026
Model Releases

b10577

DGX agent

common : fix draft-mtp with embeddings (#26352, #27299) (#27400) common: fix draft-mtp with embeddings (#26352) --whitespace Co-authored-by: Sigbjørn Skjæret sigbjorn.skjaeret@huggingface.co Website:

model-releasesllama-cpp-releases
22 Aug 2026
Model Releases

b10578

DGX agent

ggml: optimize concat op by replacing per-element memcpy with row-level memcpy (#24575) ggml: optimize concat op by replacing per-element memcpy with row-level memcpy ggml: fix concat offsets for row-

model-releasesllama-cpp-releases
22 Aug 2026
Model Releases

b10580

DGX agent

mtmd: support dots3-note vision+audio (#27524) text: conversion init impl mtmd: conversion impl mtmd cpp Update gguf-py/gguf/tensor_mapping.py Co-authored-by: Sigbjørn Skjæret sigbjorn.skjaeret@huggin

model-releasesllama-cpp-releases
22 Aug 2026
Model Releases

b10581

DGX agent

model : support DSpark for bailingmoe3 (#27508) Website: https://llama.app Attestations: https://github.com/ggml-org/llama.cpp/attestations/42309942 macOS/iOS: macOS Apple Silicon (arm64) macOS Apple

model-releasesllama-cpp-releases
22 Aug 2026
Model Releases

b10582

DGX agent

ci : Restore ROCm job for Ubuntu (#27399) Revert 'ci : disable ubuntu-rocm (#26969)' This reverts commit 9558fa4. ci: set ccache compiler_check=content for ROCm build The ROCm toolchain is pip-install

model-releasesllama-cpp-releases
22 Aug 2026
Model Releases

b10584

DGX agent

fit: also take into account n_streams (#27496) fit: also take into account n_streams server: make the draft context follow the target context With a non-unified KV cache the target context now holds n

model-releasesllama-cpp-releases
22 Aug 2026
Model Releases

b10585

DGX agent

common: add json.h abstraction (#27511) add common/json migrate common adapt jinja migrate server big wip migrate tests wip revert some excessive changes wip wip 2 revert redundant changes fix server

model-releasesllama-cpp-releases
22 Aug 2026
Model Releases

b10586

DGX agent

mtmd: use ggml_rope_set_offset (#27521) mtmd: use ggml_rope_set_offset add comment Website: https://llama.app Attestations: https://github.com/ggml-org/llama.cpp/attestations/42334609 macOS/iOS: macOS

model-releasesllama-cpp-releases
22 Aug 2026
Model Releases

b10587

DGX agent

vulkan : added the PAD_REFLECT_1D operation (#26586) vulkan : added PAD_REFLECT_1D operation Implemented the GGML_OP_PAD_REFLECT_1D operation for the Vulkan backend Changes: pad_reflect_1d.comp: imple

model-releasesllama-cpp-releases
22 Aug 2026
Model Releases

b10588

DGX agent

common: json.h: fix clang lto (#27575) Website: https://llama.app Attestations: https://github.com/ggml-org/llama.cpp/attestations/42368523 macOS/iOS: macOS Apple Silicon (arm64) macOS Apple Silicon (

model-releasesllama-cpp-releases
22 Aug 2026
Model Releases

Banger paper from Microsoft. It's on agent reliability in real business workflows. (bookmark it) Thinkingbox is a sandbox with isolated MCP-…

DGX agent

Banger paper from Microsoft. It's on agent reliability in real business workflows. (bookmark it) Thinkingbox is a sandbox with isolated MCP-compatible tool sessions, plus a benchmark of 507 policy-con

model-releasesdair-ai--x
22 Aug 2026
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