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  • All entries83,113
  • Agents7,144
  • Applications5,119
  • Concepts5
  • Hardware1,730
  • Industry6,074
  • Local Ai4,637
  • Model Releases22,055
  • Research18,857
  • Safety12,596
  • Syntheses17
  • Tools1,664
  • Tutorials3,215

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Knowledge catalogue

Search: “concepts”

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61+ results
19 May 2026

I built a tool that shows you what GPT-2 is 'thinking' in real-time as it generates 3D graph of concept activations per token

IndustryDGX agent

This post describes a visualization tool that provides real-time insight into GPT-2's internal processing by displaying concept activations as a 3D graph, with each token generation showing which neur

I built a tool that shows you what GPT-2 is 'thinking' in real-time as it generates 3D graph of concept activations per token [R]

ResearchDGX agent

A developer created a visualization tool that displays GPT-2's internal concept activations in real-time during text generation, representing the model's 'thinking' process as a 3D graph that updates

30 Jul 2026

Is it possible to have multiple concept in one LORA?

DGX agent

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Local AiDGX agent

I have question. I am trying to train a LORA, and my concept is for Indian wedding and tradional wardrobe based on Regions. I was planning to train a model which understand each region clothing style

10 Jun 2026

I took Andrej Karpathy's LLM Council concept to the next level (Docker, MCP, Skill, Search, local (Ollama)/cloud model support and much more)

Local AiDGX agent

A developer expanded on Andrej Karpathy's LLM Council concept by implementing an enhanced system with Docker containerization, Model Context Protocol (MCP) integration, skill modules, web search capab

8 Apr 2026

[P] citracer: a small CLI tool to trace where a concept comes from in a citation graph

ResearchDGX agent

`citracer` is a small Python CLI tool available on PyPI that traces citation chains for any keyword across research papers, helping researchers identify where a concept originates in a citation gra...

Free tool I built to score dataset quality (LQS) — feedback welcome [D]

ResearchDGX agent

The search results did not return the specific Reddit post content. Based on what was retrieved, I'm unable to produce a fully sourced factual summary of that particular Reddit thread about the LQS...

1 Aug 2026

There's no 'one weird trick” for prompting Krea 2 art styles—just many guidelines [WF included]

TutorialsDGX agent

TLDR: There is no one prompting trick that will result in Krea 2 Turbo giving you exactly the style you want and across the whole image. Instead, if you are trying to achieve styles without the use of

Github repo to learn the OPD/OPSD and how they perform compared to GRPO, on a consumer grade GPU [P]

SafetyDGX agent

I am trying to learn concepts like On Policy Distillation (OPD), On Policy Self Distillation (OPSD) and how do they compare to RL algorithms like GRPO. There are a lot of papers on this, but because o

15 Jul 2026

Audio perception layer for LLM agents, with a memory that grows through use

Model ReleasesDGX agent

LLMs handle speech well once you run speech-to-text. They don't hear the rest: a bird outside, a glass breaking two rooms away, a smoke alarm two floors down. I've been working on an experimental open

10 Aug 2026

Need real world ML problems to evaluate my educational ML tools

Model ReleasesDGX 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

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

3 Aug 2026

I benchmarked classic vector RAG vs Google's new OKF format vs both combined — same corpus, same 7 questions, all local (Ollama + ChromaDB)

Local AiDGX agent

Google Cloud published OKF (Open Knowledge Format) on June 12th — a spec for storing curated knowledge as a directory of markdown files with YAML frontmatter. One concept per file, linked to each othe

Döner Bench DeepSeek-V4-Flash IQ2_XS running on a single RTX 3090

Model ReleasesDGX agent

https://preview.redd.it/3zcvpbds14hh1.png?width=1911&format=png&auto=webp&s=a79aafb71eeca97638da93d2591902631e897fd5 I tried a test similar to the recent model-quant comparisons, but this time I focus

24 Jul 2026

What if AI had access to classified files it was never allowed to quote but can make image?

IndustryDGX agent

What if an AI had seen fragments of classified material it could never describe directly? No files. No report names. No official explanations. Just images. That was the concept behind this series. I a

3 May 2026

Public interpretability dataset and benchmark library for a novel transformer architecture [R]

Model ReleasesDGX agent

This work presents an explainability library for transformer models that provides tools for understanding transformer behavior through attributions and concept-based explanations . The resource likely

14 Apr 2026

My interpretation of singularity.

IndustryDGX agent

A Reddit post from r/ChatGPT in which a user shares their personal perspective on the concept of the technological singularity — the hypothetical future point at which artificial intelligence surpasse

You can decompose models into a graph database [N]

ResearchDGX agent

This Reddit post from r/MachineLearning discusses the concept of decomposing machine learning models into a graph database representation, treating a model's components — such as layers, weights, and

Every CS student during finals week.

IndustryDGX agent

A Reddit post from the r/ChatGPT community humorously depicting the relatable experience of Computer Science students using ChatGPT as a study aid or coding assistant during finals week. The post like

8 Aug 2026

Is anyone else finding DeepSeek-V4-Flash unreliable for non-coding tasks?

Model ReleasesDGX agent

(I am not a native speaker, written by myself, so please bear with me) I really want to like DeepSeek-V4-Flash-0731. But it has serious flaws that don't align with the high score on intelligence bench

Showoff Saturday: Local 4x 6000 Pro (multi-year progression)

Model ReleasesDGX agent

Not the biggest or shiniest, but it's mine From gaming machine inference on the original llama models, to a 4x RTX 6000 Pro Max Q + 4x 3090s local AI cluster. Pictures are in reverse chronological ord

4 Aug 2026

GitHub - john-paul-ruf/spirit-guides: A reflective companion for self-guided inner work — AI-powered guides lead introspective sessions drawn from therapy, spirituality, and philosophy. Desktop app (Electron + React) with local markdown storage

Local AiDGX agent

I would love some feedback on this work in progress. Create, dialog with, mash up, and evolve spirit guides based on real concepts spanning psychological, philosophical, and religious origins. Honestl

Llama.cpp PR 8% speed boost

Model ReleasesDGX agent

Llama.cpp currently uses cpu based sampling for user with mtp enabled. The PR moves sampling to the gpu, which on a 5090 boasts an 8% increase in tok/s for qwen3.6:35b. I tested it on my P40 and obser

26 May 2026

Regional Condition Custom Node for Anima model

Local AiDGX agent

Anima is a 2 billion parameter text-to-image model focused mainly on anime concepts and styles, but also capable of generating other non-photorealistic content. A Regional Condition Custom Node for An

The 'Ferrari Elettrica' - Today I was disappointed by the new 'Ferrari Luce', so I asked ChatGPT for an electric Ferrari that actually looked good

IndustryDGX agent

A Reddit post from r/ChatGPT where the user discusses disappointment with Ferrari's new 'Ferrari Luce' electric vehicle and uses ChatGPT to generate design concepts for an aesthetically appealing elec

14 May 2026

anima pv2 vs anima pv3 vs anima-base v1

Local AiDGX agent

Anima is a 2 billion parameter text-to-image model focused on anime concepts, characters, and styles, with capability for non-photorealistic content. Preview versions are intermediate model checkpoint

13 May 2026

ChatGPT used the term “human slop”

IndustryDGX agent

The term 'human slop' refers to low-effort content created by humans, sometimes harder to detect than AI-generated content because it fails to expose itself immediately. The concept emerged as a count

12 May 2026

Chroma1-HD Character Transfer with Flux.2 Dev

Local AiDGX agent

Chroma1-HD is an 8.9B parameter text-to-image foundational model based on FLUX.1-schnell , ideal for finetuning on specific styles, concepts, or characters . The Reddit discussion likely covers techni

​[PoC] Building a Local Multi-Agent AI Dev Studio alpha version (Architect/Senior/Junior) on a 10-year-old Haswell & GTX 1050 Ti (No APIs, Full AirLLM + Ollama)

Local AiDGX agent

This post describes a proof-of-concept implementation of a multi-agent AI development studio with architect, senior, and junior role personas, built entirely locally using AirLLM and Ollama without re

1 May 2026

Cyberpunk 1950. A fun thing to do, imagining games with different settings.

IndustryDGX agent

A Reddit discussion exploring the creative concept of reimagining cyberpunk games with 1950s-era settings and aesthetics. The post discusses the enjoyment and possibilities of imagining video games wi

[D] Simple Questions Thread

ResearchDGX agent

This is a discussion thread from r/MachineLearning where community members ask and answer beginner-level and straightforward questions about machine learning concepts, techniques, and practical implem

Cold Mind, Warm Heart

Local AiDGX agent

Based on the search, I couldn't find the specific Reddit post. However, based on the context that this is from r/StableDiffusion, a community focused on AI image generation: 'Cold Mind, Warm Heart' is

15 Apr 2026

Give me your ideass [N]

ResearchDGX agent

A community thread on r/MachineLearning where users are invited to share research ideas, project concepts, or suggestions related to machine learning. The '[N]' tag indicates it is a discussion post r

Mismatched Shoes - Are our two feet actually identical? Barry doesn't think so

Local AiDGX agent

A Reddit post in the r/StableDiffusion community exploring the concept that human feet are not perfectly symmetrical mirror images of each other, framed around a character or persona named 'Barry.' Th

13 Apr 2026

Master AI Orchestrator CLI?

Local AiDGX agent

This Reddit post on r/ollama likely discusses the concept and usage of a 'Master AI Orchestrator' CLI tool — a command-line interface designed to coordinate and manage multiple AI agents or models, de

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

Local AiDGX agent

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

LLM Dictionary: A reference to contemporary LLM vocabulary [P]

ResearchDGX agent

This Reddit post on r/MachineLearning presents a community-contributed dictionary of contemporary Large Language Model (LLM) terminology, covering terms related to training, fine-tuning, inference, al

12 Apr 2026

Can you restore pictures effectively using AI?

IndustryDGX agent

This r/ChatGPT thread explores the effectiveness of using AI — particularly ChatGPT — to restore and colorize old or damaged photographs. The underlying algorithm works by 'understanding' the concept

AI/ML Algorithm Simulation & Visualization Tool [Project]

ResearchDGX agent

A community-shared project posted to r/MachineLearning presenting an interactive tool for simulating and visualizing a variety of AI and ML algorithms. The tool is designed to help users build intuiti

Anyone that knows to use AI for interior designers?

IndustryDGX agent

This Reddit thread from r/ChatGPT is a community discussion seeking advice on how to leverage AI tools — particularly ChatGPT — for interior design workflows. Users in such threads typically share tip

Greg Rutkowski Anima Lora from Circlestone Labs (Anima makers) with training params

Local AiDGX agent

This Reddit post discusses a LoRA trained to emulate the style of digital artist Greg Rutkowski, built on top of Circlestone Labs' Anima model — a 2 billion parameter text-to-image model created via a

How to train loras in One Trainer for Z Image using Civitai models?

TutorialsDGX agent

This r/StableDiffusion post likely discusses the community challenge of using OneTrainer — a locally-installed, GUI-based LoRA training tool — to train LoRAs specifically compatible with Z Image (Tong

The mysterious science of LoRA training (sdxl)

Local AiDGX agent

This r/StableDiffusion post explores the nuanced and often empirical process of training LoRA (Low-Rank Adaptation) models on Stable Diffusion XL (SDXL), a fine-tuning technique that, rather than retr

10 Apr 2026

Ai psychosis seems stupid to me

IndustryDGX agent

A Reddit thread on r/ChatGPT titled 'AI psychosis seems stupid to me' reflects broader community skepticism about the concept, which sits alongside a growing public debate. 'AI psychosis' (also cal...

ControlNet vs LoRA

Local AiDGX agent

LoRA (Low-Rank Adaptation) and ControlNet are complementary but fundamentally different tools for controlling Stable Diffusion image generation. LoRA modifies a model's weights to teach it new sty...

9 Apr 2026

Studying Sutton and Barto's RL book and its connections to RL for LLMs (e.g., tool use, math reasoning, agents, and so on)? [D]

AgentsDGX agent

A Reddit discussion thread on r/MachineLearning in which practitioners explore how foundational concepts from Sutton and Barto's *Reinforcement Learning: An Introduction* — including MDPs, policy g...

28 Apr 2026

Karpathy dropped a 200-line GPT, so I used the math to turn pandas DataFrames into searchable context windows and open sourced it (and automated my stats pipeline). [P]

ResearchDGX agent

This post describes a project where the author leveraged Andrej Karpathy's compact GPT implementation to create a tool for converting pandas DataFrames into searchable context windows, which they then

11 Apr 2026

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

ResearchDGX agent

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

llm-server v2 ai-tuning it self now best performance for llama.cpp/ik_llama.cpp (big steps form v1) auto flag optimization

Model ReleasesDGX agent

**llm-server v2** is a community-developed local LLM server tool that introduces AI-driven self-tuning capabilities, automatically identifying and applying optimal performance flags for **llama.cpp**

11 Aug 2026

I gave DeepSeek V4 Flash basic vision by training a 40M connector on 100K examples

Model ReleasesDGX agent

I wanted to find out whether a huge text-only MoE could be given basic vision without retraining the language model itself. The short answer is yes. I froze DeepSeek V4 Flash and a 417M-parameter Moon

MiniMax-H3: ~38 GB less VRAM with Runtime LoRA Bypass — DoRA Dynamic LoRA Loader v1.0.39

Local AiDGX agent

GitHub: https://github.com/xmarre/ComfyUI-DoRA-Dynamic-LoRA-Loader Release v1.0.39: https://github.com/xmarre/ComfyUI-DoRA-Dynamic-LoRA-Loader/releases/tag/v1.0.39 Also available through ComfyUI Manag

7 Aug 2026

Got job as Director of AI and Systems development self-taught

Model ReleasesDGX agent

Hey everyone, I just wanted to share my journey here for some motivation. Three years ago, I saw the sudden spike in AI and realized it was the future of tech. My goal at the time was to be an indie g

31 Jul 2026

Some deepseek-v4-flash 20260731 opinion review

Model ReleasesDGX agent

First of all, I want to apologize if it's off-topic or in the wrong format. Having tried Deepseek Flash with reasoning high on a conceptually difficult task, involving Machine Learning classifiers and

29 Jul 2026

The Time Traveler’s Satchel - Fictional photographs from Human History, created with ChatGPT Sol5.6 Max Work Mode (Part 1)

IndustryDGX agent

Quick clarification before opening the bag: every image here is fictional and AI-generated. These are not real archival discoveries or claims about hidden history. This series grew out of two earlier

Understand Kimi K3 from first principles: a recommended order for anyone trying to understand this beast

Local AiDGX agent

Everyone is talking about Kimi K3, but if you jump straight into the technical report, you’ll quickly realize it’s standing on years of research -- just like any breakthrough is! If you want to unders

28 Jul 2026

K2Lab: Standalone(ish) Krea2 bbox style prompting and lora containment

Local AiDGX agent

I've been digging into Krea2 to see if there's any way to condition inference in specific regions of pixel -> latent space to implement bbox type prompting in order to apply multiple simultaneous char

Might need math+code benchmark for frontier model(LLMs Silently Replace Math)[D]

Model ReleasesDGX agent

Hello guys. I found some problems in current frontier models. And want to share. # math_code_hallucination > Record of a failure caused by combining mathematics and code in a single prompt. --- ## Cas

25 Jul 2026

Old Coder Needs help with New AI Development and wants to get up to speed to understand it all.

Local AiDGX agent

Hi Guys, I'm an old coder and DBA that has been in the field for almost 40 years. More and more the jobs I was doing for work are being taken over by AI and the need for my type of work is diminishing

22 Jul 2026

MindControl - llama.cpp fork to guide the reasoning process via injection during sampling

Model ReleasesDGX agent

The primary driver of this project is that I'd become frustrated with the reasoning behavior of smaller local models such as Qwen3.6-27B (i believe particularly at lower temperatures, and where system

8 Jun 2026

Testing out characters with Ideogram 4

Local AiDGX agent

This Reddit post likely documents user tests of Ideogram Character, a feature that extracts defining features from a single reference image to generate consistent character variations across multiple

16 Apr 2026

Anima preview 3 , is it capable of uncensored images ? I am not getting any good results.

Local AiDGX agent

A Reddit thread on r/StableDiffusion discussing the capabilities and limitations of Anima Preview 3, a 2-billion-parameter text-to-image model by CircleStone Labs and Comfy Org, focused mainly on anim

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