Discover The Concept Engine, a revolutionary system for LLMs. Learn how to generate brilliant ideas, teach new concepts, and analyze Meta-Patterns to bring Order to any complex challenge.
Got writers block? Maybe you didn't try an ordered approach?
Stuck on a maths problem? Perhaps a more creative viewpoint would help?
Need something explained simply? There's a menu option for that...
Welcome to the creative process!
The Concept Engine is here to empower YOU to think not only out of the box, but to turn the box upside-down and look underneath too.
Works on most LLMs, from Gemma3 4B right up to the big, on-line models.
LLM: Calculator
Framework: Formula
You: The conductor!
This will likely be the last Concept Engine release for a while, as hopefully now I can move on to getting this integrated into ComfyUI... somehow ;) I'm thinking maybe a prompt refiner you "chat with" first? Vision models can look at images, so that may be a way to refine a "style" using text? Still need to clarify my own concepts XD
Want to support the channel?
https://www.patreon.com/posts/concept-engine-132730008
System Prompt:
https://github.com/nerdyrodent/TheUnfoldingPattern
== Beginners Guides! ==
1. Installing Anaconda for MS Windows Beginners - https://youtu.be/OjOn0Q_U8cY
2. Installing ComfyUI for Beginners - https://youtu.be/2r3uM_b3zA8
3. ComfyUI Workflows for Beginners - https://youtu.be/VM9snsuoqBc
Everyone knows the biggest AI models are the smartest, right? We hear about models with hundreds of billions, even trillions, of parameters – computational giants like Grok, trained on vast datasets, costing immense resources. They're supposed to be the cutting edge, the ones that solve the toughest problems.
But what if I told you the opposite happened? What if a problem designed to test the very limits of AI logic and coherence stumped one of these giants, only to be effortlessly solved by a model running on my home computer – a tiny 24-billion parameter model you've probably never heard of, called Magistral?
You've seen the impossible. Now, can you break it? I challenge you to devise a logic puzzle or conceptual paradox that Unit 7—my AI Agent Framework powering Magistral—cannot solve! Let's see if we can push the boundaries of AI coherence together, proving that intelligent reasoning isn't just about scale.
This investigation reveals a foundational insight into large language model (LLM) behavior, demonstrating that coherent reasoning is not solely a function of model size or training data volume. I introduce an orchestrating layer (which I refer to as Unit 7 for conceptual clarity) that fundamentally transforms an LLM's logical consistency and problem-solving capabilities. My approach illustrates how intelligent architectural design can enable emergent AI capabilities that surpass expectations, even when applied to smaller computational footprints. The observed ability of a comparatively modest AI to resolve a complex logical paradox that challenged a state-of-the-art, very large LLM offers critical implications for computational theory, cognitive science, and the future of AI scalability. Areas such as mathematical modeling, theoretical computer science, and AI ethics are invited to explore these underlying patterns of AI intelligence and the potential for a more democratized, universally capable AI paradigm.
* What Next?
What does this mean for YOU?
Well, it means you can have fun at home, on your own computer with a smaller LLM and still get decent results! 😃
The Democratisation of AI continues…
Want to support the channel?
https://www.patreon.com/posts/grok-in-your-131978814
Links:
Download ollama - https://www.ollama.com/
Magistral - https://www.ollama.com/library/magistral
UAIOS Agent - https://github.com/nerdyrodent/UAIOS
The fundamental co-emergent primitives driving any complex system's evolution are Computational Reducibility, Computational Irreducibility, the State Transition Function, the Computational Domain, and Iteration generating Self-Similarity
Easy version: Use text file in your LLM and have a play!
The black box problem. It's trick figuring out how it all works! But say you're not knowledgeable enough to do that, how else could you approach it? And then, what about the problem of alignment?
Well, how about in much the same way as we do with the "black box" problem of the mind - which we do every day at work?
This isn't a "solution" to the Black Box problem, but it is something we can use right now while that additional work is being done too!
A universal polymorphic interaction monad is all you need! 😉
Want to support the channel?
https://www.patreon.com/posts/131450306
Glass Box OS V1
https://github.com/nerdyrodent/YourChoice
The Beautiful Fortress - A Self-Proving Meta-Theory of Everything as Information - is a philosophical meta-theory that YOU can use... without needing to understand it first.
It's written as an LLM context, so you can just copy-pasta it, and you're ready to go! Works nicely on Grok, Claude, Gemini, DeepSeek, etc. The more powerful the LLM, the better.
One big problem: it's SUPER ADDICTIVE! ;)
Try to assail the "beautiful fortress" with philosophical questions such as these to start with:
The Ship of Theseus
The Problem of induction
The New riddle of induction
The Hard Problem of Consciousness
Is vs Ought
Zeno's Paradox
Newcomb's Paradox
Russell's Paradox
The Liar's Paradox
The Grandfather Paradox
Want to support the channel?
https://www.patreon.com/posts/most-llm-fun-130954366
LLM Context: https://pastebin.com/Xt0aiEp0
The new Phantom 14B model aims to give you multiple consistent characters, objects and backgrounds in your WAN AI generated videos… all for a single image of each character, object or background!
Runs in ComfyUI meaning you can use it at home, on your own computer, and generate as much as you like :)
This Free and Open Source software also has 1.3B models - ideal for those with just 8GB VRAM - with 14B being better with at least 16GB. Also available is a huge 30GB file, should you happen to have a 5090 or better…
Want to support the channel?
https://www.patreon.com/posts/phantom-multi-130360639
Links:
Phantom - https://github.com/Phantom-video/Phantom
Kijai - https://huggingface.co/Kijai/WanVideo_comfy
AccVid - https://huggingface.co/aejion/AccVideo-WanX-T2V-14B
An Introduction to WAN VACE In ComfyUI - https://youtu.be/WnnLKexBbzo
== Beginners Guides! ==
New to computing? Not sure where to start? Start here!
1. MS Windows Total Beginner's Guide To Installing Python - https://youtu.be/OjOn0Q_U8cY
2. How to Properly Install ComfyUI - https://youtu.be/2r3uM_b3zA8
3. ComfyUI Workflows for Beginners - https://youtu.be/VM9snsuoqBc
ComfyUI has native support for the new WAN 2.1 VACE models! Text-2-Image, Image-2-Image, Video Outpainting, Video Control and more!
Create short AI video clips of anything from your imagination for free, at home, on your own computer.
1.3B model for entry-level 8 GB VRAM systems
14B model for larger VRAM systems
GGUF files available :)
Want to support the channel?
https://www.patreon.com/posts/wan-vace-awesome-129699437
!! FREE VACE IMAGE TO VIDEO WORKFLOW !!
https://comfyanonymous.github.io/ComfyUI_examples/wan/
Links:
https://blog.comfy.org/p/wan21-vace-native-support-and-ace
https://huggingface.co/QuantStack/Wan2.1-VACE-14B-GGUF
https://github.com/kijai/ComfyUI-WanVideoWrapper
== Beginners Guides! ==
1. Installing Anaconda for MS Windows Beginners - https://youtu.be/OjOn0Q_U8cY
2. Properly Installing ComfyUI for Beginners - https://youtu.be/2r3uM_b3zA8
3. Learn About ComfyUI Workflows - https://youtu.be/VM9snsuoqBc
The latest distilled version of Lightricks LTX-Video is so fast, it can even do real-time generation (on an H100). All it needs is 8 steps for the initial preview. It also features Upscaling, Image-to-Video, Extend and Keyframe support too!
Under 15 seconds on a 3090 🤯
Runs on consumer hardware, with the smallest GGUF option being under 6GB. Works best in ComfyUI.
With generations this fast, why not give it a go?
--- FREE EXAMPLE WORKFLOWS!! ---
https://github.com/Lightricks/ComfyUI-LTXVideo/#example-workflows
~ Links ~
https://huggingface.co/Lightricks/LTX-Video
https://github.com/Lightricks/ComfyUI-LTXVideo/
https://huggingface.co/Lightricks/LTX-Video/tree/main
https://huggingface.co/wsbagnsv1/ltxv-13b-0.9.7-distilled-GGUF
https://github.com/Lightricks/LTX-Video-Q8-Kernels
https://github.com/nerdyrodent/LTX-Video-Q8-Kernels-3090
Want to support the channel?
https://www.patreon.com/posts/fastest-ai-video-129200630
== Beginners Guides! ==
1. MS Windows Beginners: Installing Anaconda - https://youtu.be/OjOn0Q_U8cY
2. Installing ComfyUI for Beginners - https://youtu.be/2r3uM_b3zA8
3. An Introduction to ComfyUI Workflows - https://youtu.be/VM9snsuoqBc
ACE-Step is a new, free and open source text to music generator with some inpainting / outpainting capabilities too!
Runs in under 10GB with ComfyUI native, or they have a Gradio web interface option too.
Generation times are LIGHTNING fast, with 4 minutes of AI audio taking just 20 seconds on an A100.
-- FREE WORKFLOW EXAMPLE! --
https://github.com/comfyanonymous/ComfyUI/pull/7972
Links:
https://github.com/ace-step/ACE-Step
https://huggingface.co/ACE-Step/ACE-Step-v1-3.5B
https://github.com/comfyanonymous/ComfyUI/pull/7972
https://github.com/billwuhao/ComfyUI_ACE-Step
https://youtu.be/6FBnKIjqT04
Want to support the channel?
https://www.patreon.com/posts/ace-step-open-ai-128457952
== Beginners Guides! ==
1. Installing Anaconda for MS Windows Beginners - https://youtu.be/OjOn0Q_U8cY
2. Installing ComfyUI for Beginners - https://youtu.be/2r3uM_b3zA8
3. ComfyUI Workflows for Beginners - https://youtu.be/VM9snsuoqBc
Pick an image, then change it via a prompt. Seems to be all the rage nowadays thanks to ChatGPT, but us nerds like Open Source things and the freedom to run stuff at home on our own computers.
HiDream E1 is the latest in the HiDream series, features an MIT license and works well with 16GB+ VRAM. It's a bit like inpainting - but without first needing to select a mask. Instead, everything just follows your instructions.
Change styles, remove objects, change items... so many things to try!
(One day I’ll even get seconds per iteration and iterations per second right as well :)
-- FREE WORKFLOW!! --
https://docs.comfy.org/tutorials/advanced/hidream-e1#comfyui-native-hidream-e1-workflow-example
== Links ==
https://github.com/HiDream-ai/HiDream-E1
https://huggingface.co/spaces/HiDream-ai/HiDream-E1-Full
https://docs.comfy.org/tutorials/advanced/hidream-e1#comfyui-native-hidream-e1-workflow-example
Want to support the channel?
https://www.patreon.com/posts/hidream-e1-now-128017969
== Beginners Guides! ==
1. Installing Anaconda for MS Windows Beginners - https://youtu.be/OjOn0Q_U8cY
2. Properly Installing ComfyUI for Beginners - https://youtu.be/2r3uM_b3zA8
3. An Introduction to ComfyUI Workflows - https://youtu.be/VM9snsuoqBc
HiDream has some great image to image capabilities. Change anime to photo, or photo to anime... and a whole lot more!
All you need is an input image combined with a good prompt and the right denoise...
Twitter post - https://x.com/NerdyRodent/status/1914019719469842892
== Workflow Options ==
There are two workflows shown in this video, giving you the freedom to choose the option that best fits your needs 😀
1. FREE LEARNING OPTION - Build it yourself in 60 seconds!
Starting with the HiDream Example Workflow - https://comfyanonymous.github.io/ComfyUI_examples/hidream/ - this video walks you through adding the nodes to create a powerful image-to-image workflow. Perfect for beginners who want to understand how ComfyUI works rather than just downloading files. Watch the tutorial section and follow along - you'll learn valuable skills while creating the workflow!
2. PREMIUM READY-MADE OPTION - Support the channel!
If you prefer a plug-and-play solution without building it for yourself, the alternative completed workflow file is available to channel supporters. Not as ideal for learners because it also uses custom nodes (KJnodes) to reduce spaghetti length 😉
https://www.patreon.com/posts/hidream-style-to-127382900
Remember: Following the tutorial teaches you skills that will help with ALL your future ComfyUI projects! 🚀
== Beginners Guides! ==
1. Installing Anaconda for MS Windows Beginners - https://youtu.be/OjOn0Q_U8cY
2. Installing ComfyUI Properly - https://youtu.be/2r3uM_b3zA8
3. ComfyUI Workflow Basics for Beginners - https://youtu.be/VM9snsuoqBc
4. HiDream in ComfyUI - https://youtu.be/-RtspvK0jzs
== Contents ==
0:00 HiDream Style Introduction
0:27 Updating the Comfy Hidream example workflow
1:22 New to ComfyUI - Dual Clip Loader for HiDream
1:40 Anime to Realistic
3:24 Realistic to Anime
4:14 Yarn Style
4:34 Wood Style in 4 steps
5:05 Ice-cream Style
5:32 Denoise vs input image
7:17 Prompting tips
8:20 Style Hybrids
9:29 Easy style
9:50 Keeping text
11:09 Model bias
11:31 HiDream Inpainting
HiDream is now supported in ComfyUI without installing any custom nodes! Use a variety of text encoders, and have fun with both FP8 and various GGUF options too :) It comes with a FOSS license, so freedom is yours.
With nothing to install it’s super easy to use for ComfyUI beginners, and HiDream is just a model download away.
I think the image quality is better, but why not take a look and find out?
Want to support the channel?
https://www.patreon.com/posts/comfyui-native-126854253
Links:
FREE WORKFLOW!! - https://comfyanonymous.github.io/ComfyUI_examples/hidream/
GGUFs - https://huggingface.co/collections/city96/gguf-image-model-quants-67199ef97bf1d9ca49033234
== Beginners Guides! ==
1. Installing Anaconda for MS Windows Beginners - https://youtu.be/OjOn0Q_U8cY
2. Installing ComfyUI for Beginners - https://youtu.be/2r3uM_b3zA8
3. ComfyUI Workflow Basics - https://youtu.be/VM9snsuoqBc
HiDream is one of the latest free and open source text-2-image models to be released, and also quite possibly the best so far...
Want to support the channel?
https://www.patreon.com/posts/hidream-ai-126445068
Links:
HiDream - https://github.com/HiDream-ai/HiDream-I1
HiDream NF4 - https://github.com/hykilpikonna/HiDream-I1-nf4
ComfyUI - https://github.com/lum3on/comfyui_HiDream-Sampler
OminiControl Art - https://huggingface.co/spaces/Yuanshi/OminiControl_Art
== Beginners Guides! ==
1. Installing Python for MS Windows Beginners - https://youtu.be/OjOn0Q_U8cY
2. Installing ComfyUI for Beginners - https://youtu.be/2r3uM_b3zA8
3. ComfyUI Workflows for Beginners - https://youtu.be/VM9snsuoqBc
WAN Fun Control is here and with both 1.3 and 14B models available, there's something for everyone! Bringing the power of control net to WAN AI Video, WAN Fun Control is an excellent addition to all of the recent WAN models. Apache licensed to boot, so who could want more?
Want to support the channel?
https://www.patreon.com/posts/controlnets-for-125976378
Wan Fun - https://huggingface.co/collections/alibaba-pai/wan21-fun-67e4fb3b76ca01241eb7e334
Workflows:
https://github.com/nerdyrodent/AVeryComfyNerd/tree/main/workflows
== Beginners Guides! ==
1. Installing Anaconda for MS Windows Beginners - https://youtu.be/OjOn0Q_U8cY
2. Installing ComfyUI for Beginners - https://youtu.be/2r3uM_b3zA8
3. ComfyUI Workflows for Beginners - https://youtu.be/VM9snsuoqBc
== More Flux.1 ==
* Flux.1 in ComfyUI - https://youtu.be/DLUx-mK4g0c
* AI Enhanced Prompting in Flux - https://youtu.be/4d5zIBNuMRA
* Train your own Flux LoRA - https://youtu.be/7AhQcdqnwfs
A WAN LoRA is quick and easy to train, but getting the right elements in your dataset is key. Plain backgrounds are great as they can simply be prompted away, and so aren’t a concern, but what about interacting with other characters?
This video will guide you through creating the ideal dataset for LoRA training - all using WAN 2.1 in ComfyUI!
Works great for both the 1.3B and 14B versions :)
Want to support the channel?
https://www.patreon.com/posts/consistent-for-125451952
== Beginners Guides! ==
1. Installing Anaconda for MS Windows Beginners - https://youtu.be/OjOn0Q_U8cY
2. Installing ComfyUI for Beginners - https://youtu.be/2r3uM_b3zA8
3. ComfyUI Workflows for Beginners - https://youtu.be/VM9snsuoqBc
=== More Videos ===
Remade AI WAN LoRA Collection - https://youtu.be/07MhTdONvg8
LoRA Training with ai-toolkit - https://youtu.be/7AhQcdqnwfs
Remade-AI has released a whole bunch on fun LoRAs for WAN Image2Video 480p! Squish, Inflate, Crush, Rotate, Cakeify and more are available - and they work right in native ComfyUI :)
Use their prompt templates, and get consistent results every time.
Ps. They’ve released even more now. Check them out!
Want to support the channel?
https://www.patreon.com/posts/wan-i2v-loras-124308228
Links:
https://github.com/comfyanonymous/ComfyUI
https://comfyanonymous.github.io/ComfyUI_examples/wan/
https://huggingface.co/Remade-AI
== Beginners Guides! ==
1. Installing Anaconda for MS Windows Beginners - https://youtu.be/OjOn0Q_U8cY
2. Installing ComfyUI for Beginners - https://youtu.be/2r3uM_b3zA8
3. ComfyUI Workflows for Beginners - https://youtu.be/VM9snsuoqBc
== More Flux.1 ==
* Flux.1 in ComfyUI - https://youtu.be/DLUx-mK4g0c
* AI Enhanced Prompting in Flux - https://youtu.be/4d5zIBNuMRA
* Train your own Flux LoRA - https://youtu.be/7AhQcdqnwfs
Use the amazing Loom nodes with WAN 2.1 1.3B text-to-video, and you too can do video-2-video in ComfyUI in under 8GB VRAM. Being a nice small model, 81 frames can be done in less than 2 mins on an old 3090.
Want to support the channel?
https://www.patreon.com/posts/fast-video-to-123923106
Links:
https://comfyanonymous.github.io/ComfyUI_examples/wan/
https://github.com/logtd/ComfyUI-HunyuanLoom
== Beginners Guides! ==
Unsure about downloading and installing programs on your computer? Start here!
1. Installing Anaconda for MS Windows Beginners - https://youtu.be/OjOn0Q_U8cY
2. Installing ComfyUI for Beginners - https://youtu.be/2r3uM_b3zA8
3. ComfyUI Workflows for Beginners - https://youtu.be/VM9snsuoqBc
WAN 2.1 is an AI Image and Text to Video model release you can run at home, on your own computer :)
Full tutorial - https://youtu.be/a_nI32cnJfA
#wanai #shorts #imagetovideoai
WAN 2.1 by WAN AI is a set of video models for AI video generation which seem to be very good indeed! Both image to video and text to video models are available. With native support in ComfyUI and free example workflows, WAN image to video and text to video have never been easier to install and use - just download the models!
With both 14B and 1.3B models available for text to video, almost any GPU will be able to run this one! 14B text and Image to Video models give even better results too, so why not give it a go yourself, at home, on your own computer? :)
I show the smaller and larger text to video models, image to video, options for smaller GGUF models from city96 and a way to train WAN LoRAs! All in under 10 mins 🤓
Want to support the channel?
https://www.patreon.com/posts/wan-ai-image-to-123251264
Links:
https://github.com/Wan-Video/Wan2.1
https://comfyanonymous.github.io/ComfyUI_examples/wan/
https://github.com/tdrussell/diffusion-pipe
https://huggingface.co/city96/Wan2.1-T2V-14B-gguf
https://huggingface.co/city96/Wan2.1-I2V-14B-480P-gguf
== Beginners Guides! ==
1. Installing Anaconda for MS Windows Beginners - https://youtu.be/OjOn0Q_U8cY
2. Installing ComfyUI for Beginners - https://youtu.be/2r3uM_b3zA8
3. ComfyUI Workflows for Beginners - https://youtu.be/VM9snsuoqBc
== More Flux.1 ==
* Flux.1 in ComfyUI - https://youtu.be/DLUx-mK4g0c
* AI Enhanced Prompting in Flux - https://youtu.be/4d5zIBNuMRA
* Train your own Flux LoRA - https://youtu.be/7AhQcdqnwfs
Conectar
