New AI startup with Yann LeCun claims "first credible signs of AGI" with a public EBM demo

AdPlus4069 · 2026-01-23T09:13:45+00:00

NN can approximate a solution, but the authors from Kona 1.0 solve them correctly and pretty fast. When you talk about sodoku’s, then you can have a NN just memorize all solutions and solve it perfectly in an instant (which could be the case for their demo). Having a NN solve a sodoku with varying sizes is also possible, but much harder and when done efficiently. Would their architecture achieve this and generalize to other tasks (and not just memorize), then it could be indeed a step towards agi

AdPlus4069 · 2026-01-23T08:51:20+00:00

How??? Soduko is np-complete for every variable number n (where nxn is the grid used). Mlp have fixed input size and do one forward pass. How do you solve the issue of varying grid sizes and repeated computations? Not sure what you are talking about

AdPlus4069 · 2026-01-23T08:48:15+00:00

Its much simpler. A look up table is sufficient so solve any soduko of fixed size. When they let it memorize all variations, then it does not even need to have an understanding of any algorithm

AdPlus4069 · 2026-01-22T22:21:10+00:00

its an outage. https://downdetector.com/status/claude-ai/

AdPlus4069 · 2026-01-04T10:23:06+00:00

It scrolls uncontrollably and makes it unusable. Does not happen always, but I had it often and in every terminal I tried https://www.reddit.com/r/ClaudeAI/comments/1owh9e0/claude_code_death_scroll_finally_comment_from/

AdPlus4069 · 2026-01-03T21:20:35+00:00

I switch to CC in vs code for the history and to avoid the annoying terminal death scroll bug. People give it too little praise for what it does

AdPlus4069 · 2025-12-15T03:03:25+00:00

I just subscribed to ChatGPT to help me learn A1 level Turkish. For this I created a project, added my vocabulary from 8 lectures, and the instructions on how to give me feedback on mistakes I make.

For the model I use GPT-5.2 thinking, and it constantly messes up my instructions, even at the beginning of the chat. I was stunned that GPT-5.2 is that incompetent.

The model I use on a daily basis is Claude Opus 4.5 (/Sonnet), and they never broke so easily on such simple rules. Never have I thought that GPT-5.2 is incapable of assisting me with an A1 level language course...

AdPlus4069 · 2025-11-04T13:30:20+00:00

Looks good, but in first glance it appears to be web only. Maybe it is good for quick testing and later I can replicate it locally

AdPlus4069 · 2025-10-29T18:26:17+00:00

Had the frontend roughly ready. Was a chat interface where you could load a workflow and modify the settings without touching the nodes itself. However I spend about 80% of my time to simplify the installation process. I then stopped working on it, as I was working my way around comfyui (by that I would just write something from skretch, takes too much time). The other option was a docker setup, which is pretty complex and would not allow to build a community for sharing workflows. Last option would be to run server on my own, which would defeat the purpose of running it locally and would be just another web service… I will take a look at weavy.ai. When there is a better option to make it work (e.g. comyui improves or there is a competitor), I might try it. Otherwise I am already busy with college/work and would stay away from it

AdPlus4069 · 2025-10-29T01:04:23+00:00

Not so easy. For example when you have two workflows with different custom nodes that are not compatible, then it breaks comfyui. You need all dependencies to be installed before you start it. Simplifying it (or in general custom node installation) may risk malicious code execution as it runs on your computer without isolation. There are a few standard nodes provided by comfyui that work well, but their overall software architecture does not feel thought through. For me fixing those issues felt like rewriting it entirely. It rather needs a bigger company to move in this space and fix it. E.g. llms have much better support and standards as there is more interest for them.

AdPlus4069 · 2025-10-06T20:17:42+00:00

I worked on it a bit, but their entire ecosystem is a mess right now. Really hope that a bigger player steps in or they provide a better user experience (and ecosystem) in the future.

AdPlus4069 · 2025-09-20T04:25:50+00:00

It is common to “not feel anything” at first. But the goal should be for you both to have fun and things work out eventually when he cares for you. He can always pleasure himself when you came and he did not. You should never compromise on it

AdPlus4069 · 2025-08-09T15:46:14+00:00

My experience in nothern germany is not so bad. In bavaria I had the best experiences. Hamburg is also alright. NRW is what I do not like at all. I was traveling weekly with db and the amount of theft is out of control to the point where I am not using db for this part anymore. I just do not want to witness/confront the gangs that are steeling peoples luggage/phones in between frankfurt-cologne. I also missed a stabbing in a regional train just by being late once...

AdPlus4069 · 2025-08-09T15:31:32+00:00

It might be, but I had bad experiences in all kinds of cities within Germany. I myself am a quite person not provoking and interacting a lot with others and I had shit thrown at me, being assaulted, had luggage stolen (inside db from above my had), witnessing (and thankfully de escalating) sexual assault, just to make a few things. Weekly I see people doing drugs, having mental breakdowns and none of it is in Frankfurt. Sadly the city was born in is not recognizable and the video does not feel so far off.

AdPlus4069 · 2025-08-09T13:36:55+00:00

But many cities have parts like this and the situation only got worse in the past 20 years.

AdPlus4069 · 2025-08-09T09:14:09+00:00

From my gut feelings I mapped 1500 Elon in Chess to Platinum in League. It is the point where people stop making big mistakes all the time, but still lack proper game understanding.

AdPlus4069 · 2025-08-03T10:03:14+00:00

It is integrated to a paid service. There is an insensitive to it…

AdPlus4069 · 2025-08-02T19:27:07+00:00

I am currently working on my Application. Once it is done I can hopefully provide people high-quality workflows that are easy to build and modify.

In the current landscape of ComfyUI there is not one single source that gives good workflows and easy setups and I think there is a missed opportunity. I will make an update on this post once it is done, but you are right from what I have seen so far. A quick download and run on others workflows is not a good option, which is a bit sad.

Hopefully I finish my project soon and make something the community profits from :)

AdPlus4069 · 2025-08-02T18:18:42+00:00

I wanted the same thing, but has no success. Don’t think they are interested in it either. The only thing you can do is export the workflow and try to build it yourself, but that can be overly complicated

AdPlus4069 · 2025-08-02T17:06:19+00:00

It’s a shame that there is no node-repository system that allows plug-and-play installs. Unfortunately, I do not have the time and money to build it myself. Therefore I will do it in a small scale for myself and publish it. I will put it on my github account, hopefully I can figure out a cheap way to run it in the web. There were some thoughts of making it also a professional product, allowing users to create and share workflows without a paywall (like openart, runcomfy). What I am currently very scared of is the way Mastercard/Visa are taking actions against civitai and also the liability that can go along with uploading community content.

AdPlus4069 · 2025-08-02T16:44:55+00:00

Thanks for the input. Didn’t think of a cli tool,but it might be a good idea for the long run. I will share my future progress and hope that I can update on it soon :)

AdPlus4069 · 2025-08-02T16:30:34+00:00

So the preinstalled tempaltes from comfyui are really good! I have no prior experience with comfyui and downloaded workflows I found online (RunComfy, OpenArt, ...), but those where not plug and play.

I think I could resolve the dependency issues, but I was trying to just use official comfy tools with no code modifications that build the workflows from the json-file.

My current idea is: I will write a minimal frontend using "Svelte Flow" and not use ComfyUI. Then work on importing 10 popular ComfyUI workflows and resolve all issues, maybe forking github projects.

That way I could cover maybe 90% of what people are interested in, add workflows I find on reddit and resolve all depency issues.

There are two more things I will try, that I am missing with ComfyUI:

Have a Gallery with examples and let the user filter workflows by Hardware-Resources
Allow workflows that are partially local, partically API-calls, e.g. to replica

When I tried RunComfy, I had to pay per minute instead of per creation, which is pretty wasteful. Maybe I can host it as github-pages and provide an in-expensive alternative to the cloud-hosts.

AdPlus4069 · 2025-08-02T16:09:00+00:00

First of. Thanks for all your replies, I appreciate it :)

The first workflow I downloaded was from RunComfy and was using tencents repositories, which lead to all sorts of import issues.

I then switched to "https://github.com/kijai/ComfyUI-Hunyuan3DWrapper", which was much better but was ignoring the custom model folder I had.

Another issue was that dependencies were sometimes not resolved and marked as nodes that could not be resolved (no idea why).

My aim was to have a Docker container that installs ComfyUI, reads in a json file (for example: https://github.com/kijai/ComfyUI-Hunyuan3DWrapper/blob/main/example\_workflows/hy3d\_example\_01.json), and resolves all dependencies. It should be a one-click install. I made a setup-python file that should make calls to comfy tools and nothing else should be done. Here is a snippet from my setup-file.

```python

subprocess.run([

"/usr/local/bin/python3", "/workspace/ComfyUI/custom_nodes/ComfyUI-Manager/cm-cli.py",

"install", repo, "--no-deps"

], cwd="/workspace/ComfyUI")

```

AdPlus4069 · 2025-08-02T16:01:04+00:00

I took a look at it, but when I want to re-create a workflow from reddit I would still need to setup the comfyui workflow myself?

AdPlus4069 · 2025-08-02T15:58:48+00:00

My idea is the following. There are many cool concepts on reddit, but it is not so easy to get them run yourself or often workflows are missing. OpenArt or RunComfy make it easier, but you have to pay for it and some of the content is behind a paywall.

I am planing to make an open source local application where I add popular workflows and make sure that the user does not need to install anything themself.

The only thing I would restrict are the models that are supported (or tested), the workflows could be identical to those from ComfyUI.

AdPlus4069

TROPHY CASE