Project/issue nodes are knowledge that can be graphed

Meta: I've created this issue because it's better on paper than in my head. I don't expect this to be on the roadmap since there are massive improvements in Project Browser already happening, and it would take a gigabrain to action which I'm not, or at least I have too much context switching to effectively scratch the itch.

Great idea. First it can be done as an experiment and then see the results.
It looks like a very interesting post, I will read it.

One of the big problems we have in contrib is duplicate modules that don't really explain that they are duplicates. And there are more than a few half-finished module comparison pages. If someone gets to a Geofield type module, then they should be suggested other modules and be able to see quickly what the relative stablity and popularity of these modules is. I don't think we should sweat out fixing the metadata issues, I think this will be solvable with some sort of machine learning, because if you look in those modules you do find issues like "How does this differ to ..." and "Is there going to be a D10 version?" which I use to do a deep evaluation.

Yes! Another example of this I described here: #3241544-7: Add filter by project dependencies (ecosystem) →

(P.S. I had a lengthy talk with AI about that ctools question, and discovered in detail that its many features listed in description was mostly incoporated in Drupal 8/9/10 core, and that module is just mysterious remnant from the past), but forgot again why it is still exist and most popular with 113,003 D8 installs.....)

Ctools is used with a few legacy projects that have some utility. You can use page_manager module for example, it does a thing.

Task can be simplified.

1. Do experiment only
2. Visualize modules only (without issues for now)
3. Use hosted AI (for example, openAI or other hosted service like HuggingFace) instead of local AI like described in the article.
4. Use Drupal instead of other many fancy tools like described in the article

I drawed a mindmap implementing this with Drupal:

It will probably not work out-of-the-box for this usecase, but it means it is an opportunity to improve Drupal modules where features are missing for this.

Links:
1. Videos about AI interpolator capabilities https://www.youtube.com/@drupal_ai/videos
2. https://www.drupal.org/project/huggingface →
3. https://www.drupal.org/project/aiprompt →

Drupal doesn't feel like the right tool for doing ML. But i kinda dig that there is a community forged pathway so I suspend my judgement :D

With AI, a lot of new things become possible :-)

Let me try that another way... Firefox is a good tool but you don't need drupal to run it :D

You are right about using many different tools in general.
But If I would do this experiment, I would do it with Drupal, because it is simpler and faster (for me and possibly for other Drupalists). And AI accelerate missing features development.

The future: we ask AI and it builds the tools we need. At least that is my version of the future.

Do you have examples of a drupal site is fitted out with AI tools? For examples i can run `composer create-project foo/drupal_ai_demo`?

@Marcus_Johansson started working on one https://www.drupal.org/project/woa_simplytest →
With Drupal Recipe initiative and Starshot → , there should be possible to quickly spin up various workflows:
https://kanopi.com/blog/the-comprehensive-guide-to-drupal-recipes/
https://workflows-of-ai.com/

Well, this is the thread where you can post examples (gitpod, or ddev quickstarts) that people can test. Your challenge is offering solutions which are palatable and fit into how the Drupal project operates (CI, ethics, etc).

New related module https://www.drupal.org/project/ai_knowledge_graph →

Oh nice!

I see the value here in asking an LLM "what modules should I use to accomplish X?" - and I think it would be a great thing to bolt on to PB someday, maybe.

Note that I use AI/ML (an actual custom clustering model - not just "ask the LLM") to actually feed the descriptions of the Top 100 modules into an LLM and have it come up with word clusters as one of the ways we came up with our new list of 19 categories. 😉

"what modules should I use to accomplish X?" - and I think it would be a great thing to bolt on to PB someday, maybe

For this particular feature, FreelyGive team have built a working demonstration here: http://project-browser.freelygive.io/

@chris - I intentionally tried to keep the title loose. There is a tendency for people to say "plug in to Open AI" but I don't think integration into a commercial service is the way to go and a lot of the drupal modules I've seen are basically doing just that. But it would be silly not to have a place to discuss ideas.

@mindaugasd love the examples, but i think the API integration is just not going to happen within the actual Project Browser code base.

New API integration is https://www.drupal.org/project/ai → , which enforces implementations to use key module by default :-)

I think you misunderstand me, it looks like your demo is connected to OpenAI. Project Browser wouldn't do that out of the box.

Do any of these integrations you work with allow you to embed a "small gpt" and avoid connecting to commercial services?

That is one of the reasons AI abstraction layer was created.

Drupal being a truly open project has to ensure users can choose which AI service they want to use instead of depending (hard-coding) a single one, therefore Drupal needs an LLM abstraction layer separating and decoupling Drupal features from AI services, enabling to quickly switch service provider when needed without any hassle.

More at 📌 Create LLM abstraction layer Active

I think AI module is well place to be part of Drupal CMS within starshot initiative, so module has to be not too much bloated and bundled with features people most commonly use, and also solid features prepared to be in Drupal CMS.

More at ✨ Create AI ecosystem "add-ons" page Active

In general, people show demand to experiment with local AI. So if there is demand, it could be included.
[...]
Another question is how to make it easy enough and accessible to regular Drupal CMS users. How does one install it on the server actually. How much knowledge, investment and experience does it require to do it in the proper way.

More at 📌 Ollama LLM Provider Active with actual experiments/process to run it,

As per 📌 [meta] Discussion: what LLM providers to include Active AI module currently have support for these options to run local or open AI:
Ollama 📌 Ollama LLM Provider Active , LM Studio 📌 LM Studio LLM Provider Active , Hugging face 📌 Huggingface LLM Provider Active , discussion about jan.ai 💬 Can a module be provided for use with Jan.ai as a provider? Closed: won't fix .

embed a "small gpt" and avoid connecting to commercial services?

Added issue ✨ WebGPU support Active , which is most local and simple way.

Related: #3388701: Talking with content - is it the content management of the future? (plus Python side question) →