I have been building tons of applications.
My latest one is Gitroom. It helps you to:

Schedule your posts on multiple social media platforms and cross-post them to publishing platforms such as DEV, Medium, and Hashnode.
Track your GitHub repository metrics
Monitor GitHub trendings

(it's open-sourced 🙏🏻)
That's nice and all, but here is the real kicker.

Add AI to your application

I see tons of AI libraries every day, and most of them are really cool, but I ask myself, will they help me in real life?

Yes, babyagi might be the next big thing. But honestly, I don't see anything I can do with it.

So what can you do with AI, and what do people usually do?

I think in today's ChatGPT world and local LLMs, the use case is pretty simple:

Auto-complete content - perfect for Gitroom to let you generate additional information or use something like GitHub copilot.
Automation - You pass content to the LLM, which returns a JSON with operations you can perform.
Function calling - Mostly with ChatGPT, you pass different functions to the LLM, and they decide which one to run.
Miscellaneous - Classification, translation, etc.

I think "function calling" is not leveraged enough because adding it in a way that makes sense is complex.

Help your users with everything

I admit I love to build stuff, but I sometimes skip developing a good UX, which causes people to leave the system because they don't know what to do.

I think inherently, if you build systems for developers, you can get away with it - because they are more sophisticated.

But that is mostly not the case.
You should have:

This is where AI can save you without writing too much code.

So, one of the things more and more companies offer is a chatbot that can interact with your data and perform actions for the user.

For example, I can tell the chatbot I want to schedule a new post for Gitroom at 7:00 p.m. US time.

And it will do it for me.

The problem with most of the solutions I found is that they are:

Not open-source
It is not an infrastructure product but a complete product that is mainly for product managers.

So, I found this incredible open-source library licensed under MIT - which is fantastic.

It's just a chatbot sitting on your right sidebar.

You feed it with:

Once you have finished doing that, it's just like magic.
Does somebody want to schedule a post?

It will trigger the schedulePost function.
Of course, it uses the ChatGPT "function calling" in the background, but it simplifies everything.

I think it fits any app. You can use it with big LLMs like ChatGPT / Gemini, but also with smaller ones like LLAMA2 and Mistral.

I started a new YouTube channel mostly about Tech, open-source, and marketing :)

If that's something that interests you, feel free to subscribe to it here:
https://www.youtube.com/@nevo-david?sub_confirmation=1