Hi everyone! 👋 I’m excited to be part of the Useful AI community. I’ve been exploring AI automation and building workflows that make everyday tasks faster and easier. I’m especially interested in learning how businesses are using AI in practical ways - not just as a cool tool, but to actually save time, improve processes, and create better results. I joined this community to learn from others, share ideas, and connect with people who are building useful things with AI. Looking forward to meeting everyone and seeing what you’re working on!

I’ve been thinking about what makes an AI workflow truly reliable—not just something that works perfectly during testing. Once real people start using it, you get messy inputs, unexpected edge cases, tool failures, and outputs that look correct but are actually wrong. Adding validations, retries, logging, and human review helps, but it can also make the workflow much more complicated. For those building AI workflows in production, how do you decide when a workflow is reliable enough to release? Do you use a specific success rate, testing process, confidence threshold, or monitoring setup? I’d love to hear what has worked for you and what you learned the hard way.

Hey gang, There was a lot of talk in KJ’s business automations course about handling context and tokens and making sure Claude has just enough, and not too much. I know he mentioned using Claude to hand off context to itself when needing to create a new chat, but my questions are: How do you know when you’re supposed to hand it off? What happens when you give it too much context, and how do you know when you do give it too much? what about not enough? **also what was that Caveman mode that Claudian had when KJ typed “yo”?? lol I think that’s smart in order to save on token usage, how would I set that up? thanks 🙏

My name is Dylan Murray. I am pumped to be apart of this community, it looks awesome! I am the founder of automation SaaS company ClickFlow Automation. I also just started my own community and coming along quite well, it’s been a blast. I’ve been in the automation space for 2 years. I started out doing automation freelance work on Upwork building workflows for businesses using n8n and make.com. Then about 7 months ago I created ClickFlow, which is essentially a marketplace of automated agents that require zero technical setup and no coding or automation experience. I noticed the biggest problem is that you either have to pay a freelancer way too much to create and maintain a single workflow for you or you have to spend months learning how to create one automation yourself that barely works. So I decided to create something that eliminates all that. I’m on a mission to help 1,000 entrepreneurs automate their business and I look forward to making new connections here, learning, contributing, and providing value!