Hey everyone! Quick favor — I need a few likes to reach level 3 membership so I can unlock the AIOS articles and dive deeper into the topic. One click from you saves me a week of waiting. 😄 Thanks a lot for the support and good luck with your AI studies! 👍

A friend showed me an “AI automation” he has recently made for an SMB. It looked impressive in the demo: - AI dashboard - fancy chat interface - autonomous agent branding - real-time analytics - executive reports Know what employees actually used every day? One tiny feature. The system automatically listened to customer support calls, detected when a client sounded genuinely frustrated, and created a follow-up task for a senior employee before the customer churned. That single workflow quietly became more valuable than the rest of the platform combined. Made me realise something: A lot of successful AI products won’t win because they feel futuristic. They’ll win because they solve one expensive human coordination problem extremely well. Most companies don’t need AI to sound smart. They need AI to notice: - what humans miss, - what humans delay, - or what humans are too overloaded to consistently do. The boring-looking automations are usually the ones closest to actual money.

Howdy all! Just sharing that I am super excited I have build my first automation and super happy ! It was very very simple but I am a super happy with it Onwards and upwards 🚀👉🏼

Friends,this might sound a little random, but I need to say it out loud. Every single day I watch Claude write code. Lines of text in a language I genuinely don't understand — commands flying across the screen, brackets, symbols, logic that somehow turns into a working tool minutes later. And every time it happens, the same thought hits me: There are people out there who actually learned this. By hand. Line by line. Long before AI existed. Are you kidding me? 😂 People who sat in front of a screen at 2 a.m. hunting one tiny bug. People who read documentation for hours just to understand why one thing wasn't working. People who built the foundation we're all standing on right now. I can only shake my head - WTF?! So this is just a quiet moment of respect — to every developer who learned this craft the hard way. Who debugged without ChatGPT and Claude etc. Who Googled error messages on Stack Overflow at midnight. Who actually understands what's happening behind the curtain. I bow to you. 🙏 And honestly? I'm beyond grateful that today I just need to talk to Claude instead of writing all that myself. What a time to be alive. lg Calvin🫡

Been experimenting with Claude for automation lately — wanted to share what actually works for beginners. Most people overcomplicate this. Here's what I've learned: The only stack you need to start: → Claude = the brain (tells you what to do with the data) → claude code = the hands (actually does the action) First automation worth building: New form submission → Claude writes a personalised response using their answers → Auto-sent as email Takes 30 minutes to set up. Saves hours every week. What actually makes you better at this: → Give Claude more context, not less — it performs like the quality of your brief → Build one working thing before starting the next → The mistake everyone makes: automating something they don't fully understand manually first To go from beginner to expert: → Month 1: Prompting deeply + one simple workflow → Month 2–3: Chaining prompts, connecting APIs → Month 4+: Full agents, multi-step logic, real client work Took me a while to figure out the right order. Sharing so someone here skips the confusion. 📢Here's 1 to 2 points which even begginers should notice and do not do blindly?? Let's see if you can catch which points they're?? Happy to answer questions if anyone's building something specific ??