Not long ago I had absolutely no background in programming. I started learning out of pure curiosity after discovering AI and realizing how powerful these systems were becoming. At first everything felt overwhelming syntax, debugging, concepts I had never seen before but I kept showing up every day and building small projects. Fast forward a few months later, after countless hours of learning and experimenting, I managed to land my first role as a Junior AI Engineer. The journey wasn’t easy, but it proved to me that with consistency and the right resources, changing careers into tech is actually possible. I'm curious, has anyone else here made a similar transition?

No App, No typing, No training needed... Just speak --> get a professional PDF Invoice in second. Here the workflow : 1. Contractor sends a voice message on Telegram 2. Whisper AI transcribes it 3. GPT-4 extracts items, quantities, prices 4. A professional PDF invoice or Angebot is generated automatically 5. Bot sends the PDF back instantly on Telegram Full stack running in production: → n8n on Hetzner VPS 🇩🇪 → HTTPS via domain kinvoice → Telegram Bot as the UI → html2pdf for document generation → Multi-document support (Rechnung + Angebot) The contractor doesn't need to learn any software. They just talk. The bot does the rest. This is what I'm building for German SMEs — simple AI automation that saves hours every week. Onboarding first customers now.

Did anyone try folder structure yet?What is the most difficult step in this architecture?

As I make quite a few custom websites, I often had to go online to find a tool to convert images to other file formats such as webp of avif and I ran in to free tier limitations too. As we're all about skipping the manual work, I figured I build a tool for myself. It's mainly meant for CLI but also has a web interface for those who like it. It also has a skill file, so your agents can learn how to use it. Ofcourse I'm not keeping it to myself, I hope many people enjoy it: https://www.npmjs.com/package/@dutchbase/img-convert

At the end of each session, I often find myself instructing my agent to add or update my project documentation, add a changelog entry and commit to git. So I created a /finished command which I run after each session with noteworthy changes, works great for me :)