I spent months on the wrong half. Better prompts, retries, error handling, a cleaner graph. The pipeline got solid and the output was still something nobody acted on. What changed it was the input. I stopped feeding it everything I could scrape and started feeding it only what is actually moving in the niche right now, with the reason it worked next to it. That part runs on an AI app now, but by hand it is the same thing: ten pieces in a doc, and one line each on what they promise. Three things I would check before building the next one: - Write in one sentence the decision this thing is supposed to make easier. If you cannot write it, you are building a demo. - Feed it less. Ten good examples with the reason they worked beat a thousand scraped rows. - Check the input by hand once a week for a month. A broken input never throws an error, it just produces confident nonsense. On my side this feeds content, and last month it put me past a million views while recording less than before. If anyone is building something similar, ask here and I will tell you where I went wrong first.

Step by step tutorial on how to build a speech to speech AI voice agent with OpenAI's new GPT-Live-1 model with LiveKit & Codex using GPT-6 Astra. This setup EASILY puts a fully functional AI phone receptionist on a real phone number that anyone can call. You'll see how to use Codex to build and deploy the entire system without writing a single line of code, connect a phone number, and add live tool calls so your agent can pull real time data mid conversation. Check it out! 👇

just watched this one. hes 20 and ranks 45 things hes built with ai this year, including the ones that havent worked. one is an agent that scrapes job ads where companies are paying 50 to 80k for work ai could do. he put it in d tier because its had conversations with business owners but no deals yet. rare to see someone rank their own lead gen that honestly. the s tier stuff at the top is worth the watch too. https://youtu.be/u5QBtwGCZ-A im in his skool community too, its free and ive learnt a lot in there. the templates and the sales vault are in his inner circle https://www.skool.com/kvk-automates-ai

Every business has tasks that waste time, lose leads, or create unnecessary manual work. Maybe it’s: - Lead follow-ups - Customer support - WhatsApp messages - Data entry - Sales - Appointment booking - Reporting - Repetitive admin work What’s one business process you wish you could automate right now? Drop your problem below I’ll suggest a practical AI automation solution.

Wrapped up the n8n Professional Certificate program this week. I already build in n8n regularly, but I went through it anyway to revisit the fundamentals properly. Glad I did, because a few things I'd been doing on autopilot finally clicked. It's 3 courses, all hands-on with real exercises (not just watching videos): 🔘 Essentials: Your First Workflows - triggers, core nodes, workflow logic 🔘 Integrations: APIs & Connected Workflows - connecting third-party apps and handling real API scenarios 🔘 In Practice: AI, Testing & Best Practices - adding AI to pipelines and testing them properly before shipping If you're just starting out, this is a solid path. If you've been building for a while, it's still worth it for the testing and best practices part. Big thanks to n8n Academy for putting together such a well-structured course.