My biggest takeaway from @iscalelabs was how complex AI agent frameworks can be simplified into a well-organized folder system with Markdown files. Instead of constantly feeding AI massive prompts and repeating context, we can use a central AGENTS.md file as a map that directs the AI to the right folders, instructions, and skills. This creates a single source of truth, reduces unnecessary token usage, and makes the system easier to maintain and reuse across different AI models. What really made it click was the demonstration where an agent navigated through multiple folders and instruction files to complete a task without needing the entire workflow explained in the initial prompt. It showed how powerful simple file-based instructions can be. I'm currently building AI-powered workflows using Codex on my VPS, and this is exactly the approach I want to implement. My goal is to create a structured, reusable system where agents can navigate projects, access only relevant context, and pick up where previous sessions left off. The biggest realization: smarter AI systems don't necessarily require more complex frameworks. Sometimes better organization is the real game changer.

Hey everyone! I'm an IT professional and co-founder of a travel agency. I've been learning AI, building agents, and automating workflows, but I've realized my biggest bottleneck isn't technical. It's finding a problem worth solving, creating an offer people will pay for, and acquiring customers. My goal is to build an AI-powered product that generates recurring revenue rather than selling my time. For those who've made this transition: What helped you get your first paying customers, and what would you focus on first?

Hey Clief Notes fam! 👋 I'm Edgar from Latvia, and I'm excited to be part of this community! 🙋 A little about me: I'm an IT Administrator at a transportation company, passionate about AI, automation, technology, and personal growth. I'm also a husband and father of two, always looking for ways to work smarter, create more freedom, and spend more time doing what I love. 🎯 My current goal: Become the Head of AI & Automation at my company, while building AI-powered side businesses that generate additional income and eventually give me more financial and time freedom. 💪 What I'm currently building/working on: I'm involved in developing an AI assistant for our company and exploring ways to automate internal business processes. On the side, I'm experimenting with AI agents, automated workflows, and building digital businesses, including a travel-related startup. 🤔 My biggest struggle or question right now: There are so many possibilities with AI that it's easy to get distracted by new tools and ideas. My biggest challenge is turning all this learning and experimentation into real, measurable results, both at work and in my own businesses. I'd love to connect with people who are already successfully implementing AI automation or making money with AI-powered businesses. Let's get it! 🚀

Welcome to Clief Notes. Here’s where to start. 👋 You don’t need to watch the entire classroom before trying something. Pick a starting point, make something small, and bring your questions back here. 🧭 Find your way around Navigating the Course shows you what’s here and how to get around. If you’re new to working with AI, start with The Foundation. We work through prompting, context, and organizing your files so you can give an AI a job you can actually check. You’ll find guidance for Claude Code and Codex, plus a regular chat route where you save the files yourself. 💬 Use the check-ins At the bottom of the lessons, you’ll find polls and discussion posts. Share what you tried, what worked, and what needed correcting. If something doesn’t make sense, post the lesson and timestamp. “I got stuck right here” is a perfectly useful question. 🏆 Put something into practice Visit the Competitions Mega Thread for the current challenges, rules, and prizes. It’s a good excuse to finish something and see how other people approached the same problem. 📦 Looking for more? Premium: Explore The Vault for practical packages, templates, meeting takeaways, and worked examples. VIP: Head into The Drawing Room for VIP sessions and resources. Post your work. Ask questions. Help someone else when you can. What are you here to build—or what’s one task you’d love to make easier? Tell us below.

❤️‍🔥Update: I really appreciate this community supports, like truly! ❤️ I need one more favor from you, my teaser has made to the voting stage for Top 73!! If you already have an account with Higgsfield, please come vote for my sons and I. https://200k-vote.higgsfield.app/#f297af4bd-3a6d-4b38-a0af-496f46717fb9 Search for "danney" *Vote closes on Oct 23rd. Couple folks asked me how I made this teaser from last week sessions. I put together a little something to help you make yours. All the prompting and guide can be found here: https://danneytrieu.github.io/vibe-film-sessions/drawn-case.html https://www.youtube.com/watch?v=FY6h0bes33c