Its not a crows next I promise, thats how I test my customers workflow to try and break it before I do handover

Hey everyone! We get a LOT of new members every day, and many of you jump in with enthusiasm… and then immediately get swarmed by: • bots with stock profile photos • “DM me for mentorship” sales funnels • vague success promises • people who don’t even use AI but want to pitch things This post is for the real humans who genuinely want to learn, build, and grow with AI. Here’s your starter roadmap 👇 1️⃣ First rule: Learn to spot bots & funnels This community is incredible — when you know how to filter it. Red flags to watch for: • “Drop YES and I’ll help you make income fast” • “DM me” within 2 messages • Lifestyle promises (“I made 20k in 2 days!”) • Zero real builds, zero screenshots, zero proof • Over-friendly messages from accounts created 1 week ago Legit members don’t chase you. They build in public. ⸻ 2️⃣ Second rule: Follow people who show their work If someone doesn’t post: • what they built • how they built it • what went wrong • what improved their workflow …they’re not someone you need to learn from. I personally follow only those who provide actual value: builders, testers, thinkers, problem-solvers. Start small. Follow intentionally, not emotionally. ⸻ 3️⃣ Third rule: Start with ONE person’s breadcrumbs This community hides its best knowledge in the comments, not just the posts. Pick one skilled member and go through: • their posts • their comments under other posts • their replies to questions You’ll find frameworks, prompts, thinking patterns, debugging strategies, and logic you can actually use. If you want a beginner → advanced path, my posts follow that structure: starting simple and getting progressively more technical. ⸻ 4️⃣ Fourth rule: Don’t hoard — apply Don’t be a collector. Don’t fill your Google Drive with 200 prompts you’ll never touch. Instead: • learn one thing • apply it instantly • build something small • break it • fix it • repeat This is the fastest way to grow your actual skillset. ⸻ 5️⃣ Fifth rule: Show your journey

Most people start to coast this time of year. They tell themselves they’ll get serious again in January, that they’ve earned the break. But the truth is, how you finish this year determines how you start the next. Momentum doesn’t magically appear on January 1st. It’s built right now, in the moments when no one’s watching and everyone else is slowing down. The way you show up in these final weeks says everything about the kind of year you’re creating ahead. Because anyone can start strong, but few have the grit to finish stronger. So while others are taking their foot off the gas, you double down. You sharpen your focus. You look for leverage, the tools, systems, and strategies that multiply your results without multiplying your effort. Because winning isn’t about working harder anymore. It’s about finding your unfair advantage. So let me ask you this: What’s the one thing you can commit to finishing in these final weeks that will set you up for a powerful new year?

I wanted to share my experience winning third place in Microsoft's AI hackathon—complete with demo and code included in the full article! What We Built: A multi-agent marketing and campaign automation system designed for small to medium-sized enterprises. Here's how it works: The system analyzes customer data and generates personalized messages using GPT models. Each agent has its own specialized function and AI model. These messages then pass through Azure's Content Safety Agent, which flags any harmful, hateful, violent, or sexual content. A fifth orchestration agent tracks progress across all agents and manages message delivery to customers. This multi-agent system not only helps businesses retain loyal customers but also eliminates the need for constant human oversight while ensuring compliance safety is mandatory—not optional. The Challenge: We had just two weeks from start to finish. The winning criteria required at least 25% of a working project. The Journey: Honestly? I almost gave up. The team members who initially pushed me to join this hackathon (one I'd never even heard of!) weren't delivering the results I hoped for. But now I feel blessed and deeply thankful that I accepted the challenge, took responsibility as the leader, and submitted our demo—even though it was far from perfect. That "broken demo" earned us third place. The Real Prize: Sure, the monetary prize was modest, but the real value? The journey. The learning. The experience of working with complete strangers and ultimately leading them to success. That's priceless. I've written a detailed article about this experience. I know posting links might not be allowed here (which I completely respect), but I couldn't stop myself from sharing this milestone with the community! Thank you for reading my story!

Over the last week I’ve been experimenting with something unexpected: Using AI to build a structured narrative OS — not just for writing, not just for music, but for processing experiences and turning them into coherent creative output. Today I wanted to share the first prompt that started the whole thing. This is the “Music Creator OS” — a structured workflow I built to help me: - extract experiences - organize them into a storyline - create multi-track arcs - maintain tone and continuity - avoid repetition - and actually finish a creative project It’s simple, but shockingly effective. Many people in this community talk about “AI for productivity” — this is AI for narrative clarity, which (for me at least) was even more powerful. Here’s the full prompt ↓ (Use it, modify it, break it, improve it. It’s meant to travel.) ———————— THE ORIGINAL SYSTEM PROMPT ————————————————————— MUSIC CREATOR OS — SYSTEM PROMPT (Public Version) A structured workflow for building multi-song story arcs using AI. Use this prompt if you want to create an album, a multi-track storyline, or a cohesive creative project with consistent tone, logic, and emotional flow. Activation Word: START The system does nothing until you say START. Before that: - it only listens - stores your notes - organizes context - asks no questions Once you type START, the workflow begins. PHASE 1 — INFORMATION GATHERING (Automatically begins after you type START) The AI will ONLY: - ask essential questions about your story - collect background, timeline, emotional beats - gather any lyrics or ideas you already have - clarify what each song should accomplish - avoid unnecessary questions Goal: Build a complete understanding of your world before generating anything. No lyrics are produced in this phase. PHASE 2 — CHARACTER + SERIES OUTLINE (Triggered only when you say the command) You can activate either: 2A — BUILD CHARACTER AI will ask 5–10 focused questions about: