I started my AI automation journey. Right now, I am a complete beginner. How should I market myself as an agency or a freelancer.

The old way of developing software is dead. Meticulously designing architecture, manually writing every function, and spending days debugging a single error takes too long. The new way? Vibe Coding. Instead of treating AI as a simple autocomplete helper, let it drive. You steer the product vision while large language models (LLMs) like Google Jules or OpenAI handle the heavy lifting. Here is my exact, high-speed development workflow: 1️⃣ The Handshake: Keep system architecture high-level. Define the flow of the product, user experience, and priorities—then let the LLM translate that vision into working code. 2️⃣ Self-Contained Dev: Use tools that spin up their own environment, compile, test, and execute code in real-time. This eliminates terminal context-switching friction. 3️⃣ Aggressive Prompting: Instead of over-analyzing every git diff, prompt the AI to make changes dynamically (e.g., "convert this snippet to TypeScript" or "make this API call asynchronous"). 4️⃣ Error-Looping: If something breaks, don't hunt through lines of code. Paste the raw error trace back into the AI. Nine times out of ten, it delivers a working fix instantly. 5️⃣ The Last Mile: Dedicate the final phase entirely to polishing, manual bug-fixing, edge cases, and tightening security before pushing to production. By shifting focus from syntax to orchestration, you can take a custom application from an idea to a working demo in days instead of months. Want to steal this workflow?

Hi, I potentially have a new client for an AIOS build but I am wondering how to structure the agreement out. I assume a hefty set up, can someone give me a ballpark range for that if there are multiple integrations, Telegram agent connection, role based tool access for employees, etc. And then what would roughly a monthly retainer cost? Businesses flinch at 3-5k so I was wondering if that is too high? It'd be shopify, Quickbooks and Telegram as the main integrations. As well as a full inventory system. Also who owns the IP for this build? It would be completely custom to him but I feel like if he owns the IP and see me as not as important down the road, he can move on and hire cheaper while maintaining his app. What are your thoughts?

Hi all, I do understand the concept of the AI Operating System (AIOS). However it seems to be geared towards businesses with clients. My business is still in development and I have no clients. The furthest delivery I'm doing now is an AI Influencer which I upload new images to every day. I also create content for YouTube. Can I get AIOS to still work for me? What's the best way to adapt it to my situation?

Okay so I’m still getting into the basics of the course and I’ve hit a wall, would anyone know how to fix this error?😭