A few days ago, I read an article on automation from a hardware perspective and found it very interesting, as the hardware industry has already developed a roadmap for it. On the pyramid's first level, we have sensors and actuators; from an AI automation perspective, these are the connections to MCP servers, WebSocket or server action endpoints, and any other connections we create from the automation to the outer world. That is the eyes, ears, and hands of the system we create. On top of the eyes and hands, we have what is called the "control level"; this level is where the automation logic resides, meaning that at the control level we decide what we do with the data we collect and what actions we execute programmatically. The next level, the supervision level, serves as the interface between automation and humans, enabling process control and oversight. N8n covers this layer partially; it provides logs (a record of what is done, the actor, and when it was done) and real-time control that allows a human to stop the entire flow. But if a client's automations fail and nobody finds out until something breaks downstream, you're really still living at the Control level with a false sense of supervision. To change that, you need to deliver monitoring, alerting, and execution dashboards, as well as human-review interfaces. On top of it, we have the management level. From here, a human can understand the automation's flow and, crucially, the status and flow of the business (reports, KPIs, etc.), so decisions can be made based on the data provided and processes improved, either within the automation itself or through improvement points it surfaces. Finally, we have enterprise-level; here, an automation should be plugged directly into the business ERP (e.g., Power BI), instead of living on an independent system. Once this level is reached, the automation stops being a paid service and becomes a business level. The jump from level 2 or 3 to level 4 is mostly a reporting/analytics build-out. The jump from level 4 to level 5 is more of a positioning shift, becoming embedded in how the client thinks about their business, not just a vendor running their workflows.

Quick one for anyone who's used Gemini Pro — I just got access today and I'm completely new to it. I usually work in Claude, so this is a fresh tool for me. Before I dive in, I'd rather learn from people who already have opinions on it than waste time figuring it out alone. If you've used it: what's it actually good for? What would you tell someone starting from zero today? just want the real answer before I start experimenting. 🙏

Hey everyone, looking to connect with other builders here and grow my network. Twitter/X: https://x.com/_alfons_fons Instagram: https://instagram.com/alfons.a.l Looking forward to connecting!

Some of you have never heard of the AIS+ community. Others have but the part that trips you up is the actual difference between the two. Either way, this post will give you clarity. This free group is a bundle of quick resources pulled from my YouTube videos, plus a massive open community that anyone can join. It's a great place to get your bearings and see what's possible. But it's open to everyone, it can be noisy and overwhelming, and there's no path through it. You can get help from other members, but I rarely answer questions here. AIS+ is the opposite: - A step by step roadmap with a clear order, so you're never guessing what to do next - A much smaller community of people who are seriously committed to building and selling AI agents - I answer questions every day and run a weekly Q&A call where you can get direct access to me For the course material: The roadmap takes you from zero to building and selling AI agents, and the whole thing is built on the latest tech like Claude Code and Codex. We update it constantly. The old n8n material has been archived. It's still there if you want it, but it's no longer the focus, because the way you build today has moved on and the courses moved with it. Here's the actual roadmap inside, in order, with when each piece opens up: 1. Start Here (opens the moment you join). Gets you oriented. How the community works, the path ahead, and how to get help when you need it. 2. Build Your Portfolio (opens the moment you join). Why a portfolio matters, beginner level tutorials, and what types of projects to focus on. You end up with real work you can show a client. 3. Claude Code (opens the moment you join). This is now its own dedicated course. Build faster, turn ideas into working automations, and go deep on the tool serious builders are using right now. This takes you from beginner to advanced, step-by-step. 4. Get Your First Clients (opens after 30 days). Getting your first clients is hard, because you don’t have any case studies yet. So, we analyzed all of the success stories from our members and found they get their initial clients with two different techniques: warm outreach and Upwork. So, we teach both techniques in detail with exactly what to say, exactly how to position yourself when you have no proof.

How many of you are from creative field but tired if AI so started automation? Personal experience… Was done executing clients brief was creative until was doing work on my own thinking as soon as the storyboards and commercial stuff coming in i lost interest like I never wanted to be one… Was wondering if anyone here felt the same and started vibe coding and automation?