Most people think building an AI agent means giving it: • a task • a tool • a prompt That’s not an agent — that’s a macro with better marketing. A real AI agent has three layers 👇 1️⃣ Input Pipeline (Signal Intake)This is where the agent listens: – user queries – system changes – external events – live data feeds If the agent isn’t consuming real signals, it can’t act intelligently. 2️⃣ Reasoning Layer (Decision Engine) This is the agent’s “brain”. It evaluates options, simulates outcomes, and chooses the next step. Without structured reasoning → it becomes unpredictable. 3️⃣ Feedback Loop (Self-Improvement)This is where 95% of agents fail. If the agent can’t learn from: – user corrections – outcomes – failed attempts – time-based patterns …it cannot evolve. The future belongs to agents that improve with usage, not ones that repeat the same workflow forever. Automation gives speed. Agents give adaptation. And adaptation is where exponential value hides.

Hi Everyone, I'm Jessie and new to this community - so any advice on getting started in here or in AI generally would be great! I'm looking for how I can implement AI into my industry: fashion. I'd love to connect with anyone who's looking to help. Thanks

Hi All, I am Sachin Gandhi and new to this community. I am an Engineering and Management Professional. I have done some learning on becoming AI Generalist and would like to take it forward. My Goal is to build the products which can be monetized by helping to solve problems or by doing things better.

Hello everyone, this is Emran. I recently joined this community. I am working as a Principal Software Engineer at Oracle (previously worked at Microsoft and Amazon). I spent the last 13 years in the Software Industry. Outside of my tech career, I am an experienced real estate investor, and I also manage stock/bond portfolio. I recently started my online coaching business, mentoring people to land high-paying tech jobs and also helping aspiring entrepreneurs start a real business, earn money. I joined this community to learn all the AI automation strategy, tricks to automate most of my business tasks. I am a little bit old school in coding and programming. Due to recent advancements in AI, all software programming tasks need some rethinking. I would like to become good at those areas. Thanks, Brendan, for creating this amazing community. I joined the Q/A session, which was awesome 🙂

Starting this journey with the goal of setting up an AI Voice Agency to help small and medium business owners that will allow me to run the business from different parts of the world. More like a lifestyle business than looking to grow a multimillion dollar one. I'm also interested in RAG systems as I think those have still huge potential. I hope to be soon sharing my growth experience here. I wish everyone the best in your own journeys