GOD DID

If you’re feeling overwhelmed in the AI space right now, that’s completely normal. I feel behind every single day. Things are moving insanely fast. Andrej Karpathy recently tweeted that he’s never felt this behind as a programmer. And this is someone who was the Director of AI at Tesla, a founding member of OpenAI, and one of the most respected people in the field. So if one of the leading voices in AI feels behind, you should not feel bad at all for feeling the same way. As we kick off the new year, just a reminder to focus on building simple systems for yourself, keep learning, keep experimenting, and keep moving forward. Don’t let the overwhelm stop you. Consistent progress always beats trying to keep up with everything. You’re in the right place. Cheers, Nate

For a New Year’s special, I'm dropping the price of AI Automation Society Plus by 69%. Your first month is just $29 (normally $94). If you decide to stick around, the following months are the normal $94 price. But once you get inside, I don’t think you will want to leave. 3,000+ members are already finding clients, landing referrals, and building the connections that turn AI skills into income. This deal runs today through Friday. Then it's gone. Click here to see everything that’s included I’ll see you inside. Cheers, Nate

In this video, I break down the different ways you can handle retrieval and context in RAG systems when building AI agents in n8n. I start by explaining why chunk-based retrieval often causes hallucinations and inaccurate answers, especially when the agent is missing full context. Then I walk through three practical approaches I actually use in real systems: using filters to narrow context, using SQL queries to pass full and structured context to the agent, and using vector search when semantic matching makes sense. For each approach, I explain what it is, how it works, when it breaks down, and when it is the right tool for the job.

Hello AI Automation Society! With the rapid evolution of AI and automation tools, businesses must adapt fast to stay competitive. I specialize in designing and implementing custom AI-driven workflows that streamline operations, boost productivity, and maximize ROI. From integrating ChatGPT-powered customer support to automating marketing funnels and data management with platforms like Zapier, n8n, and Make I deliver solutions that save time and increase revenue. If your team needs hands-on expertise to build scalable AI automation systems or optimize existing processes, I’m here to help. Let’s connect and take your automation efforts to the next level! DM me for collaboration opportunities or a free consultation. #AI #Automation #Hiring #BusinessGrowth #Efficiency #LetsWorkTogether