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7 contributions to AI Automation Society
Claude 4 just dropped! 👀
Two new powerhouse models from Anthropic: Claude Opus 4 - World's best coding model (72.5% on SWE-bench), excels at complex multi-hour tasks and agent workflows. Built for sustained performance on demanding projects. Claude Sonnet 4 - Major upgrade from 3.7 with superior coding (72.7% SWE-bench) and reasoning. Perfect balance of capability and efficiency for everyday use. Both models offer hybrid modes: instant responses OR deep thinking. Same pricing as before. Check out the post here
Claude 4 just dropped! 👀
2 likes • May 22
Cool stuff.
Small Business Tools
I am a service based business owner (Glass Company) who is looking to automate a few things in my business and looking for help getting started on the n8n system. I do not have a heap of time to watch videos, but I want to learn the how so that I can develop the why for my business. We have a POS system that does a lot of our CRM, but no follow ups. Also looking to develop a chat bot for our systems and procedure manuals as well as our HR manual. Again not looking for somebody to pay to do it, I want to also learn how to build these tools.
0 likes • May 18
@Daniel P I have trained my staff and work remote from the business. This is my working on the business and hope to learn and implement while customizing it to our processes and procedures. I have a vision to also help other business owners like myself, but I don’t want to pay each time. I want to learn to make this a second business going forward. All advice is welcome and I am very greatful for you suggestion.
1 like • May 18
@Kelvin Daniel I am trying to learn how to use n8n to do that but need help knowing where to start.
🚀New Video: My Proven AI Agent Formula Explained
Not every problem needs a complex AI agent, and in this video, I’ll show you the simple 5-step method I use to build high-ROI AI systems that actually work for real businesses. Whether it’s a smart automation or a lightweight AI assistant, this strategy is what I use for all of my automations without writing a single line of code. Here’s my 5 step playbook: 1) Learn the Foundations 2) Identify High-ROI Opportunities 3) Map Out the Entire Process 4) Plan the Architecture 5) Get to a POC & Implement Guardrails If you’re new to AI or no-code automation, this will give you a clear path to start building real systems, even if you’ve never written a line of code. Want the full course where I teach this method? Let's chat here
3 likes • May 5
Thanks for sharing!!
IS THIS setup overkill or not? [Solved]
How would you solve a case like this? CASE: I have a spreadsheet with customer questions in one column and a categorization of the customers' questions in a second column. Once a month, I want my agent to create a report based on the information in the spreadsheet. The questions are divided into 11 categories. In the report, I would like to have a section/paragraph for each category along with the most frequently asked questions within each respective category. Now, the spreadsheet can vary from a couple of 100s to 1000s of questions. In each category section in the report, I would like to highlight the 10 mest FAQs. Here are my thoughts: ❌ If I insert all questions from the spreadsheet into ONE AI-agent node (let's say 1000 questions), it will (in my mind) with 100% certainty fail, because it's simply processing to many questions and categories. ❌ If I make a filter and filter all questions by category and then based on the category activate a separate sub-flows (11 subflows because of the 11 categories), I will have to switch between 11 sub-flows when making changes or handling errors. This, in my mind doesn't sound like the solution. ✅ This is what I'm thinking - everything inside the same workflow. See the picture (It's not done). Trigger --> Spreadsheet 1000 (or more) questions --> filter (by category) --> If statement (only passes 100 questions per category (to save token usage)) --> separate AI agents for finding FAQ's per category --> finally merging everything together into one JSON output. AND, instead of running all agents simultaneously (and hit the TPM barrier) each agent will have a delay, so the agent before it is done analysing FAQ's within its category before the second initializes. Do you guys have another, maybe more simple solution to this?
IS THIS setup overkill or not? [Solved]
0 likes • May 5
Following!!
Best Chatbot Platform?
I need to find a platform that gives me the option to build a chatbot that not only connected to a RAG or knowledge base, but can also stream API calls based on intent / conversation stage. What would you guys recommend?
0 likes • May 5
@Sefy Tofan have you found anything on this subject? Looking for something similar.
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@josh-thomason-6252
Business owner looking to out pace competition by using AI

Active 188d ago
Joined Apr 26, 2025
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