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AI Automation Society

403.8k members • Free

9 contributions to AI Automation Society
LLM is flagging "Yes/Sure" follow-ups as spam. How to bridge memory?
I'm building a booking bot. I have a Basic LLM Chain acting as a "Bodyguard" to filter intents. If it's a booking, it goes to an AI Agent (with Google Calendar tools); otherwise, it goes to a Spam branch. The problem is when the AI Agent asks "Would you like to book 3 PM?", the user replies "Yes." Because the Bodyguard node is stateless/has no memory, it sees "Yes" in isolation, decides it's not a booking request, and routes it to the Spam branch. I need the Bodyguard to recognize that "Yes" is a continuation of the previous booking conversation. Anyone know of a solution?
Instagram webhook API
How do i set up an instagram DM webhook? Someone DMs my account, webhook retrieves that message and sends it further. Been sitting here for 5h and retrieving only high blood pressure and a sore back.
Instagram webhook API
1 like • Feb 15
@Promise Mark Yes i'd like that please
Android Developer (3 YOE) Wanting to Transition into AI Automation – Need Guidance
Hi community, I’m Utbah, an Android developer (3+ years experience). I’ve realized that AI automation is the future, and I want to pivot my career toward it. If you’re already working in AI or automation, please share your learning path, tools, and tips for beginners. I want to build real projects and grow in this field. Thanks in advance 🙌
1 like • Feb 15
@Frank Cruz One word of advice, never ever watch more than you need to. Being in that place where you're watching several creators besides just Nate you'll fall more into procrastination that taking action. Finishing these 3 courses gives you, from my experience, virtually all the knowledge you need. And as you build you can watch more videos that might seem like something you haven't heard of before to push you a bit further. I guess you can call them a "nice-to-have". Depending on your free time i'd say you can go through these courses quick. Make sure to write down anything you feel needs writing down in n8n's courses. When you get to Nate's 8h course you don't need to write much down cause it's all visually explained. Cheers.
2 likes • Feb 15
@Frank Cruz Also as i was writing the reply before this one i realised it wasn't the same person who uploaded the post so i thought i was giving advice to @Utbah Irfan hahaha. My apologies.
Where to find the potential clients?
A discovery call is important. But I need their contact number/email address for that. Where can I find them? My target is e-commerce sellers who are struggling with manual repetitive tasks. I will provide workflows/agents to them. Any help will be appreciated. I need a detailed answer.
4 likes • Feb 15
You can use n8n to find e-commerce leads and their contact info. Build a workflow that scrapes store domains from directories like BuiltWith or StoreCensus to identify shops on platforms like Shopify, then use the Apollo.io API node to "enrich" those domains with the verified email addresses and direct phone numbers of the Founders or Operations Managers. You should then filter these leads by searching for companies currently hiring "Virtual Assistants" or "Data Entry" roles on job boards, as this is a massive signal they are struggling with the manual tasks you want to automate. Finally, you can use a ChatGPT node to draft a personalized "hook" based on their specific tech stack and have n8n push that data into a CRM or a cold outreach tool like Instantly or Lemlist to book the discovery calls automatically.
Want to get featured in front of 500,000+ people?
If you've sold an AI automation to a client, any tool, any industry, I want to hear about it. I'm collecting case studies to break down on the channel. This is your chance to build authority, get your brand out there, and showcase what you've built. 🎁 Bonus: I'll be analyzing all submissions and sharing the trends with you: what's selling, which industries are buying, and where the opportunities are. So even if you don't get featured, you'll benefit from the data. 👉 Fill it out HERE Takes 5 minutes. You can submit multiple projects.
Want to get featured in front of 500,000+ people?
5 likes • Feb 15
Can i get 5 likes? I need to level up and i have an important question that needs resolving
1-9 of 9
Armin Šarić
3
24points to level up
@armin-saric-8313
If you are reading this, hi i guess.

Active 86d ago
Joined Jan 27, 2026
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