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4 contributions to AI Automation Society
Advise Needed for Help
Hey, I'm a beginner. I'm a Data Science (7th) student. I explored my field randomly not in structure way. Now I don't have confidence on my learning. Recently, I joined this community but don't know from where to start? Please I need your help to start learning, collaboration to support me and family while helping someone in this field I really need a clear goal and roadmap in Automation & Agents specially from @Nate Herk
🚀New Video: Once You Know This, Building RAG Agents Becomes Easy in n8n
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.
7 likes • 18d
Hey, I'm a beginner. I'm a Data Science (7th) student. I explored my field randomly not in structure way. Now I don't have confidence on my learning. Recently, I joined this community but don't know from where to start? Please I need your help to start learning, collaboration to support me and family while helping someone in this field
Welcome! Introduce yourself + share a career goal you have 🎉
Let's get to know each other! Comment below sharing where you are in the world, a career goal you have, and something you like to do for fun. 😊
3 likes • 18d
Hey everyone 👋 Glad to be part of the AI Automation Society (AIS). I’m an Agentic AI learner, currently exploring how autonomous AI systems, workflows, and intelligent automation can be built to solve real-world problems—not just demos, but practical and scalable solutions. My long-term goal is to evolve from learning core AI & Data Science concepts into building agent-based systems that genuinely help businesses, startups, and individuals through smart automation. I’m especially interested in how Agentic AI, tools, and decision-making systems will shape the next few years. Current situation (being honest): - Data Science student (6th semester), passionate about the field but struggling with clarity and consistent progress - Financially under pressure, which adds stress and overthinking - Finding it hard to stay motivated without short-term financial rewards What I’m hoping to gain from this community: - Clear goals and direction - A realistic, step-by-step path in AI automation - Guidance toward a career that leads to financial stability and freedom For fun, I enjoy learning new tech, experimenting with small projects, and staying up-to-date with AI trends (sometimes a bit too much 😄). Looking forward to learning from all of you and growing together. Let’s connect—where are you from, what’s your career goal, and what do you enjoy doing outside work? 😊
2 likes • 18d
@Christian Rivadeneira ❤️
Happy Holidays Everyone and Merry Christmas🎄
This is a great time to reflect on the past year, set a few intentions for the year ahead, and most importantly rest, recharge, and spend time with family. I know I will be. The AI space will still be here when we get back! Cheers, Nate
Happy Holidays Everyone and Merry Christmas🎄
6 likes • 24d
Merry Christmas ⛄ 🎁
3 likes • 23d
@Emmy Sam Hey 👋, what's up?
1-4 of 4
Muhammad Idrees
3
39points to level up
@muhammad-idrees-7360
Leveraging Data, AI/ML & Emerging Tech to solve complex problems | dedicated to building high-impact innovations | Interested in Agentic AI

Active 47m ago
Joined Dec 3, 2025
Bannu
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