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AI Automation Society

143.8k members • Free

4 contributions to AI Automation Society
🎯 Built a RAG Framework That Thinks Like a SOC Analyst (But Faster!)
👨‍💻 + 🤖 + 🧠 = 🚀 Ever wondered what happens when you mix n8n, OpenAI, Redis, and GitLab into a cybersecurity smoothie? 🍹Well… I did. And the result is a Retrieval-Augmented Generation (RAG) framework that’s now helping SOC teams respond smarter and faster! Here’s the magic: 🔁 Weekly Workflow 📂 Pulls SOC playbooks from GitLab ✂️ Chunks them into digestible pieces 🧠 Embeds each chunk using OpenAI 📦 Stores them in Redis for lightning-fast semantic search ⚡ Main Workflow 🔍 Gets a query from PRISM 🤖 AI Agent checks Redis for similar incidents 📬 If found → sends SOC an email with relevant content + GitLab link 🛠️ If not → another AI agent creates a new playbook and pushes it to GitLab 📨 SOC gets the new playbook link instantly 💡 Why does this matter?Because now, SOC teams get instant, AI-curated guidance—whether it’s reused knowledge or freshly generated content. No more digging through docs. No more waiting. Just actionable intelligence on demand. 🔧 Powered by: n8n | OpenAI | Redis | GitLab | PRISM | Email Let’s make cybersecurity workflows smarter, not harder. Curious how this could work in your org? Let’s connect! 💬
0 likes • 4d
@Sandeep Rawat That’s a great point, and we’ve accounted for that. Whenever a new playbook is generated, it first gets pushed to a test branch in GitLab. The SOC team reviews it, and if they feel the content is accurate, they simply confirm via an email button click. That triggers a sub-workflow which automatically merges the test repo into the main branch. This way, every playbook goes through review and approval before making it to production.
0 likes • 3d
@Olivia Smith It’s still early days, so I wouldn’t call out consistency improvements just yet—but that’s definitely part of the vision. The idea is to build a feedback loop where SOC analysts can rate or refine the AI-generated content, and that feedback gets ingested to fine-tune future responses. So while speed is the immediate win, consistency and quality are the next frontier—and we’re laying the groundwork for that with every iteration. Excited to see how it evolves.
🚀 Power-up your n8n Workflows with Runtime Variables!
🧠 10 practical ways to use $execution.customData like a pro n8n gives us powerful no-code/low-code capabilities—but when it comes to state tracking, counters, flags, or conditional skips, the UI has its limits. That’s where JavaScript and $execution.customData come in. With 10 slots per run, you can build: - ✅ Smart retry counters - ✅ Flag-based node skipping - ✅ Branch coordination logic - ✅ Execution time tracking - ✅ Debug toggles and more... 💡 I compiled 10 ready-to-use Function Item snippets that unlock these features — all using $execution.customData.get() and .set(). 🧩 Perfect for: - Building resumable workflows - Avoiding duplicated logic in IF/Switch nodes - Creating pseudo-global variables in a single execution
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🚀 Power-up your n8n Workflows with Runtime Variables!
Join us for an exclusive webinar, "Leveraging Automation in Cybersecurity – Revolutionising Threat Intelligence," presented by industry experts from Vodafone, n8n, and Bounteous.
Excited to share an upcoming webinar by Vodafone, n8n & Bounteous— a must-attend for anyone in cybersecurity and automation. https://www.linkedin.com/posts/adityagauroutsystems_join-us-for-an-exclusive-webinar-leveraging-activity-7328733827592347649-9bco?utm_source=share&utm_medium=member_desktop&rcm=ACoAAAqZ7D0B_E4AEqL591buJMwoi2aWYo8CpDM
First Post
Hello Everyone, Glad to join this amazing community. Looking forward to it 🙂
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@aditya-gaur-2505
I am a seasoned low code developer who would love to explore different technologies.

Active 2d ago
Joined Apr 3, 2025
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