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9 contributions to AI Automation Society
AI-Powered Ops: Turning Slack Chaos into Structured Data
Slack is often where critical data goes to die. I recently built an intelligent triage system designed to act as a silent operations manager, ensuring no action item ever falls through the cracks. 🛠️ The Tech Stack - Orchestration: n8n - Intelligence: Claude AI - Endpoints: Slack, Notion, and Google Sheets ⚙️ How it Works 1. Intelligent Ingestion: The workflow triggers via Slack webhooks and immediately filters for human messages to reduce API noise. 2. AI Analysis: Claude AI parses the message text to identify sentiment, urgency, and specific action items. 3. Dynamic Routing: 📈 The Business Impact This isn't just about connecting apps; it's about systems thinking. By automating the triage process, the team eliminated manual data entry and gained instant, AI-driven visibility into their operational bottlenecks.
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AI-Powered Ops: Turning Slack Chaos into Structured Data
How I automated my entire content production cycle
I finally finished this multi-modal engine and it feels like having a full creative agency inside n8n. Most workflows stop at generating an image, but this one uses GPT-4 to analyze a reference and then creates both high-quality images and cinematic videos through Nanobanana and Veo 3. It even handles the file storage and database syncing automatically. It turns a raw idea into a full media kit in seconds. What kind of generative pipelines are you all working on?
How I automated my entire content production cycle
What’s the hidden cost people underestimate in AI projects?
Something I’m starting to notice: Most AI projects don’t fail because of the tech — they fail because of a hidden cost that shows up later. From your experience, what’s the most underestimated cost when building or deploying AI automations / agents? Could be: - Maintenance & edge cases - Monitoring & incident response - Client education / trust - Prompt drift or model changes - Over-engineering too early Curious what ended up costing you more time or money than expected.
0 likes • Jan 24
Underestimating time it takes to deliver a reliable product, I've missed many deadlines because of that. Now, I don't make unusual promises that I can't fulfill
I signed $5900 worth of contracts on Upwork in my first 30 days
I built a system that helps me filter jobs and notifies me immediately as they get posted, which has helped me be the first to apply and get the job. Here is the video how I made it:
0 likes • Jan 24
@Hicham Char Totally agreed, clients are as desparate as freelancers to find the right person to work with
Just Build a very complex CRM system in just a couple of hours
Claude code is a massive tool . Used it to build our own CRM system with all specific functionalities we need for our business. And 4 levels of accessibility. That being said times have changed and what do you do to keep up with the speed of changes ?
Just Build a very complex CRM system in just a couple of hours
1 like • Jan 24
Claude Code is the GOAT
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@swastik-m-6633
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Joined Jan 20, 2026
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