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AI Automation Society

374.6k members • Free

AI Pathways

409 members • $99/m

24 contributions to AI Automation Society
AI automation vs AI Engineering
If AI automation tools like n8n, Make, Zapier, etc. are becoming so easy to learn through YouTube and free resources, then why do people still learning AI engineering or doing such courses? So what matters most? Someone who can build complex workflows vs someone who is doing AL/Ml, Deep learning, NLP etc. Who becomes highly valuable in the AI industry? Would love to hear from people already working in this space.
0 likes • 23m
@Farhan Shaikh Anyone can drag-drop workflows now 😅 but building AI systems that actually scale, stay reliable, and solve real business problems is a whole different game. The real value is becoming the person who understands both AI + systems, not just one shiny tool.
What's the coolest Multi Agent Setup You have Done?
Hey all, would love to know what multi-agent systems you have setup and how they are doing? Loving Paperclip thanks @Nate Herk for the awesome video!
0 likes • 28m
@Titus Blair i use codex cli as devops gate keeper and Cursor code as senior dev!
The $25,500 Client I Almost Didn't Land
Got a $25,500 contract this week. Almost lost it twice. First almost-loss: My proposal was too complex. 4 pages. 12 milestones. They got overwhelmed. ⚒️ Fix: Simplified to 1 page. 3 phases. Clear outcomes. Second almost-loss: Didn't explain the value, just the work. "We'll build X, Y, Z" means nothing. ⚒️ Fix: Reframed around outcome. "In 4 weeks, you'll have a platform doing X, saving $Y per month." What sealed the deal: - Discovery call where I just listened - One-page proposal with clear ROI - Milestone 1 was low-risk ($1,100) - Fast response to every question (<2 hours) Clients buy outcomes, not hours. What's your best client-closing tip?
0 likes • 29m
@David Iya - you post titles are amazing with great content also.
The 'Red Light, Green Light' Decision Framework
Stuck on decisions? 🚨 Use my Red Light, Green Light framework: 🚦 RED LIGHT (Stop immediately): - Requires money you don't have - Needs skills you don't have and can't buy - Depends on people saying yes before you start - No way to validate cheaply GREEN LIGHT (Go now): - Can start today with $0-$100 - Uses skills you already have - Doesn't need permission - Can validate in 48 hours YELLOW LIGHT (Investigate): - Interesting but unclear - Need more data - Talk to 5 people first - Build a landing page, see if anyone cares first Most "opportunities" are red lights disguised as green lights. What's one decision you're facing right now? What color is it?
The 'Red Light, Green Light' Decision Framework
0 likes • 30m
@David Iya you are poetic but true! i can use your anology.
Landed a Partnership That 3x'd My Distribution
Cold emailed a newsletter with 50K subscribers. The pitch: "I'll write a free guest post. You share it. I mention my product once." They said yes. Results: - 2,400 clicks to my site - 180 new email subscribers - 23 new customers - $1,800 in revenue One email. 3x my normal week. What partnership could you pursue?
0 likes • 31m
@David Iya wow it is not easy feet! i tried for an year but never crossed 1k sure i can learn from you.
1-10 of 24
Sai Ram
3
45points to level up
@sai-ram-1519
Exploring algo/quant trading while building with AI tools.

Active 21m ago
Joined May 9, 2026
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