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3 contributions to AI Automation Society
i earned the “AI Fluency: Framework & Foundations” certification from Anthropic
This week, i earned the “AI Fluency: Framework & Foundations” certification from Anthropic. Here’s the concept that impacted me the most and why it changes everything. The certification introduces 4 fundamental principles for working with AI: the 4 D’s. 🔹 Delegation : Knowing exactly which tasks to assign to AI to free up your time. Not everything. The right tasks. 🔹 Description : Communicating with absolute clarity to get high-quality results. A vague prompt = a vague answer. 🔹 Discernment : Maintaining critical judgment over every AI response. AI can be wrong. You need to catch it before your client does. 🔹 Diligence : Ensuring responsible and secure use. Your data and your clients’ data must be protected. This framework directly applies to the reality of small and medium-sized businesses. Which of these 4 D’s is your weak point today?
i earned the “AI Fluency: Framework & Foundations” certification from Anthropic
0 likes • 25d
Congrats! Do you got an official certificate and/or LinkedIn batch?
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. 😊
0 likes • Nov '25
Thanks all
1 like • Nov '25
@Mikael Lindback thanks. It fits my skill set and background, and I feel like God is gently pushing me in that direction. Happy to connect. You're bio sounds similar to mine, maybe we can help each other out. Video Call?
How do I Land my first AI Automation client? Korea vs US/UK — where should I focus?
Korea’s business ecosystem is completely different from what most automation courses teach: - Businesses don’t use tools like n8n, Gmail, LinkedIn, Google, VAPI, Bland, etc. - Everything revolves around KakaoTalk (messenger app), Naver Search, Naver Blogs, and Naver Reviews - Many businesses already use semi or highly-automated chatbot systems inside KakaoTalk This makes even something simple — like building a RAG-based chatbot or workflow system — feel hard to apply. This is the hardest part: Even choosing a niche feels confusing. Let’s say I choose a beauty salon as my first niche. When I try to think of what to automate for them, I always get stuck because I don’t even know: - Their exact internal operations - Their exact manual for bookings, reminders, follow-ups, reviews, or retention - What tools they even use (Google Sheets? Airtable? Excel?) - How they manage leads, cancellations, packages, or repeat customers. I don’t have real datasets to test or prototype with. So how do I build something without knowing exactly what I should build? How can I identify pain points I don’t even have visibility into? My questions: - Should a beginner focus on Western markets for faster traction? - Or double down on Korea? What are the real disadvantages (besides “low trust”) of targeting overseas clients as a beginner? I've been thinking about this for the whole day, and I've got nowhere, so some insight would mean the world.
0 likes • Nov '25
@Junwon Min The first question I ask myself is, how cheap/expensive is labor in Korea compared to the prices you want to charge? From my sales experience, I know, for example, that Indians prefer to hire people rather than automate when prices are too high. They have enough people at low prices.
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@erich-keller-1588
Sales Professional in IT, SaaS & Tech

Active 36m ago
Joined Nov 27, 2025
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