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12 contributions to AI Automation Society
Why the Future of Medical AI Is Assistive, Not Autonomous
In discussions around medical AI technical capability often takes center stage but in real world healthcare systems what truly determines its value is not the model itself but where it is positioned and what role it is assigned From a practical perspective medical AI has already demonstrated clear strengths in handling high dimensional repetitive and high load data tasks including medical imaging analysis integration of structured and unstructured clinical records longitudinal patient data tracking and risk stratification and early warning In these scenarios AI’s core contribution lies in consistency scalability and resistance to fatigue rather than autonomous clinical judgment However medical decision making is not a purely optimization driven process Clinical judgment frequently involves incomplete information individual variability ethical considerations and risk tolerance choices This is why AI is better understood as a tool for cognitive augmentation rather than an independent decision maker For this reason I tend to view mature medical AI as a system level collaborator one that is embedded into workflows supports decision making and surfaces risk while final clinical judgment and responsibility remain with the physician Clear responsibility boundaries are themselves a prerequisite for long term trust in medical AI From a longer term perspective the real challenges of medical AI lie not in algorithms but in clinical integration regulatory alignment responsibility allocation and respect for existing medical workflows Technology can advance quickly but healthcare systems must evolve carefully gradually and with validation
0 likes • 3d
@Hicham Char That’s very true Responsibility attribution is often more complex than the technology itself Technical progress can move quickly but legal frameworks processes and accountability structures require much more careful and gradual development This is why I’ve always believed that clear positioning matters more than raw capability
0 likes • 3d
@Chad Samuel I completely agree Positioning medical AI as assistive rather than autonomous allows it to leverage its strengths in consistency scalability and pattern recognition while preserving the necessary space for clinical judgment ethical considerations and accountability Integrating AI into clinical workflows while ensuring physicians retain final responsibility is indeed the most practical and sustainable path forward
🚀New Video: The Only 17 Nodes You Need to Build Anything in n8n (real examples)
This is your n8n Cheat Sheet for 2026 (Attached in this post) In this video I break down the 17 core n8n nodes that I use in almost every automation I build. After creating more than 200 workflows for real clients, my own AI automation business, and even for YouTube videos, these are the nodes that consistently show up across every use case. I walk through each node with real examples and explain why mastering this short list gives you the power to build almost anything in n8n. If you learn these 17, you can move fast, build confidently, and handle almost any automation project you run into.
0 likes • 13d
You’re very welcome, I’m really glad you found it helpful
A16z predicts Al to upend finance, enterprise in 3 years
Muskan Ahlawat 🔥Author Specific about work Most people trying to grow in a niche are doing too much. They chase every new tool. They copy every trend. They talk to everyone. That’s why nothing compounds. -->Real growth in a niche comes from clarity, not activity. -->When you’re clear on: who you’re actually helping what problem you solve better than others andwhat you don’t need to do everything gets easier: content, outreach, offers, even automation. -->Before scaling anything, ask: “Would this still work if I did less, but did it consistently?” -->Niches don’t reward noise. They reward focus. Build depth first. Reach comes later. 🎉Questions:- You agree with this? More add-ons to be better? Does you're work describes this and how?
3 likes • 13d
As data scale, computing power, and algorithmic capabilities continue to advance, artificial intelligence is gradually evolving from an auxiliary analytical tool into a “quasi-participant” in financial marketsIt is no longer merely providing reference for humans, but in certain scenarios directly participating in decision-making, execution, and optimization In traditional financial markets, decision-making often relies on experience, model assumptions, and limited samplesThe advantage of AI lies in its ability to simultaneously process massive, multidimensional, and unstructured data, and to identify patterns and correlations that are difficult for humans to perceive within a very short timeThis is driving financial decision-making to shift from “experience-driven” to “data- and probability-driven”
Quality over quantity client's
You don’t need a bigger niche. You need better conversations. Ten real conversations with people in your niche will teach you more than a hundred tutorials. Pay attention to: the words they use the objections they repeat the things they’re confused about That’s your content. That’s your offer. That’s your growth plan. Questions:- 1.More add-ons? 2.Any way to do it easily?
Poll
26 members have voted
3 likes • 13d
This is easier to implement than increasing quantity and is more likely to create long-term value
HARD TRUTH: SOMETIMES IT’S NOT ABOUT WORKING HARDER, BUT SMARTER
For the longest time, I was putting in countless hours, trying different strategies, and working harder than ever, but I still wasn’t seeing the results I expected. Frustration started to creep in. You know that feeling, when you’re doing everything, yet the outcomes don’t seem to match the effort. But then, something clicked. Instead of just grinding harder, I started connecting with people who were already succeeding in areas I wanted to grow in. I reached out to someone who had built a business successfully, asked the right questions, and got real advice from them. That shift in perspective completely changed the way I approached my own business. Now, looking at this new year, I’m ready to punch through any remaining obstacles, focus on what’s working, and keep growing. Success isn’t always about doing more, sometimes, it’s about doing what works with clarity, and finding the right people who can help you make those crucial moves. 💬 What’s one strategy you’re focused on this year that will help you break through and finally see the results you’ve been working for?
0 likes • 13d
Completely agree with your point of view
1-10 of 12
Wendy Xie
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40points to level up
@wendy-xie-9707
Hi, I’m Wendy Xie. I love good conversations, thoughtful people, and a bit of humor. Looking to connect, share stories, and see what unfolds naturally

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Joined Jan 1, 2026
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