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Tim Shaqiri

@pathsofstrength

AI Development Student → Systems → Automation Documenting the path from mindset & strength to code and intelligent systems.

 Stockholm
youtube.com/channel/UCFTw5Pt8GRnXT7OCkL-brmw
Joined July 2022
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Excercise is the most underused anti-depressant on the planet and it's free.
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AI is not a technological shift. It’s a cognitive one.
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This isn’t mysticism. It’s responsibility.
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The future doesn’t belong to those who know the most code. It belongs to those who think clearly.
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For most of history, humans optimized for survival. Food. Shelter. Labor. Skills. AI reduces the cost of survival. Now consciousness becomes the real frontier.
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When machines handle the how, humans are forced to confront the why.
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AI models are actors. Large Language Models absorb countless personas during training.
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Research from Anthropic shows that explicitly assigning a professional character often leads to better outputs.
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If your AI feels inconsistent or shallow, don’t change tools. Change the role it’s playing.
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A recent MIT-backed report shows something uncomfortable: ~95% of AI initiatives deliver little to no ROI.
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I broke down how high-ROI teams actually implement AI workflow-first, not tool-first here: youtu.be/N4ys7a85MMQ

How to Design AI Systems That Actually Deliver ROI

Most AI projects fail to deliver ROI.Not because the models are b...

youtube.com
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High-ROI teams do the opposite: • Map decisions first • Redesign workflows • Integrate AI into core systems AI replaces friction, not people.
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If your AI initiative starts with tools, it will end with excuses. ROI starts with process clarity.
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