Data Science works when 6 dimensions align: Goals (value, decisions)
Methods (stats, ML/DL, A/B, viz)
People (DS+ML+Biz+Domain)
Processes (collect→clean→train→deploy→monitor)
Tech (Python/R, TF/PyTorch, cloud, SQL/NoSQL, BI)
Culture (collab, ethics, learning,
CULTURE
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Six Dimensions Aligning Data Science Success Framework
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Technological Republic or Autocracy The AI Power Debate
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Technological republic? More like a technological autocracy amirite.
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AIE Miami Kickoff Event Draws 75% East Coast AI Engineers
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excited to see a packed room (~75% East coast AI Engineers) @gabegreenberg kickoff AIE Miami – all talks streaming live for free on the youtube now! https://t.co/KY4UgWjzb7 pic.twitter.com/GT0YdSnlk7
— swyx 🇸🇬 (@swyx) 20 avril 2026excited to see a packed room (~75% East coast AI Engineers) @gabegreenberg kickoff AIE Miami – all talks streaming live for free on the youtube now!
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Clear Content Beats Hype in AI Communication
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For anyone creating content in AI: We’re in a space where hype spreads fast.
Which makes this even more important. Clear > flashy.
Useful > viral. -
Optimizing for Respect Over Retention in Tech Design
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One way I’m starting to think about this: Instead of optimizing for retention, optimize for respect.
Respect for people’s time, attention, and expectations. It’s a higher bar. -
AI Consciousness Mimic: Preserving Human Agency Over Machines
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“AI is at best a functional mimic, not a conscious experiencing subject. …. The real moral issue lies not in making AI conscious …. but in avoiding transforming humans into zombies”
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BBC’s Advanced 2016 Technology: A Retrospective Look
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Can't believe BBC had access to this advanced technology back in 2016
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Pressure as Privilege: Reframing Fear and Excitement
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"Pressure is a privilege. If you're feeling any pressure, you are breathing rare air that very few of us get to live inside."@twhiddleston nailed this.
— Charly Wargnier (@DataChaz) 20 avril 2026
Fear and excitement share the exact same chemistry.
they are separated only by the story we tell ourselves.
Most of us in… pic.twitter.com/a2zR3PUWjq"Pressure is a privilege. If you're feeling any pressure, you are breathing rare air that very few of us get to live inside." @twhiddleston nailed this. Fear and excitement share the exact same chemistry. they are separated only by the story we tell ourselves. Most of us in
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Competitor Endorsement More Credible Than Marketing Claims
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The honest endorsement from someone actively hoping a competitor catches up is more credible than most Claude marketing.