Shan š¢ @Sgao15
I help non-tech pros stay relevant in the AI era with confidence, clarity, and ease. Houston, TX Joined March 2019-
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Maps vs Neural Nets Maps are static and additive: Each layer is fixed (roads, terrain, demographics). You toggle them on/off, but nothing transforms. They simply stack. Neural networks are dynamic and transformative: Each layer reshapes data. Inputs flow, activate, andā¦
Google vs. AI Search Google hunts words. It scans for exact phrases and ranks pages by popularity. AI connects concepts and ideas. In vector space, every concept is a point, and closeness is measured by angles. If two vectors align, the ideas are semantically near. Thatās theā¦
You donāt need giant prompts. You design a sequence for AI to run. For instance, Prompt one: āCreate a bulleted list of the latest developments in the restaurant industry.ā Prompt two: āSummarize which trends most impact urban restaurants (3ā5 lines).ā Prompt three: āWriteā¦
The Specificity Gap: Why Prompting Feels Unnatural Human conversation is jazz: improvised, contextual, built on shared understanding. We say āthat thing over thereā because we share visual space. Context emerges through dialogue. But prompting AI is like writing sheet music.ā¦
The Body Is the Message: Why Physical Presence Becomes Priceless in an AI World As AI masters digital tasks, the human body becomes our most valuable asset. While algorithms process information, they cannot replicate physical presence shared breath, meaningful silence, energyā¦
Words Activate LLMs and Our Brain to Search Meaning Words arenāt containers holding fixed meanings. Theyāre sparks of energy that ignite networks of associations in both human brains and LLMs. Say āhomeā during a real estate conversation. Your brain activates mortgages,ā¦
Prompting Unfolded: Process, Style, and Essence At first, I thought prompting was all about process clarity like an architect drafting a blueprint. Structure the roles, set constraints, and the model would follow. But I wasnāt paying attention to style or essence. Styleā¦
How Prompts Pull the Hidden Math Every word in a prompt is more than a word. itās a string tugging on a probability field. Say āHemingwayā and the model snaps into short, blunt rhythms. Say āthoughtfulā and it gathers reflective voices. Formal tone narrows the slope, casualā¦
Creativity begins with how you see inside. Prompting is the act of articulating that inner vision, turning impressions and metaphors into artifacts the world can witness. No wonder it feels so generative: Your rich, artful inner world suddenly has a direct channel outward.ā¦
Prompting collapses the old walls between word, image, and sound. Now, with multimodal AI, a sentence can sketch a portrait, an idea can ripple into video, and your inner vision can cross into form without friction. The barrier isnāt there anymore. Expression flows directlyā¦
We donāt live in one reality anymore. We live in layers. What we see, hear, and do is a projection shaped by agents and feeds; they turn parts of the world into buttons we can press. We spin up versions of ourselves: profiles and assistants to navigate those layers, so piecesā¦

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