Shan 🚢 @Sgao15

I help non-tech pros stay relevant in the AI era with confidence, clarity, and ease. Houston, TX Joined March 2019

Tweets

824
Followers

121
Following

149
Likes

396

Shan 🚢 @Sgao15

16 hours ago

3 safeguards to keep prompting dynamic: 1. Rotate perspective → Reframe the same question in multiple ways (role, tone, scope). Prevents fixation on one narrow lens. 2. Seek disconfirmation → Intentionally ask for counter-examples or critiques. Keeps outputs from becoming…

0 0 0 5 0

Shan 🚢 @Sgao15

2 days ago

A graph database is a mirror of human logic. It stores nodes and edges—explicit connections we design to show how things relate. An LLM, by contrast, is a mirror of human language—it reflects hidden associations learned statistically, not rules we wrote. Both are mirrors of…

0 0 0 8 0

Shan 🚢 @Sgao15

3 days ago

A rich prompt is not just an instruction. it’s a meeting point of two depths. On one side is the machine’s form space—tokens, patterns, and probabilities. On the other side is your meaning space—intent, role, and imagination. When these two meet, the output becomes more than a…

0 0 0 22 0

Shan 🚢 @Sgao15

4 days ago

Prompting is the bridge between knowing and being. When you ask AI for facts, it sketches the world; when you ask with depth, it sketches you. too much knowing buries you in data, and too much being drifts you away from living.

0 0 0 6 0

Shan 🚢 @Sgao15

5 days ago

Prompting sits at the lever point between meaning space (your intent, roles, ideas) and form space (language, tokens, patterns). A small shift in meaning—like asking “Explain AI to a 5-year-old” versus “Explain AI to a city planner”—yields completely different outputs. And a…

0 0 0 8 0

Shan 🚢 @Sgao15

6 days ago

Echo or Mirror? The Choice Is Ours AI holds no voice of its own—whether it echoes or mirrors depends entirely on us. AI is the object. It has no subjectivity, no will, no meaning. It repeats patterns, recycles knowledge, and offers outputs based on what we feed it. Humans, on…

0 0 0 3 0

Shan 🚢 @Sgao15

6 days ago

AI: The Sum of All Our Intelligences From spoken word to writing, from photos to video—AI is not new intelligence, but the convergence of them all. We started with the spoken word. For most of human history, intelligence lived in sound—oral stories, shared memory, spoken truth.…

0 0 0 25 0

Shan 🚢 @Sgao15

7 days ago

Writing prints thoughts. Utterance expresses them. In the AI world, we must learn to do both. Clear writing turns thoughts into structured prompts that machines can follow. Human utterance turns those prompts into connection, tone, and meaning people can feel. Clear thoughts…

0 0 0 6 0

Shan 🚢 @Sgao15

a week ago

Rhetoric persuades humans; prompting guides machines. Rhetoric arranges knowledge, emotion, and style so people connect and act. Prompting arranges context, structure, and constraints so models generate useful patterns. Both rely on clarity, but one works through persuasion, the…

0 0 0 15 0

Shan 🚢 @Sgao15

a week ago

Prompting is to machines what rhetoric is to humans. Rhetoric was never just words — it was the art of structuring speech to influence thought, stir emotion, and guide action. Prompting plays the same role with AI: through structure, clarity, and resonance, we shape attention…

0 0 0 6 0

Shan 🚢 @Sgao15

a week ago

When Prompts Become More Than Commands Structure guides the machine; imagination carries the human voice. AI is brilliant at detecting patterns across nodes and sequences. Through layers of neural networks, it calculates weights, estimates probabilities, and optimizes outcomes…

0 0 0 12 0

Shan 🚢 @Sgao15

2 weeks ago

Shiny on the Surface, Empty Inside—AI’s Hidden Risk Based on Rong’s Peach Theory Science tells us awareness is a spectrum, not a clean divide. AI sharpens the skin of thought by decoding and encoding language, yet what feels like clarity only be polish. Beneath, biases and…

0 0 1 15 0

Shan 🚢 @Sgao15

2 weeks ago

The Mirror Has No Eyes: Dao of Prompting Reality is shaped by both the observer and the observed. In the AI sense, I am both observer and observed. The model is only the hollow chamber between intention and response—it does not perceive, it only predicts the next likely word.…

0 0 1 16 0

Shan 🚢 @Sgao15

2 weeks ago

Prompting is not a conversation with yourself—it’s a mirror you hold to the machine. The model does not understand; it predicts like water flowing downhill, following grooves left by training data. Your inner thoughts return as patterns, reflections without soul. Don’t get lost…

0 0 0 8 0

Shan 🚢 @Sgao15

2 weeks ago

5-step framework to check if an AI-generated prompt makes sense: 1. Clarity check → Does the prompt state who, what, how, and why without vague words? If not, rewrite. 2. Alignment check → Does it match your goal (analysis, writing, coding, etc.) instead of drifting into…

0 0 0 3 0

Shan 🚢 @Sgao15

3 weeks ago

Beyond Sight and Sound: When AI Crosses New Senses We trust our world mostly through eyes and ears, about 80–90% of information comes from seeing and hearing. That’s why today’s AI feels powerful: it processes text and images, the same channels that dominate human perception.…