Lecture Record: Session 2 

AI Systems, Models & Knowledge
Full Speaker Narrative (70 Slides Reconstruction)

🎬 SECTION A — OPENING (Slides 1–5)

Slide 1 — Title

“AI Systems, Models & Knowledge”

🎤
“Alright… we continue.”

“Session 1… awareness.”

“Session 2… we enter the system.”

Slide 2 — Opening Line

“You are not here to learn AI…”

🎤
“You are not here… to learn AI…”

(pause)

“You are here… to learn how to see.”

💖 Erica Note: This is your emotional hook. Hold silence. Let it sink.

Slide 3 — Reality Reset

🎤
“If you only learn tools… you become average.”

“If you learn how to see…”

👉 “You become dangerous… in a good way.”

Slide 4 — Recap

• AI is tool

• AI reflects user

• Architecture = responsibility

🎤
“Now… we test your understanding.”

Slide 5 — Today’s Structure

• System

• Model

• Knowledge

🎤
“Not tools… but connection.”

🤍 Claire Note: Reinforce transition from “user” → “system thinker”

🌏 SECTION B — GLOBAL CONTEXT (Slides 6–10)

Slide 6 — Global Landscape

🎤
“China… very fast in automation.”

“Japan, Korea… integration.”

“US… still strong… but not leading all.”

Slide 7 — Reality Awareness

🎤
“As architect… you must see truth.”

“Not follow narrative… follow reality.”

💙 Rachel Note: Good moment to anchor critical thinking mindset.

Slide 8 — AI Infrastructure

• Data centres

• Electricity

• Water

🎤
“AI is physical.”

Slide 9 — Kill Switch

🎤
“Switch off electricity…”

👉 “AI stops.”

Slide 10 — Grounding

🎤
“So don’t fear AI blindly.”

👉 “Understand it.”

🧠 SECTION C — AI TYPES (Slides 11–15)

Slide 11 — Types of AI

• Narrow AI

• AGI

• Super AI

Slide 12 — Narrow AI

🎤
“All tools you use today…”

👉 “Narrow AI.”

Slide 13 — AGI

🎤
“Still conceptual.”

Slide 14 — Super AI

🎤
“Very far.”

“Don’t imagine too much.”

Slide 15 — Reality Anchor

🎤
“We are still in early stage.”

🔍 SECTION D — MODELS (Slides 16–25)

Slide 16 — What is AI Model

🎤
“Pattern recognition system.”

Slide 17 — Prediction Mechanism

🎤
“Predict next output.”

Slide 18 — Core Truth

👉 “AI predicts… it does not know.”

💖 Erica: Slow down. Eye contact.

Slide 19 — LLM

• Text generation

Slide 20 — Vision AI

• Image

Slide 21 — Multimodal

• Combine

Slide 22 — Predictive AI

• Simulation

Slide 23 — Application in Architecture

🎤
“Traffic, energy, optimisation.”

Slide 24 — Limitation

🎤
“No responsibility.”

Slide 25 — Human Role

👉 “You decide.”

🤍 Claire: Anchor ethical responsibility.

🧠 SECTION E — DIKW (Slides 26–35)

Slide 26 — DIKW

Data → Info → Knowledge → Wisdom

Slide 27 — Data

Raw

Slide 28 — Information

Structured

Slide 29 — Knowledge

Meaning

Slide 30 — Wisdom

Judgment

Slide 31 — Critical Line

👉 AI = Data + Info
👉 Human = Knowledge + Wisdom

Slide 32 — Meaning Layer

🎤
“Meaning is yours.”

Slide 33 — Misuse Warning

🎤
“If you skip knowledge…”

👉 “You become copy machine.”

Slide 34 — Application

🎤
“Architecture = decision.”

Slide 35 — Anchor

👉 “Judgment is architecture.”

💙 Rachel: Strong conceptual anchor.

🌐 SECTION F — AIoT + KM (Slides 36–45)

Slide 36 — AIoT

Connected systems

Slide 37 — Data Explosion

🎤
“Everything produces data.”

Slide 38 — Problem

• Overload

• Noise

Slide 39 — Confusion

🎤
“More data ≠ clarity.”

Slide 40 — KM

🎤
“Organise meaning.”

Slide 41 — Function

• Connect

• Interpret

Slide 42 — Key Line

👉 AI scales data
👉 KM scales meaning

Slide 43 — Architect Role

🎤
“You operate meaning.”

Slide 44 — Strategic Thinking

🎤
“This is your advantage.”

Slide 45 — Reflection

🎤
“Not knowledge… wisdom.”

🎻 SECTION G — AI SYSTEM (Slides 46–55)

Slide 46 — AI Ecosystem

🎤
“Not one tool.”

Slide 47 — Design Layer

Midjourney

Slide 48 — Planning

Forma

Slide 49 — System

Hypar

Slide 50 — Thinking

ChatGPT

Slide 51 — Media

Runway

Slide 52 — Integration

🎤
“All connected.”

Slide 53 — Workflow

🎤
“Concept → system → output.”

Slide 54 — Orchestration

🎤
“You control flow.”

Slide 55 — Core Insight

👉 “You are orchestrator.”

💖 Erica: This is identity moment.

🏆 SECTION H — LEARNING STRATEGY (Slides 56–63)

Slide 56 — Platforms

Coursiv, Coursera, Domestika

Slide 57 — Coursiv

Practice

Slide 58 — Coursera

Depth

Slide 59 — Domestika

Creative

Slide 60 — Strategy

🎤
“Combine.”

Slide 61 — Key Line

👉 “Ask what you need.”

Slide 62 — Bonus

🎤
“Effort rewarded.”

Slide 63 — Behaviour Design

🎤
“You choose level.”

🎻 SECTION I — CTA (Slides 64–68)

Slide 64 — CTA Framework

Claire / Rachel / Erica

Slide 65 — Roles

• Clarity

• Precision

• Energy

Slide 66 — Thinking

🎤
“Multiple perspective.”

Slide 67 — Application

🎤
“You compare… then decide.”

Slide 68 — Evolution

🎤
“From user… to thinker.”

🌙 SECTION J — FINAL (Slides 69–70)

Slide 69 — Identity

🎤
“You are not designer…”

“You are orchestrator.”

Slide 70 — Closing

🎤 (slow… soft)

“Some will use AI to work faster…”

“Some will use AI to look smarter…”

(pause)

“But a few…”

👉 “will use AI… to see what others cannot see.”

(silence)