場域應用與服務設計 Syllabus 2026 Fall

 張耀仁教授

1. 這些主題都以 AI 輔助、不需自行撰寫底層程式

2. 為了教學與示範、便於助教支援、確保功能與介面一致、評分與範例可重現，本課程限定使用業界主流的 Claude AI，有特殊原因必須使用其他ＡＩ者需在選課前與老師商量。

9/15 Introduction

課程說明

課程須知

AI 導論

AI is the new development and prototyping environment

AI Tool Decision 

cowork vs. chat

py & bash execution tool use & container

cowork vs openclaw

IEEE AI Policy

9/22, 9/29  Prompts

Prompts for scientific accuracy

Science optional

Prompt Engineering Guide

合成物件

When AI fails

10/6- Visualization

演算法視覺化

AI for PCB Design

10/13 Reasoning for Complex Problems

Dog Retrieving Ball

Reasoning with AI for Complex Constrained Problems: Dinner Scheduling 

10/20, 10/27 Dinner Operation

pre-training vs. learning

Animation for dinner scheduling

Debugging the Dinner-Scheduling Solver

11/3 Circuit Optimization

Optimize Circuit Design Using A*

11/10 - 期中考暫停上課一次

11/17, 11/24  RF IC Design (LNA), Part I

極紫外光（EUV）光源, IEEE Spectrum: The Tiny Star Explosions Powering Moore’s Law

Case Study: Apple C1 Modem LNA 

 12/1/2026 RF IC Design (LNA), Part II

• ToC
• Circuit Design and Visualization
• Common issues in AI use for chip design

 12/8/2026 RF IC Design (LNA), Part III

• EM Performance 
• Open Problems in RF IC Design, slides
• RF IC Circuit Optimization (LNA)

12/15/2026 Analog IC Design (2-stage amp, AB, Diff Pair)

• Circuit Design Optimization (2-stage amp, AB, Diff Pair)

12/22/2026 Analog IC P&R (of op741)

• IC Placement & Routing slides
• Analog IC Design (P&R op741)

12/29/2026 RF IC Design (RF PA Driver), Part I

• Recap of Circuit Design slides
• Introduction to RF Amplifier (projector friendly)
  
• Numerical Methods behind the RF Driver-Advanced level, English only (projector friendly, popular science, zh)

1/5/2027 RF IC Design (RF PA Driver), Part II

• RF PA Driver IC Design Roadmap slides(entry level, entry level & proj friendly)
• TSMC N3E/N4P RF PA Driver Design, TSMC N4P Stacked-FET RF Driver Topology,  (2-stage RF PA Driver)-Load-Pull
• Doherty RF PA Design
• Basin Transition in ASAP7
• GaN RF PA Driver Physics Models

End of Class

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backup

12/1 RL

RL

12/8 RL

RL 2

12/15, 12/22  World Model for Artificial General Intelligence (AGI)

Outline

Case Example

JEPA Bionic Arm

JEPA Navigator Robot

World Models vs. LLM/VLM

閱讀：Programming in the AI era (ppt)
閱讀：AI Architecture and Challenges (ppt)

12/29, 1/5 Machine Learning for Asset Management

Financial analysis

Portfolio Management, roles

Financial Skills

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VS Code/ Antigravity 資安

 

Comparing LLMs in Scientific Visualization

Yagi-Uda Antenna

Sonnet 4.6 extended

Opus 4.6 extended, 2 (far field, Maxwell, 3D prompt), 3 (Maxwell, Array Factor), 4 (Maxwell, numerical), 5 integral, array factor, 3d

Opus 4.6 extended, with context, also Dipole

Gemini 3.0 Pro

Opus 4.6 Extended

Gemini 3.0 Pro

ChatGPT 5.0

AI 管道檢修機器人系統

Sonnet 4.5 extended HA

Opus 4.6 extended HA

Gemini 3.0 Pro

PCB Design, AI-Powered

 schematic (share)

Real Components

Steps 

PCB

3D Circuit based on KiCad file, for TPS54302 // 3D CIRCUIT VIEW (share)

KiCad_sch to 3D parser (md)

555 3d KiCad

BuckCoverter KiCad

IC Fab Line

Process 2d

 Line up 3d (share)

Line up with Machinery (share)

學生回饋意見

  (稍微改寫去可辨視化)

• 這門課不錯！
• 老師上課很認真，整學期下來覺得學到蠻多東西的，推薦修這門課。
• 可以感受到老師對教學很有熱情。
• 每次交作業都會收到很詳細的回饋，老師會認真說明哪裡可以改進，有問題問他也都很願意幫忙，很推！
• 老師上課蠻認真的。
• 老師給的建議都很用心，感覺有認真看我們的作業。

AI 戰爭模擬

使用對局理論（game theory) 模擬台海衝突

原始版 

3D 強化版

• 海上封鎖
• 兩棲  
• 不對稱作戰 

share

台海衝突賽局理論分析模擬器 (連結)

• 多方參與者：中國、台灣、美國、日本
• 情境模擬：封鎖、入侵、灰色地帶、導彈打擊
• 策略互動與升級風險分析

台灣AI防禦戰略模擬 (連結)

• 敵方導彈攻擊與攔截系統
• 升級機制：無人機部署→雷達啟動→導彈發射

俄羅斯無人機攻擊 vs 烏克蘭防空模擬 (連結)

• 3D整合空戰防禦模擬系統
• 攻擊與防禦系統的動態互動

漁船包圍反制

Financial Analysis 5: Monte Carlo, DCF, Regime Adaptive

 compare

HW#14

Devise an RL agent for solving a problem.

write an agent for portfolio management

PCB Layout Optimization  using RL

Advanced with stopping criteria, optimized 

F1 Racing by Mr. Chung

F1 Yas Marina by Lucas daylight, twilight

Pipeline by Mr. Hunter

Financial Analysis 3

 2025 agent vs. market

heuristics 

heuristics vs. RL 

Follow up RL 3

 

artifact (share)

theme park (share)

premium 

PCB Layout Optimization  using RL (share)

RL for Circuit Layout Design

Advanced with stopping criteria, optimized 

F1 Racing by Mr. Chung

F1 Yas Marina by Lucas daylight, twilight

hotel staffing by Ms Lee

Pipeline by Mr. Hunter

RL for Preventive Maintenance

Financial Analysis 2

Gemini 3 Pro Preview (Google Web Search enabled )

 more

HW#13 Reinforcement Learning (RL) 3

  自行決定是否做作業，做的話任選一題即可

1. 市區交通模擬，如何控制燈號以增進運輸量 (RL)

    Birds' eye view and follow mode

 (credit: 與專題生共同創作)

sample, share

 2. Use RL to train Submarine to avoid unmanned torpedo from attaching and attacking

RL

share (artifact)

hi accomp share (artifact)

3. Use RL to optimize a Manufacturing Process overcoming a failure,  artifact (share) (inspired by Edward Chang)

  Job Shop

artifact (share)

4. Use RL to train inverted pendulum

artifact (share)

5. Train the robot in the following scenario to cross the road.

scenario setting artifact

artifact (share)

6. Use RL to train submarine maneuvers

Destroyer vs Submarine, share

RL artifact (share), h. accomplished, tactical

7. Use TL to train the AI manager of  Supermarket (share)

8. Use RL to train F1 racing

artifact (share)

9. Use RL to train TESLA FSD.

Financial analysis

TESLA  simple (share)

comprehensive (share)

Stock Price Projection TSMC, NVIDIA, TESLA

DD TSMC, TESLA

DCF TESLA

DCF-based Stock Price Projection

treasury bonds vs. fixed deposits

instruments vs. Taiwan real estate investment returns analysis

Taiwan fixed deposits

Taiwan youths and GDP growth, Asia

Follow up RL 2

 

• Traffic control by Mr. Chung
• F1 racing (share)

• Train the robot to cross the road.
• Supermarket (share)
• RL for Submarine Tactical Operation
• RL for Submarine Maneuvers (hellscape)

 

artifact (share)

theme park (share)

premium 

PCB Layout Optimization  using RL (share)

RL for Circuit Layout Design

Advanced with stopping criteria, optimized 

F1 Racing by Mr. Chung

F1 Yas Marina by Lucas daylight, twilight

hotel staffing by Ms Lee

Pipeline by Mr. Hunter

RL for Preventive Maintenance

• 
  

Train the robot to cross the road.

 Train the robot in the following scenario to cross the road.

scenario setting artifact

artifact (share)

Robot Walk RL

 Robot Walk RL Gemini 3 Pro

Robot Walk RL, Opus 4.5 (share)

Simulating BLUE LED

  Blue LED

Simulating Laser

 雷射(2d 模擬 energy pumping)

share

雷射(3d 模擬) 使用3d量子場

Highly accomplished

share (He-Ne)

Space-Time of AI

  verify geo modeling