場域應用與服務設計 Syllabus 2026 Fall

 張耀仁教授

9/15 Introduction

示範: AI 快速開發 無人機飛行模擬視覺化 (1094 lines of code)

AI 在半導體產業的應用

百工如何使用ＡＩ (SVG)

什麼是「場域應用與服務設計」？AI 如何賦能服務設計？ -> 介紹學期專案

AI 入門

9/22 Prompts

AI 互動的基礎：如何與 AI 有效溝通 (Prompt 基礎篇)

合成物件

9/29 - Visualization

演算法視覺化

工程動畫

9/30 Enhanced Visualization

Enhance visualization (M. I. P.)

10/6 Reasoning

推理模式

推理模式 special topic: Smart Dog Ball Retrieval

10/13 Reasoning for Complex Problems

Make AI smarter (Dog Retrieving Ball)

Reasoning with AI for Complex Constrained Problems: Dinner Scheduling 

10/20 Dinner Operation

Catch up

Follow up

Animation for dinner scheduling

10/27 Backtrack

backtrack

A* macro thinking for electronic engineering problems

11/3 Solving Electronics

Catch up

Follow up

A* macro thinking for electronic engineering problems

Solving Electronics (Long Chain of Thought)

11/10 - 期中考暫停上課一次

11/17 Circuit Optimization

Catch Up

AI is the new UI

AI is the new development and prototyping environment

Follow Up

Optimize Circuit Design Using A*

11/24  RL

follow up (Circuit Optimization)

RL pt.1

12/1 RL

Follow up RL

RL pt.2

Reinforcement Learning (an introduction)

12/8 Machine Learning for Asset Management

Follow up RL 2

Follow up RL 3

Financial analysis

Portfolio Management

Financial Skills

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

backup

Prompt Engineering Guide

Japan in Geological evolution

• Financial 2

  Financial 3

• O/OO 

  • Portfolio Agents, roles

• O/OO Science

  • Science

  O/OO 

  • AI for Scientific Discovery

  
  

  
  

  
  

  Geological Evolution modeling of Taiwan
  
• 
  

End of Class

PLL (Phase-Locked Loop)

Importance of PLL

9.0 GHz PLL with A*, share, NM Version (Analytical), schematic

loop BW vs. metrics, physics model revised

Apple C1 ADPLL — 7.0 GHz (spec) with A*, NM Version, NM cross checked by MNA,  

DTC-assisted schematic, architecture and timing, DTC-TDC Timing (share)

 Optimizer with trajectory (MNA), share, DTC-Solver

Apple C1 ADPLL — 7.0 GHz  (C1 is N4P)

Head-to-head

Hint: NM Algo (Analytical)

VS Code/ Antigravity 資安

 

Multi-agent AI programs

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