Pareto

 

HW#1

Use Claude cowork Opus 5Max or ChatGPT-6 Astra

 課堂練習 

Deadline: This Saturday at 23:59

Send all the share links to  me chang212@gmail.com by email with subject HW#1  [your id, your name]

How to share a link

conduct a research given drone research directions

literature survey

SOTA

methods

coding

Stats

benchmark with SOTA apples-to-apples

Write a Paper with figs/tabs (or simply a proposal)

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

AI 導論

9/22 Introduction

Follow up: internal review flow, editorial review flow, Pareto

AI is the new development and prototyping environment

cowork vs. chat, projector friendly

py & bash execution tool use & container, projector friendly

IEEE AI Policy

Use AI Professionally (Yagi Uda Antenna)

為什麼我的AI跟你不一樣:  basic skills

Prompt in English (中文版)

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

• 
  

  
  

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

• 
  

VS Code/ Antigravity 資安

 

Comparing LLMs in Scientific Visualization

Yagi-Uda Antenna

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

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。