Harness Engineering: The #1 AI Skill in 2026

Date: Wednesday June 10, 2026   6:30 - 8:30 PM, at ITRI 2880 Zanker Suite 103. Seminar talk will start at 7PM.

“Harness Engineering: The #1 AI Skill in 2026”

By Dr. William Kao

Seminar Abstract

Early interaction with Large Language Models (LLMs) focused primarily on Prompt Engineering, where carefully crafted prompts were used to improve model responses. As AI systems became more capable, the field expanded into Context Engineering, emphasizing the management of memory, retrieval systems, external knowledge sources, and long-context interactions. Today, the emergence of AI agents, multimodal systems, and autonomous workflows requires a broader systems-level approach. Harness Engineering represents this next evolutionary stage.

Harness engineering is the discipline of designing and maintaining the control systems that govern how an AI agent perceives its environment, selects actions, and validates outputs. The harness is everything that wraps the model: guides that direct the agent, sensors that validate its behavior, and data context pipelines that supply the information it reasons over.

This seminar explores the historical progression from prompt engineering to context engineering and finally to harness engineering. It examines the technological drivers behind this evolution, including the rise of agentic AI, retrieval-augmented generation (RAG), multimodal architectures, tool-using agents, world models, and physical AI systems. The talk also discusses core architectural components of modern AI harnesses, design principles, orchestration frameworks, and future industry directions.

The seminar concludes by arguing that future competitive advantage in AI will depend less on individual models and more on the quality of the harnesses built around them. Harness Engineering may therefore become one of the defining engineering disciplines of the AI era.

 

5 years AI Study Group Celebration

如果你 5 月 30 日（星期六）下午剛好在舊金山灣區，我想邀請你一起參加 AI Study Group 五週年慶。
如果中午就能過來，我們會準備一些小點心，並酌收 5 美元費用，大家一起簡單慶祝一下。
報名連結：https://luma.com/gqh7c2b3

如果你午餐後才能到，下午的演講活動是免費參加的。
下午演講報名連結：https://luma.com/yuvzczuy

這次我們邀請了幾家新創公司，分享他們如何運用 AI 開創與發展自己的公司；也邀請 IBM 介紹他們的 AI Platform。

CIE-SF High School Student Scholarship Award 2026 Application

Application Date:  4/24- 6/27

Chinese Institute of Engineers, San Francisco Bay Area Chapter (CIE/USA-SF) is now accepting applications for the Scholarship Award. The scholarship award winners will be awarded US $300 and a granted CIE scholarship certificate, presented at the CIE AAEOY (Asian American Engineer of the Year) Award & Conference, which will take place at Santa Clara Convention Center on Sat September 19, 2026.

Being the oldest Chinese engineering and science society in North America, and following a long-standing tradition of pursuing excellence, CIE/USA-SF has established this award program to recognize and encourage the outstanding high school students of its members. The selection criteria will be based on an overall accomplishment of applicants' academic performance, extracurricular activities achievement and the participation in community services. Each award winner will receive a Certificate of Merit and a check of Three hundred dollars and shall need to attend the CIE AAEOY Award & Conference on September 19, 2026 to receive it.

All applicants must meet the following qualifications:

1. A CIE/USA-SF member's children

2. Currently a Sophomore and Junior (10th or 11th grade) in high school

3. Has never received the award from the CIE/SF Chapter before

4. Must be able to attend the award ceremony to receive the award and certificate

All applicants must submit the following documents in soft copies:

1.     A completed application form (download template 

https://cie-sf.org/index.php/archives/summary/3-scholarship/2-scholarship-application-template)

2.     A passport type photo (> 300kb), to be published in the CIE AAEOY 2026 conference proceedings 

3.     A high school Transcript

4.     A personal essay (no more than 250 words) which includes information such as: honors and awards received, offices of student organizations held, extracurricular activities, community service involved, volunteer work experiences, etc.

5.     (For Non-CIE/SF parents only) Join membership online from HERE (http://cie-sf.org/index.php/membership/join-member) 

The deadline for the application is June 27, 2026. Accept student application from April 24 to June 27.