AI ULTRA FESTIVAL / AGENT WORK
When AI can do the work,
what will we do?當 AI 開始接手工作，人該做什麼？
26 slides on people, work and careers in the age of agents. Start with top AI trends, then explore the choices and responsibilities that remain ours. Take the task card, speaker notes and fictional HolyCrab practice materials with you.英文主講、中文輔助。先理解頂級 AI 趨勢，再討論工作怎樣組合、人的判斷與下一步實踐。
Slide text and original diagrams are editable. The PDF preserves the layout across computers. Suggested timing: 25 minutes plus 5 minutes of Q&A, including a 45-second writing exercise.
Why the focus changed 為什麼今天轉向人的話題
Dario Amodei's essay calls for frontier capability growth to give safety work time to keep up. Sam Altman supports pacing and commits to independent evaluators; Elon Musk responds “Dario is right”. The talk connects this discussion to human judgment and control at work. 把這次討論作為換題目的觸發，追問人在 Agent 時代如何保持判斷與控制權。
Read the essay 原文 · Dario's post · Sam's response · Elon's response
Primary pages checked September 13, 2026. Responses do not establish agreement on every policy detail. 三人的回應不等於對全文每項政策都達成共識。
The technical deep dive原題目的技術延伸閲讀
The programme title was Latest Agentic Harness Trends. For the systems research behind this talk, open my recent PolyU PhD guest lecture on harnesses, token routing and evaluation.
Three steps for your first session第一輪實踐，做這三步。
Prepare a folder準備一個目錄
Use a tool you already have. Add sample materials, then define the result, allowed actions and checks.
Complete one task做一次完整交付
Ask the agent to read and plan, then return the output files, missing items and decisions that need you.
Check and improve核對並保存做法
Open the files, check the result and revise once. Save a useful rule for the next attempt.
Copy this task card複製任務卡，填寫結果、材料、操作、檢查與求助條件。
The HolyCrab practice packHolyCrab 虛擬練習包
Qinglan, a fictional brand, needs a 15-second vertical product video. Review six sample candidate records to find what passes, what needs revision and what is missing. This exercise analyzes records and writes documents; it contains no actual videos or client data.先判斷樣例記錄，不調用付費生成，也不把記錄合格當成成片驗收。
Choose an entry point for your work從工作需要出發，選擇工具。
The four-area landscape is a map of task entry points, and products overlap. Checked September 13, 2026. Available actions depend on version, region, tools and permissions. Doubao Work is described in its policy published September 10 and effective September 17. DeepSeek Harness is a developer preview.
Read and take away講稿、大綱與離線網頁簡報
The PowerPoint includes the video for offline playback. The web presentation supports fullscreen playback. The PDF uses a still frame.