Decentralized Collaboration,
AI-Enabled Agency,
and Institutional Robustness
去中心化協作 ∩ AI 能動性
⟶ 知識機構的強健性
mashbean
黃豆泥
Decentralized Collaboration,
圖／Photo: 林逸晟 · 磺溪生活流域／mashbean.net
We still begin with AI
and end with human beings themselves
我們仍然從 AI 開始，
從人本身結束
圖／Photo: Florian Voggeneder · Avatar Robot Cafe DAWN／mashbean.net
Campus
校園
Oxford MPP No Devices Policy
牛津大學的
上課不要滑手機政策
圖／Photo: Cmglee · Blavatnik School of Government · CC BY-SA 4.0
Workplace
職場
My younger brother losing his job as an engineer
我弟作為一名工程師的失業
My experience of laying off colleagues
我 layoff 同事的經驗
圖／Photo: 文化前線 II 讀書會 · mashbean.net
Institutions
機構
Santa Fe Institute
聖塔菲研究所
Where should knowledge-producing institutions go from here?
知識生產機構應該何去何從
Epistemic Institute
知識機構
圖／Photo: 聖塔菲研究所 · mashbean.net
Institutions
機構
The revival of digital democracy
數位民主復興
Digital deliberation and citizens’ assemblies
數位審議與公民大會
Letting go of roll-call systems
放棄了點名制度
Institutions
機構
Trade unions
工會
Workers’ self-liberation through stopping
the machines on the shop floor
暫停車間機器的工人的自我救贖
圖／Photo: Sheldon Dick · Flint, 1937／Library of Congress · Public domain
Institutions
機構
In an age of Dharma decline,
religious organisations begin to explore human nature
末法時代，
宗教組織開始探討人性
圖／Photo: Edgar Beltrán / The Pillar · Leo XIV, 2025 · CC BY-SA 4.0
Institutions as nodes
機構作為節點
Financial crisis, existential crisis,
and the work of transformation
財務危機、存在危機、轉型工程
圖／Photo: SMart · LET’S COOP 2018／mashbean.net
AI Fatigue, AI Slop
AI 疲勞、AI 垃圾內容
Wearing a powered exoskeleton to the gym?
穿外骨骼動力裝上健身房？
圖／Photo: Memo Akten · Learning to See: Gloomy Sunday／mashbean.net
Graduate Institute of Taiwan Literature, NTU
台大台文所
The literary award controversy:
we experimented with having people play the role of AI
文學獎爭議，我們實驗讓人扮演 AI
圖／Photo: Olaf8940 · 臺大圖書館（校園場景） · CC BY-SA 4.0
Rojava’s social experiments
羅賈瓦的社會實驗
Seeking agency amid war and turmoil
在兵荒馬亂的時代中尋找主體性
圖／Photo: JINWAR · Kurdistan au féminin, 2022
Social experiments unfolding in the UK
英國正在發生中的社會實驗
圖／Photo: CIVIC SQUARE · Birmingham／Doughnut Economics Action Lab
FAB DAO’s cooperative experiment
FAB DAO 的合作社實驗
圖／Photo: 文策院 · FAB DAO 百岳計畫／林茲電子藝術節
Harvard Allen Lab’s Digital Civic Infrastructure
哈佛大學 Allen Lab 的數位公民基礎設施
People-Power
人民的力量
AI governance should protect people’s right
to help shape public life
AI 治理應保障人們共同塑造公共生活的權利
Through organising, turn shared resources
into collective power to create change
透過組織，把共同資源轉為改變現實的集體力量
Connect, Learn, Act
連結、學習、行動
Danielle Allen et al. (2025) · Emily S. Lin & Marshall Ganz (2024) · Cynthia Garcia & Sarah Hubbard (2025)