Tootfinder

Annual DC Privacy Forum: Convening Top Voices in Governance in the Digital Age
https://fpf.org/blog/annual-dc-privacy-forum-convening-top-voices-in-governance-in-the-digital-age/
@…

Governance by inferiority complex (pbump)
https://www.pbump.net/o/governance-by-inferiority-complex/
http://www.memeorandum.com/250725/p76#a250725p76

Governance-as-a-Service: A Multi-Agent Framework for AI System Compliance and Policy Enforcement
Helen Pervez, Suyash Gaurav, Jukka Heikkonen, Jatin Chaudhary
https://arxiv.org/abs/2508.18765

Governance-as-a-Service: A Multi-Agent Framework for AI System Compliance and Policy Enforcement
As AI systems evolve into distributed ecosystems with autonomous execution, asynchronous reasoning, and multi-agent coordination, the absence of scalable, decoupled governance poses a structural risk. Existing oversight mechanisms are reactive, brittle, and embedded within agent architectures, making them non-auditable and hard to generalize across heterogeneous deployments. We introduce Governance-as-a-Service (GaaS): a modular, policy-driven enforcement layer that regulates agent outputs at…

Toward a Global Regime for Compute Governance: Building the Pause Button
Ananthi Al Ramiah, Raymond Koopmanschap, Josh Thorsteinson, Sadruddin Khan, Jim Zhou, Shafira Noh, Joep Meindertsma, Farhan Shafiq
https://arxiv.org/abs/2506.20530

Toward a Global Regime for Compute Governance: Building the Pause Button
As AI capabilities rapidly advance, the risk of catastrophic harm from large-scale training runs is growing. Yet the compute infrastructure that enables such development remains largely unregulated. This paper proposes a concrete framework for a global "Compute Pause Button": a governance system designed to prevent dangerously powerful AI systems from being trained by restricting access to computational resources. We identify three key intervention points -- technical, traceability, and regulat…

The complexity of society seems to transcend sound political governance.

🇪🇺 🌐 With its new International Digital Strategy for the #EuropeanUnion, the EU aims to expand international partnerships, deploy an EU Tech Business Offer to partner countries, strengthen security and global digital governance.
GÉANT is proud to support several of the strategy's key areas, outlined today by Commissioner Henna Virkkunen at the

High Level Session 2: Digital Public Goods and Global Digital Cooperation, IGF 2025
The 20th annual meeting of the Internet Governance Forum is hosted by the Government of the Norway in Lillestrøm from 23 to 27 June 2025. The Forum's overarching theme is: Building Digital Governance Together.

Interactive AI and Human Behavior: Challenges and Pathways for AI Governance
Yulu Pi, Cagatay Turkay, Daniel Bogiatzis-Gibbons
https://arxiv.org/abs/2508.16608 https://

Interactive AI and Human Behavior: Challenges and Pathways for AI Governance
As Generative AI systems increasingly engage in long-term, personal, and relational interactions, human-AI engagements are becoming significantly complex, making them more challenging to understand and govern. These Interactive AI systems adapt to users over time, build ongoing relationships, and even can take proactive actions on behalf of users. This new paradigm requires us to rethink how such human-AI interactions can be studied effectively to inform governance and policy development. In th…

IGF in Oslo: Von Desinformation und Krieg
Desinformation, KI-Regulierung und ein resilientes Internet stehen auf dem Programm des Internet Governance Forums in Oslo.
https://www.heise.de/ne…

Collaborative governance of cyber violence: A two-phase, multi-scenario four-party evolutionary game and SBI1I2R public opinion dissemination
Xiaoting Yang, Wei Lv, Ting Yang, Bart Baesens
https://arxiv.org/abs/2506.19704

Collaborative governance of cyber violence: A two-phase, multi-scenario four-party evolutionary game and SBI1I2R public opinion dissemination
Cyber violence severely disrupts public order in both cyberspace and the real world. Existing studies have gradually advocated collaborative governance but rely on macro-level theoretical analyses. This study integrates micro- and macro-level perspectives to propose a two-stage, multi-scenario governance mechanism for cyber violence. In the first phase, a multi-scenario evolutionary game model with four parties involved in cyber violence was developed based on evolutionary game theory. Matlab s…

Crosslisted article(s) found for cs.HC. https://arxiv.org/list/cs.HC/new
[1/1]:
- Interactive AI and Human Behavior: Challenges and Pathways for AI Governance
Yulu Pi, Cagatay Turkay, Daniel Bogiatzis-Gibbons

DevLicOps: A Framework for Mitigating Licensing Risks in AI-Generated Code
Pratyush Nidhi Sharma, Lauren Wright, Anne Herfurth, Munsif Sokiyna, Pratyaksh Nidhi Sharma, Sethu Das, Mikko Siponen
https://arxiv.org/abs/2508.16853

DevLicOps: A Framework for Mitigating Licensing Risks in AI-Generated Code
Generative AI coding assistants (ACAs) are widely adopted yet pose serious legal and compliance risks. ACAs can generate code governed by restrictive open-source licenses (e.g., GPL), potentially exposing companies to litigation or forced open-sourcing. Few developers are trained in these risks, and legal standards vary globally, especially with outsourcing. Our article introduces DevLicOps, a practical framework that helps IT leaders manage ACA-related licensing risks through governance, incid…

Policy-Driven #CostOptimization with #OpenPolicyAgent and #Kubernetes

The Linux "INFILTRATION" : How Big Tech Captured Open Source Governance
https://www.youtube.com/watch?v=s3VquiAoCyM
> What happens when the world's most powerful corporations pay $500K each to control the organization that governs open source? Welcome to the Linux Found…

Translation of Enterprise Architecture Concept to Facilitate Digital Transformation Initiatives in Vietnam: Processes, Mechanisms and Impacts
Duong Dang, Quang Bui
https://arxiv.org/abs/2505.20247

Howard Lutnick says the US took a 10% stake in Intel; he said earlier that the US won't be on the board or play a role in Intel's governance; INTC closes up 5% (Wall Street Journal)
https://www.wsj.com/tech/trump-to-announce…

Identifying Risk Variables From ESG Raw Data Using A Hierarchical Variable Selection Algorithm
Zhi Chen, Zachary Feinstein, Ionut Florescu
https://arxiv.org/abs/2508.18679 https…

Identifying Risk Variables From ESG Raw Data Using A Hierarchical Variable Selection Algorithm
Environmental, Social, and Governance (ESG) factors aim to provide non-financial insights into corporations. In this study, we investigate whether we can extract relevant ESG variables to assess corporate risk, as measured by logarithmic volatility. We propose a novel Hierarchical Variable Selection (HVS) algorithm to identify a parsimonious set of variables from raw data that are most relevant to risk. HVS is specifically designed for ESG datasets characterized by a tree structure with signifi…

Filters of Identity: AR Beauty and the Algorithmic Politics of the Digital Body
Miriam Doh, Corinna Canali, Nuria Oliver
https://arxiv.org/abs/2506.19611 h…

Filters of Identity: AR Beauty and the Algorithmic Politics of the Digital Body
This position paper situates AR beauty filters within the broader debate on Body Politics in HCI. We argue that these filters are not neutral tools but technologies of governance that reinforce racialized, gendered, and ableist beauty standards. Through naming conventions, algorithmic bias, and platform governance, they impose aesthetic norms while concealing their influence. To address these challenges, we advocate for transparency-driven interventions and a critical rethinking of algorithmic …

AI and Agile Software Development: From Frustration to Success -- XP2025 Workshop Summary
Tomas Herda, Victoria Pichler, Zheying Zhang, Pekka Abrahamsson, Geir K. Hanssen
https://arxiv.org/abs/2506.20159

AI and Agile Software Development: From Frustration to Success -- XP2025 Workshop Summary
The full-day workshop on AI and Agile at XP 2025 convened a diverse group of researchers and industry practitioners to address the practical challenges and opportunities of integrating Artificial Intelligence into Agile software development. Through interactive sessions, participants identified shared frustrations related to integrating AI into Agile Software Development practices, including challenges with tooling, governance, data quality, and critical skill gaps. These challenges were system…

For your Saturday reading pleasure, Metacurity offers our free and paid readers a run-down of the top infosec-related long reads of the week.
This week's selection covers,
--Microsoft's Chinese "Digital Escorts" are a huge threat to DoD's digital security,
--Myanmar's scam centers are proliferating rapidly,
--Are VCs unpatriotic for investing in Chinese AI?,
--Afghanistan's extensive data systems need proper governance,
--AI c…

Best infosec-related long reads for the week of 7/12/25
Microsoft's Chinese "Digital Escorts" are a huge threat to DoD's digital security, Myanmar's scam centers are proliferating rapidly, Are VCs unpatriotic for investing in Chinese AI?, Afghanistan's extensive data systems need proper governance, AI can't replace humans in bug hunting

The Agent Behavior: Model, Governance and Challenges in the AI Digital Age
Qiang Zhang, Pei Yan, Yijia Xu, Chuanpo Fu, Yong Fang, Yang Liu
https://arxiv.org/abs/2508.14415 https…

The Agent Behavior: Model, Governance and Challenges in the AI Digital Age
Advancements in AI have led to agents in networked environments increasingly mirroring human behavior, thereby blurring the boundary between artificial and human actors in specific contexts. This shift brings about significant challenges in trust, responsibility, ethics, security and etc. The difficulty in supervising of agent behaviors may lead to issues such as data contamination and unclear accountability. To address these challenges, this paper proposes the "Network Behavior Lifecycle" mode…

A Social Choice Analysis of Optimism's Retroactive Project Funding
Eyal Briman, Nimrod Talmon, Angela Kreitenweis, Muhammad Idrees
https://arxiv.org/abs/2508.16285 https://

A Social Choice Analysis of Optimism's Retroactive Project Funding
The Optimism Retroactive Project Funding (RetroPGF) is a key initiative within the blockchain ecosystem that retroactively rewards projects deemed valuable to the Ethereum and Optimism communities. Managed by the Optimism Collective, a decentralized autonomous organization (DAO), RetroPGF represents a large-scale experiment in decentralized governance. Funding rewards are distributed in OP tokens, the native digital currency of the ecosystem. As of this writing, four funding rounds have been co…

"University Journals and Their Place in Global Scholarly Publishing" by @…: https://blog.tib.eu/2025/07/22/univers

Information Ecosystem Reengineering via Public Sector Knowledge Representation
Mayukh Bagchi
https://arxiv.org/abs/2508.15916 https://arxiv.org/pdf/2508.15…

Information Ecosystem Reengineering via Public Sector Knowledge Representation
Information Ecosystem Reengineering (IER) -- the technological reconditioning of information sources, services, and systems within a complex information ecosystem -- is a foundational challenge in the digital transformation of public sector services and smart governance platforms. From a semantic knowledge management perspective, IER becomes especially entangled due to the potentially infinite number of possibilities in its conceptualization, namely, as a result of manifoldness in the multi-lev…

“Get in loser, we’re going shopping in Brussels!”
Mercedes-Benz’ CEO has his shopping list ready:
https://group.mercedes-benz.com/company/corporate-governance/board-of-management/kaellenius/kaellenius-op-ed…

Fast Capture of Cell-Level Provenance in Numpy
Jinjin Zhao, Sanjay Krishnan
https://arxiv.org/abs/2506.18255 https://arxiv.org/pdf/25…

Fast Capture of Cell-Level Provenance in Numpy
Effective provenance tracking enhances reproducibility, governance, and data quality in array workflows. However, significant challenges arise in capturing this provenance, including: (1) rapidly evolving APIs, (2) diverse operation types, and (3) large-scale datasets. To address these challenges, this paper presents a prototype annotation system designed for arrays, which captures cell-level provenance specifically within the numpy library. With this prototype, we explore straightforward memor…

Trump says Intel has agreed to give US a 10% stake in the chipmaker; source: the government won't be on the board or play a major role in Intel's governance (Wall Street Journal)
https://www.wsj.com/tech/trump-to-announce-u-s-taking-nearly-10-s…

The authoritarian dream is rooted in the belief that state violence should serve as the primary tool of governance.
When the guardrails of democracy are dismantled, violence shifts from being a last resort to a governing principle.
This is precisely what unfolded in Los Angeles, where Trump deployed the National Guard and Marines to crush protests against his mass deportation policies,
while mobilizing ICE as a modern-day Gestapo.
What cannot be ignored is that the…

From the Streets of LA to the National Stage: The Left Must Win the Cultural War
Trump’s war on dissent can only be defeated by a left that challenges the values sustaining authoritarianism.

It is not wise to piss off your partners and allies.
The EU is starting an initiative to define an EU-specific technology stack. There is an impressive set of companies and organizations signing on. If you are a US technology firm you need to start tracking this and figure out a strategy. Caving in to autocrats has its downsides. More here:
https://…

Euro Stack | Building Europe’s digital future
A European Industrial Policy initiative bringing together tech, governance and funding for Europe-focused investment to build and adopt a suite of digital infrastructures

International Security Applications of Flexible Hardware-Enabled Guarantees
Onni Aarne, James Petrie
https://arxiv.org/abs/2506.15100 https://

International Security Applications of Flexible Hardware-Enabled Guarantees
As AI capabilities advance rapidly, flexible hardware-enabled guarantees (flexHEGs) offer opportunities to address international security challenges through comprehensive governance frameworks. This report examines how flexHEGs could enable internationally trustworthy AI governance by establishing standardized designs, robust ecosystem defenses, and clear operational parameters for AI-relevant chips. We analyze four critical international security applications: limiting proliferation to address…

Dynamic Simulation Framework for Disinformation Dissemination and Correction With Social Bots
Boyu Qiao, Kun Li, Wei Zhou, Songlin Hu
https://arxiv.org/abs/2507.16848 https://…

Dynamic Simulation Framework for Disinformation Dissemination and Correction With Social Bots
In the human-bot symbiotic information ecosystem, social bots play key roles in spreading and correcting disinformation. Understanding their influence is essential for risk control and better governance. However, current studies often rely on simplistic user and network modeling, overlook the dynamic behavior of bots, and lack quantitative evaluation of correction strategies. To fill these gaps, we propose MADD, a Multi Agent based framework for Disinformation Dissemination. MADD constructs a m…

Florida's GOP Presidential Hiring Spree (Josh Moody/Inside Higher Ed)
https://www.insidehighered.com/news/governance/executive-leadership/2025/06/23/floridas-gop-presidential-hiring-spree
http://www.memeorandum.com/250623/p24#a250623p24

Urban Green Governance: IoT-Driven Management and Enhancement of Urban Green Spaces in Campobasso
Antonio Salis, Gabriele Troina, Gianluca Boanelli, Marco Ottaviano, Paola Fortini, Soraya Versace
https://arxiv.org/abs/2507.12106

Urban Green Governance: IoT-Driven Management and Enhancement of Urban Green Spaces in Campobasso
The efficient design and management of public green spaces is a key factor in promoting the health and well-being of urban population, as emphasized by the WHO, UNEP, and EEA. These areas serve as the "green lungs" of the urban ecosystem, playing a vital role in enhancing quality of life thanks to the provision of ecosystem services. In this context, the Smart Green City use case in Campobasso municipality, funded by the Italian Ministry of Enterprises (MIMIT), emerges as an innovative model fo…

Several Issues Regarding Data Governance in AGI
Masayuki Hatta
https://arxiv.org/abs/2508.12168 https://arxiv.org/pdf/2508.12168

Several Issues Regarding Data Governance in AGI
The rapid advancement of artificial intelligence has positioned data governance as a critical concern for responsible AI development. While frameworks exist for conventional AI systems, the potential emergence of Artificial General Intelligence (AGI) presents unprecedented governance challenges. This paper examines data governance challenges specific to AGI, defined as systems capable of recursive self-improvement or self-replication. We identify seven key issues that differentiate AGI governan…

A Conceptual Framework for AI Capability Evaluations
Mar\'ia Victoria Carro, Denise Alejandra Mester, Francisca Gauna Selasco, Luca Nicol\'as Forziati Gangi, Matheo Sandleris Musa, Lola Ramos Pereyra, Mario Leiva, Juan Gustavo Corvalan, Mar\'ia Vanina Martinez, Gerardo Simari
https://arxiv.org/abs/2506.18213

A Conceptual Framework for AI Capability Evaluations
As AI systems advance and integrate into society, well-designed and transparent evaluations are becoming essential tools in AI governance, informing decisions by providing evidence about system capabilities and risks. Yet there remains a lack of clarity on how to perform these assessments both comprehensively and reliably. To address this gap, we propose a conceptual framework for analyzing AI capability evaluations, offering a structured, descriptive approach that systematizes the analysis of …

The final @… logo voting is still happening on @… for another day (and a bit)!
Check out the cool designs and leave your 👍 for your favorite(s) here: #openstreetmap

This seems like a cry for help from a few remaining honest individuals at #openai:
https://www.openaifiles.org/
This is why I do not use their LLMs, regardless how powerful their models might be. W…

The OpenAI Files
The OpenAI Files is the most comprehensive collection to date of documented concerns with governance practices, leadership integrity, and organizational culture at OpenAI.

WEBCAST JUN 12 - Atlantic Council - Why the UN’s Internet Governance Forum still matters twenty years on
#IGF2025
https://isoc.live/19443

Research on UAV Applications in Public Administration: Based on an Improved RRT Algorithm
Zhanxi Xie, Baili Lu, Yanzhao Gu, Zikun Li, Junhao Wei, Ngai Cheong
https://arxiv.org/abs/2508.14096

Research on UAV Applications in Public Administration: Based on an Improved RRT Algorithm
This study investigates the application of unmanned aerial vehicles (UAVs) in public management, focusing on optimizing path planning to address challenges such as energy consumption, obstacle avoidance, and airspace constraints. As UAVs transition from 'technical tools' to 'governance infrastructure', driven by advancements in low-altitude economy policies and smart city demands, efficient path planning becomes critical. The research proposes an enhanced Rapidly-exploring Random Tree algorithm…

#Apache Fory™ Graduates to Top-Level Apache Project
https://fory.apache.org/blog/apache-fory-graduated/

Balancing Innovation and Oversight: Regulatory Sandboxes as a Tool for AI Governance
https://fpf.org/blog/balancing-innovation-and-oversight-regulatory-sandboxes-as-a-tool-for-ai-governance/
@…

When Large Language Models Meet Law: Dual-Lens Taxonomy, Technical Advances, and Ethical Governance
Peizhang Shao, Linrui Xu, Jinxi Wang, Wei Zhou, Xingyu Wu
https://arxiv.org/abs/2507.07748

When Large Language Models Meet Law: Dual-Lens Taxonomy, Technical Advances, and Ethical Governance
This paper establishes the first comprehensive review of Large Language Models (LLMs) applied within the legal domain. It pioneers an innovative dual lens taxonomy that integrates legal reasoning frameworks and professional ontologies to systematically unify historical research and contemporary breakthroughs. Transformer-based LLMs, which exhibit emergent capabilities such as contextual reasoning and generative argumentation, surmount traditional limitations by dynamically capturing legal seman…

An Overview of the Risk-based Model of AI Governance
Veve Fry
https://arxiv.org/abs/2507.15299 https://arxiv.org/pdf/2507.15299

An Overview of the Risk-based Model of AI Governance
This paper provides an overview and critique of the risk based model of artificial intelligence (AI) governance that has become a popular approach to AI regulation across multiple jurisdictions. The 'AI Policy Landscape in Europe, North America and Australia' section summarises the existing AI policy efforts across these jurisdictions, with a focus of the EU AI Act and the Australian Department of Industry, Science and Regulation's (DISR) safe and responsible AI consultation. The 'Analysis' sec…

Governance, productivity and economic development
Cuong Le Van (CNRS, PSE, CES), Ngoc-Sang Pham (EM Normandie), Thi Kim Cuong Pham (EconomiX), Binh Tran-Nam (RMIT)
https://arxiv.org/abs/2507.13099

Governance, productivity and economic development
This paper explores the interplay between transfer policies, R\&D, corruption, and economic development using a general equilibrium model with heterogeneous agents and a government. The government collects taxes, redistributes fiscal revenues, and undertakes public investment (in R\&D, infrastructure, etc.). Corruption is modeled as a fraction of tax revenues that is siphoned off and removed from the economy. We first establish the existence of a political-economic equilibrium. Then, using an a…

A Century of Evolution in the Complexity of the United States Legal Code
Dawoon Jeong, James Holehouse, Jisung Yoon, Chris Kempes, Geoffrey B West, Hyejin Youn
https://arxiv.org/abs/2507.14342

A Century of Evolution in the Complexity of the United States Legal Code
As societies confront increasingly complex regulatory demands in domains such as digital governance, climate policy, and public health, there is a pressing need to understand how legal systems evolve, where they concentrate regulatory attention, and how their institutional architectures shape capacity for adaptation. Yet, the long-term structural dynamics of law remain empirically underexplored. Here, we provide a versioned, machine-readable record of the United States Code (U.S. Code), the pri…

wayland is a governance failure https://github.com/flatpak/xdg-desktop-portal/issues/880

Mouse position portal · Issue #880 · flatpak/xdg-desktop-portal
Some apps (a small minority, I will admit) have features that pair with being able to track the mouse. One such app is the Virtual Puppet Project's mouse tracker plugin, which uses the mouse instea...

Mgmt: We don't have the resources to make our own LLM. Can we just monetize AI prompts?
Business School Student: Hold my beer 🍺
#blockchain

PromptChain: A Decentralized Web3 Architecture for Managing AI Prompts as Digital Assets
We present PromptChain, a decentralized Web3 architecture that establishes AI prompts as first-class digital assets with verifiable ownership, version control, and monetization capabilities. Current centralized platforms lack mechanisms for proper attribution, quality assurance, or fair compensation for prompt creators. PromptChain addresses these limitations through a novel integration of IPFS for immutable storage, smart contracts for governance, and token incentives for community curation. O…

From Firms to Computation: AI Governance and the Evolution of Institutions
Michael S. Harre
https://arxiv.org/abs/2507.13616 https://…

From Firms to Computation: AI Governance and the Evolution of Institutions
The integration of agential artificial intelligence into socioeconomic systems requires us to reexamine the evolutionary processes that describe changes in our economic institutions. This article synthesizes three frameworks: multi-level selection theory, Aoki's view of firms as computational processes, and Ostrom's design principles for robust institutions. We develop a framework where selection operates concurrently across organizational levels, firms implement distributed inference via game-…

Never Compromise to Vulnerabilities: A Comprehensive Survey on AI Governance
Yuchu Jiang, Jian Zhao, Yuchen Yuan, Tianle Zhang, Yao Huang, Yanghao Zhang, Yan Wang, Yanshu Li, Xizhong Guo, Yusheng Zhao, Jun Zhang, Zhi Zhang, Xiaojian Lin, Yixiu Zou, Haoxuan Ma, Yuhu Shang, Yuzhi Hu, Keshu Cai, Ruochen Zhang, Boyuan Chen, Yilan Gao, Ziheng Jiao, Yi Qin, Shuangjun Du, Xiao Tong, Zhekun Liu, Yu Chen, Xuankun Rong, Rui Wang, Yejie Zheng, Zhaoxin Fan, Hongyuan Zhang, Pan Zhou, Lei Jin, Hao Z…

Never Compromise to Vulnerabilities: A Comprehensive Survey on AI Governance
The rapid advancement of AI has expanded its capabilities across domains, yet introduced critical technical vulnerabilities, such as algorithmic bias and adversarial sensitivity, that pose significant societal risks, including misinformation, inequity, security breaches, physical harm, and eroded public trust. These challenges highlight the urgent need for robust AI governance. We propose a comprehensive framework integrating technical and societal dimensions, structured around three interconne…

Joan Westenberg: "A failed state. With very good fonts." Whoah <-- read the whole thing --> https://www.theindex.media/america-is-a-failed-state-with-good-branding/

Emerging applications of neurotechnology and their implications for EU governance #BCI

Emerging applications of neurotechnology and their implications for EU governance
This report sums up recent developments in neurotechnology, that is, technology that can read and modify activity from the central nervous system. Some devices record information from the brain, and others deliver stimulation to the brain (and some do both). These technologies are rapidly advancing and are likely to have a profound impact on various aspects of society. In the near future, neurotechnology is set to revolutionise the way we approach a range of policy areas, from healthcare, educa…

US Commerce Secretary Howard Lutnick says Intel must give the government an equity stake in the company in return for CHIPS Act funds; INTC closes up 7% (CNBC)
https://www.cnbc.com/2025/08/19/lutnick-intel-stock-chips-trump.html

Lutnick says Intel has to give government equity in return for CHIPS Act funds
The potential deal would convert the CHIPS ACT grants into equity, but wouldn't come with governance rights in Intel, Lutnick said.

Democracy for DAOs: An Empirical Study of Decentralized Governance and Dynamic (Case Study Internet Computer SNS Ecosystem)
Burak Arda Okutan, Stefan Schmid, Yvonne-Anne Pignolet
https://arxiv.org/abs/2507.20234

Democracy for DAOs: An Empirical Study of Decentralized Governance and Dynamic (Case Study Internet Computer SNS Ecosystem)
Decentralized autonomous organizations (DAOs) rely on governance mechanism without centralized leadership. This paper presents an empirical study of user behavior in governance for a variety of DAOs, ranging from DeFi to gaming, using the Internet Computer Protocol DAO framework called SNS (Service Nervous System). To analyse user engagement, we measure participation rates and frequency of proposals submission and voter approval rates. We evaluate decision duration times to determine DAO agilit…

AI Governance InternationaL Evaluation Index (AGILE Index) 2025
Yi Zeng, Enmeng Lu, Xiaoyang Guo, Cunqing Huangfu, Jiawei Xie, Yu Chen, Zhengqi Wang, Dongqi Liang, Gongce Cao, Jin Wang, Zizhe Ruan, Xin Guan, Ammar Younas
https://arxiv.org/abs/2507.11546

AI Governance InternationaL Evaluation Index (AGILE Index) 2025
The year 2024 witnessed accelerated global AI governance advancements, marked by strengthened multilateral frameworks and proliferating national regulatory initiatives. This acceleration underscores an unprecedented need to systematically track governance progress--an imperative that drove the launch of the AI Governance InternationaL Evaluation Index (AGILE Index) project since 2023. The inaugural AGILE Index, released in February 2024 after assessing 14 countries, established an operational a…

IGF25: Wer schaut der Tech-Branche in Konfliktzonen auf die Finger?
Tech-Unternehmen verhalten sich in Kriegsgebieten zum Teil problematisch, wird auf dem Internet Governance Forum berichtet. Kontrolle sei jedoch schwierig.

The latest in the #WordPress drama...
https://joost.blog/path-forward-for-wordpress/

A new path forward for WordPress, and for the open web
Back in December, I wrote about the state of leadership in the WordPress ecosystem. I shared how too much power rests with one person, and how the lack of clear governance puts contributors and businesses alike in difficult positions. That post ended with a call: we need to lead. That wasn’t rhetorical. It was a ... Read more

How Progressive Government Set the Stage for the L.A. Riots (Allysia Finley/Wall Street Journal)
https://www.wsj.com/opinion/how-progressive-government-set-the-stage-for-the-l-a-riots-california-governance-cfe175d5?st=wUDZ8D
http://www.memeorandum.com/250616/p24#a250616p24

By-the-way, it is clear that we are experiencing the end of Democracy and rise of Dictatorship in the US.
We have long observed the rise of large corporations as a class of privileged nobility.
And now we are watching the onset of governance by artificial "intelligence".
Perhaps we will resume democracy, but unless we change our ground rules - such as our Constitution - the power of corporations and, now, AI's will remain a serious problem.
So I will men…

Beginning my Saturday at the Forum Francophone de la Gouvernance du Numérique et de l’IA in Geneva…
#FFGNIA #AI #InternetGovernance

Bridging Global Frameworks: Governance Strategies Behind Cisco Common Control Framework v4.0 for Scalable Cloud Compliance
Nishant Sonkar
https://arxiv.org/abs/2506.01984

Bridging Global Frameworks: Governance Strategies Behind Cisco Common Control Framework v4.0 for Scalable Cloud Compliance
CCF v4.0 provides a standard way to ensure that Cisco's cloud products comply with the many quickly evolving requirements worldwide. To cope with increasing demands brought by ISO 27001, SOC 2, NIST, FedRAMP, EU CRA, DORA, and NIS2, CCF v4.0 introduces reliable governance by grouping controls using modules mapped across many frameworks. In this document, I discuss the governance structure controlling the framework's progress, noting how the CAB helped and the relevant steps for mapping and vali…

Documenting Deployment with Fabric: A Repository of Real-World AI Governance
Mackenzie Jorgensen, Kendall Brogle, Katherine M. Collins, Lujain Ibrahim, Arina Shah, Petra Ivanovic, Noah Broestl, Gabriel Piles, Paul Dongha, Hatim Abdulhussein, Adrian Weller, Jillian Powers, Umang Bhatt
https://arxiv.org/abs/2508.14119

Documenting Deployment with Fabric: A Repository of Real-World AI Governance
Artificial intelligence (AI) is increasingly integrated into society, from financial services and traffic management to creative writing. Academic literature on the deployment of AI has mostly focused on the risks and harms that result from the use of AI. We introduce Fabric, a publicly available repository of deployed AI use cases to outline their governance mechanisms. Through semi-structured interviews with practitioners, we collect an initial set of 20 AI use cases. In addition, we co-desig…

ICANN Security and Stability Advisory Committee (SSAC) Comments on Draft Governance Document for the
Recognition, Maintenance, and Derecognition of RIRs
https://itp.cdn.icann.org/en/files/security-and-stability-advisory…

Crisis Response Networks: Wartime Civic Engagement in Ukraine’s Local Governments: https://benborges.xyz/2025/07/01/crisis-response-networks-wartime-civic.html

Toward Effective AI Governance: A Review of Principles
Danilo Ribeiro, Thayssa Rocha, Gustavo Pinto, Bruno Cartaxo, Marcelo Amaral, Nicole Davila, Ana Camargo
https://arxiv.org/abs/2505.23417

Toward Effective AI Governance: A Review of Principles
Artificial Intelligence (AI) governance is the practice of establishing frameworks, policies, and procedures to ensure the responsible, ethical, and safe development and deployment of AI systems. Although AI governance is a core pillar of Responsible AI, current literature still lacks synthesis across such governance frameworks and practices. Objective: To identify which frameworks, principles, mechanisms, and stakeholder roles are emphasized in secondary literature on AI governance. Method: We…

AI Regulation in Latin America: Overview and Emerging Trends in Key Proposals
https://fpf.org/blog/global/ai-regulation-in-latin-america-overview-and-emerging-trends-in-key-proposals/
@…

The Midas Project and Tech Oversight Project release The OpenAI Files, a 50 page analysis of OpenAI's governance, leadership, and organizational culture (Hayden Field/The Verge)
https://www.theverge.com/openai/688783/the

The ‘OpenAI Files’ will help you understand how Sam Altman’s company works
Two tech industry watchdog organizations released a research report called the OpenAI Files that covers OpenAI’s corporate structure, its restructuring to a for-profit organization, CEO Sam Altman’s portfolio of investment companies, and more.

We've now also preprinted our paper on
«Perspectives on Crowdsourced #CitizenScience and the Data Governance of AI Applications»
given that it's so timely :D
https://papers.ssrn.com/abstract=5291262

Multilateralism in the Global Governance of Artificial Intelligence
Michal Natorski
https://arxiv.org/abs/2508.15397 https://arxiv.org/pdf/2508.15397

Multilateralism in the Global Governance of Artificial Intelligence
This chapter inquires how international multilateralism addresses the emergence of the general-purpose technology of Artificial Intelligence. In more detail, it analyses two key features of AI multilateralism: its generalized principles and the coordination of state relations in the realm of AI. Firstly, it distinguishes the generalized principles of AI multilateralism of epochal change, determinism, and dialectical understanding. In the second place, the adaptation of multilateralism to AI led…

IGF25: Diktatoren und Demokraten im globalen Süden als Kunden von Spyware
Spyware wie Pegasus von der NSO-Group wird zunehmend ein politisches Problem. Das war eine der Erkenntnisse des Internet Governance Forums in Norwegen.

Metadata Management for AI-Augmented Data Workflows
Jinjin Zhao, Sanjay Krishnan
https://arxiv.org/abs/2508.06814 https://arxiv.org/pdf/2508.06814

Metadata Management for AI-Augmented Data Workflows
AI-augmented data workflows introduce complex governance challenges, as both human and model-driven processes generate, transform, and consume data artifacts. These workflows blend heterogeneous tools, dynamic execution patterns, and opaque model decisions, making comprehensive metadata capture difficult. In this work, we present TableVault, a metadata governance framework designed for human-AI collaborative data creation. TableVault records ingestion events, traces operation status, links exec…

Quantum Inspired Legal Tech Environmental Integration for Emergency Pharmaceutical Logistics with Entropy Modulated Collapse and Multilevel Governance
Ruicheng Li, Jingxu Wu
https://arxiv.org/abs/2508.08286

Quantum Inspired Legal Tech Environmental Integration for Emergency Pharmaceutical Logistics with Entropy Modulated Collapse and Multilevel Governance
Emergency pharmaceutical logistics during rapid-onset disasters must balance timeliness, legal compliance, and environmental uncertainty. We present a hybrid framework that co-designs quantum-inspired decision dynamics, embedded legal constraints, and blockchain-verified environmental feedback. Candidate routes are modeled as a superposed state whose collapse is governed by entropy modulation-delaying commitment under ambiguity and accelerating resolution when coherent signals emerge. Legal sta…

Israel security cabinet approves plan to take over Gaza City amid reports of disagreements with military
The announcement comes after Benjamin Netanyahu said Israel intended to take full control of Gaza and hand over the territory’s governance to friendly Arab forces

Urban AI Governance Must Embed Legal Reasonableness for Democratic and Sustainable Cities
Rashid Mushkani
https://arxiv.org/abs/2508.12174 https://arxiv.or…

Urban AI Governance Must Embed Legal Reasonableness for Democratic and Sustainable Cities
This position paper argues that embedding the legal "reasonable person" standard in municipal AI systems is essential for democratic and sustainable urban governance. As cities increasingly deploy artificial intelligence (AI) systems, concerns around equity, accountability, and normative legitimacy are growing. This paper introduces the Urban Reasonableness Layer (URL), a conceptual framework that adapts the legal "reasonable person" standard for supervisory oversight in municipal AI systems, i…

Programmable Governance for Group-Controlled Decentralized Identifiers
Carlo Segat, Sandro Rodriguez Garzo, Axel K\"upper
https://arxiv.org/abs/2507.06001

Programmable Governance for Group-Controlled Decentralized Identifiers
Self-Sovereign Identity (SSI) is a paradigm for digital identity management that offers unique privacy advantages. A key technology in SSI is Decentralized Identifiers (DIDs) and their associated metadata, DID Documents (DDOs). DDOs contain crucial verification material such as the public keys of the entity identified by the DID (i.e., the DID subject) and are often anchored on a distributed ledger to ensure security and availability. Long-lived DIDs need to support updates (e.g., key rotation)…

Watermarking Without Standards Is Not AI Governance
Alexander Nemecek, Yuzhou Jiang, Erman Ayday
https://arxiv.org/abs/2505.23814 https://

Watermarking Without Standards Is Not AI Governance
Watermarking has emerged as a leading technical proposal for attributing generative AI content and is increasingly cited in global governance frameworks. This paper argues that current implementations risk serving as symbolic compliance rather than delivering effective oversight. We identify a growing gap between regulatory expectations and the technical limitations of existing watermarking schemes. Through analysis of policy proposals and industry practices, we show how incentive structures di…

Replaced article(s) found for cs.AI. https://arxiv.org/list/cs.AI/new
[1/5]:
- Artificial Intelligence Governance for Businesses
Johannes Schneider, Rene Abraham, Christian Meske, Jan vom Brocke

Between #GiveUpGitHub and #iNaturalist jumping the "AI" shark, I'm extra grateful for infrastructures like @… that have democratic governance mechanisms to give contributors a real vote and power in decision making.
I hope more folks use those opportunities to find infrastructures that they can actually co-own, instead of wasting time & energy in dictatorial platforms that at best "make the community feel heard" (notice the subtle difference between being heard and feeling heard).

Flexible Hardware-Enabled Guarantees for AI Compute
James Petrie, Onni Aarne, Nora Ammann, David Dalrymple
https://arxiv.org/abs/2506.15093 https://…

Flexible Hardware-Enabled Guarantees for AI Compute
As artificial intelligence systems become increasingly powerful, they pose growing risks to international security, creating urgent coordination challenges that current governance approaches struggle to address without compromising sensitive information or national security. We propose flexible hardware-enabled guarantees (flexHEGs), that could be integrated with AI accelerators to enable trustworthy, privacy-preserving verification and enforcement of claims about AI development. FlexHEGs consi…

Rethinking Autonomy: Preventing Failures in AI-Driven Software Engineering
Satyam Kumar Navneet, Joydeep Chandra
https://arxiv.org/abs/2508.11824 https://a…

Rethinking Autonomy: Preventing Failures in AI-Driven Software Engineering
The integration of Large Language Models (LLMs) into software engineering has revolutionized code generation, enabling unprecedented productivity through promptware and autonomous AI agents. However, this transformation introduces significant risks, including insecure code generation, hallucinated outputs, irreversible actions, and a lack of transparency and accountability. Incidents like the Replit database deletion underscore the urgent need for robust safety and governance mechanisms. This p…

This https://arxiv.org/abs/2412.03824 has been replaced.
initial toot: https://mastoxiv.page/@arXiv_csAI_…

Towards Data Governance of Frontier AI Models
Data is essential to train and fine-tune today's frontier artificial intelligence (AI) models and to develop future ones. To date, academic, legal, and regulatory work has primarily addressed how data can directly harm consumers and creators, such as through privacy breaches, copyright infringements, and bias and discrimination. Our work, instead, focuses on the comparatively neglected question of how data can enable new governance capacities for frontier AI models. This approach for "frontier …

An over $242M Polymarket bet on whether President Zelenskyy would wear a suit before July closed as "No" despite claims he did, raising governance concerns (Sebastian Sinclair/Decrypt)
https://decrypt.co/329210/polymarket-rules-no-237m-bet-zelenskyys

Polymarket Rules 'No' on $237M Controversial Bet Over Zelenskyy's Suit
Discontent over the market’s resolution has reignited scrutiny of UMA’s dispute system and the influence of large Polymarket stakeholders.

Prosocial Design in Trust and Safety
David Gr\"uning, Julia Kamin
https://arxiv.org/abs/2506.12792 https://arxiv.org/pdf/2506.12…

Prosocial Design in Trust and Safety
This chapter presents an overview of Prosocial Design, an approach to platform design and governance that recognizes design choices influence behavior and that those choices can or should be made toward supporting healthy interactions and other prosocial outcomes. The authors discuss several core principles of Prosocial Design and its relationship to Trust and Safety and other related fields. As a primary contribution, the chapter reviews relevant research to demonstrate how Prosocial Design ca…

The Quantified Body: Identity, Empowerment, and Control in Smart Wearables
Maijunxian Wang
https://arxiv.org/abs/2506.15991 https://a…

The Quantified Body: Identity, Empowerment, and Control in Smart Wearables
In an era where bodies are increasingly rendered as streams of biometric data, smart wearables have emerged not only as tools of self-optimization but as infrastructures of predictive governance. This paper critically examines how devices such as the Apple Watch, Fitbit, and Oura Ring reconfigure bodily autonomy through feedback-driven self-surveillance, while embedding users within opaque systems of data extraction and algorithmic control. Drawing on Deleuze's concept of the control society, Z…

Governance and Technological Challenge in Digital Solidarity Economies: A Case Study of a Collaborative Transportation Platform in South Korea
Jeongone Seo, Tawfiq Ammari
https://arxiv.org/abs/2507.04166

Governance and Technological Challenge in Digital Solidarity Economies: A Case Study of a Collaborative Transportation Platform in South Korea
South Korea's City P illustrates how lofty goals of digital solidarity can falter when challenged by local governance realities. Drawing on Hansmann's ownership theory, collaborative governance concepts, and platform cooperativism, we conducted a qualitative case study involving policy documents, independent assessments, and 11 in-depth interviews with residents, officials, and technology developers. Findings reveal a marked disconnect between the initiative's stated emphasis on community co-ow…

DIRF: A Framework for Digital Identity Protection and Clone Governance in Agentic AI Systems
Hammad Atta, Muhammad Zeeshan Baig, Yasir Mehmood, Nadeem Shahzad, Ken Huang, Muhammad Aziz Ul Haq, Muhammad Awais, Kamal Ahmed, Anthony Green
https://arxiv.org/abs/2508.01997

DIRF: A Framework for Digital Identity Protection and Clone Governance in Agentic AI Systems
The rapid advancement and widespread adoption of generative artificial intelligence (AI) pose significant threats to the integrity of personal identity, including digital cloning, sophisticated impersonation, and the unauthorized monetization of identity-related data. Mitigating these risks necessitates the development of robust AI-generated content detection systems, enhanced legal frameworks, and ethical guidelines. This paper introduces the Digital Identity Rights Framework (DIRF), a structu…

Can We Trust AI to Govern AI? Benchmarking LLM Performance on Privacy and AI Governance Exams
Zane Witherspoon, Thet Mon Aye, YingYing Hao
https://arxiv.org/abs/2508.09036 https…

Can We Trust AI to Govern AI? Benchmarking LLM Performance on Privacy and AI Governance Exams
The rapid emergence of large language models (LLMs) has raised urgent questions across the modern workforce about this new technology's strengths, weaknesses, and capabilities. For privacy professionals, the question is whether these AI systems can provide reliable support on regulatory compliance, privacy program management, and AI governance. In this study, we evaluate ten leading open and closed LLMs, including models from OpenAI, Anthropic, Google DeepMind, Meta, and DeepSeek, by benchmarki…

The Goldilocks zone of governing technology: Leveraging uncertainty for responsible quantum practices
Miriam Meckel, Philipp Hacker, Lea Steinacker, Aurelija Lukoseviciene, Surjo R. Soekadar, Jacob Slosser, Gina-Maria Poehlmann
https://arxiv.org/abs/2507.12957

The Goldilocks zone of governing technology: Leveraging uncertainty for responsible quantum practices
Emerging technologies challenge conventional governance approaches, especially when uncertainty is not a temporary obstacle but a foundational feature as in quantum computing. This paper reframes uncertainty from a governance liability to a generative force, using the paradigms of quantum mechanics to propose adaptive, probabilistic frameworks for responsible innovation. We identify three interdependent layers of uncertainty--physical, technical, and societal--central to the evolution of quantu…

Replaced article(s) found for cs.SE. https://arxiv.org/list/cs.SE/new
[1/1]:
- A Reference Architecture for Governance of Cloud Native Applications
William Pourmajidi, Lei Zhang, John Steinbacher, Tony Erwin, Andriy Miranskyy

Towards Creating Infrastructures for Values and Ethics Work in the Production of Software Technologies
Richmond Y. Wong
https://arxiv.org/abs/2507.11490 ht…

Towards Creating Infrastructures for Values and Ethics Work in the Production of Software Technologies
Recognizing how technical systems can embody social values or cause harms, human-computer interaction (HCI) research often approaches addressing values and ethics in design by creating tools to help tech workers integrate social values into the design of products. While useful, these approaches usually do not consider the politics embedded in the broader processes, organizations, social systems, and governance structures that affect the types of actions that tech workers can take to address val…

This https://arxiv.org/abs/2503.17414 has been replaced.
initial toot: https://mastoxiv.page/@arXiv_csCY_…

Opportunities and Challenges of Frontier Data Governance With Synthetic Data
Synthetic data, or data generated by machine learning models, is increasingly emerging as a solution to the data access problem. However, its use introduces significant governance and accountability challenges, and potentially debases existing governance paradigms, such as compute and data governance. In this paper, we identify 3 key governance and accountability challenges that synthetic data poses - it can enable the increased emergence of malicious actors, spontaneous biases and value drift.…

Distributed and Decentralised Training: Technical Governance Challenges in a Shifting AI Landscape
Jakub Kry\'s, Yashvardhan Sharma, Janet Egan
https://arxiv.org/abs/2507.07765

Distributed and Decentralised Training: Technical Governance Challenges in a Shifting AI Landscape
Advances in low-communication training algorithms are enabling a shift from centralised model training to compute setups that are either distributed across multiple clusters or decentralised via community-driven contributions. This paper distinguishes these two scenarios - distributed and decentralised training - which are little understood and often conflated in policy discourse. We discuss how they could impact technical AI governance through an increased risk of compute structuring, capabili…

Bridging the Artificial Intelligence Governance Gap: The United States' and China's Divergent Approaches to Governing General-Purpose Artificial Intelligence
Oliver Guest, Kevin Wei
https://arxiv.org/abs/2506.03497

Bridging the Artificial Intelligence Governance Gap: The United States' and China's Divergent Approaches to Governing General-Purpose Artificial Intelligence
The United States and China are among the world's top players in the development of advanced artificial intelligence (AI) systems, and both are keen to lead in global AI governance and development. A look at U.S. and Chinese policy landscapes reveals differences in how the two countries approach the governance of general-purpose artificial intelligence (GPAI) systems. Three areas of divergence are notable for policymakers: the focus of domestic AI regulation, key principles of domestic AI regul…

Bottom-Up Perspectives on AI Governance: Insights from User Reviews of AI Products
Stefan Pasch
https://arxiv.org/abs/2506.00080 https://

Bottom-Up Perspectives on AI Governance: Insights from User Reviews of AI Products
With the growing importance of AI governance, numerous high-level frameworks and principles have been articulated by policymakers, institutions, and expert communities to guide the development and application of AI. While such frameworks offer valuable normative orientation, they may not fully capture the practical concerns of those who interact with AI systems in organizational and operational contexts. To address this gap, this study adopts a bottom-up approach to explore how governance-relev…

Data-Centric Safety and Ethical Measures for Data and AI Governance
Srija Chakraborty
https://arxiv.org/abs/2506.10217 https://arxiv.…

Data-Centric Safety and Ethical Measures for Data and AI Governance
Datasets play a key role in imparting advanced capabilities to artificial intelligence (AI) foundation models that can be adapted to various downstream tasks. These downstream applications can introduce both beneficial and harmful capabilities -- resulting in dual use AI foundation models, with various technical and regulatory approaches to monitor and manage these risks. However, despite the crucial role of datasets, responsible dataset design and ensuring data-centric safety and ethical pract…

The Stories We Govern By: AI, Risk, and the Power of Imaginaries
Ninell Oldenburg, Gleb Papyshev
https://arxiv.org/abs/2508.11729 https://arxiv.org/pdf/250…

The Stories We Govern By: AI, Risk, and the Power of Imaginaries
This paper examines how competing sociotechnical imaginaries of artificial intelligence (AI) risk shape governance decisions and regulatory constraints. Drawing on concepts from science and technology studies, we analyse three dominant narrative groups: existential risk proponents, who emphasise catastrophic AGI scenarios; accelerationists, who portray AI as a transformative force to be unleashed; and critical AI scholars, who foreground present-day harms rooted in systemic inequality. Through …

Domestic frontier AI regulation, an IAEA for AI, an NPT for AI, and a US-led Allied Public-Private Partnership for AI: Four institutions for governing and developing frontier AI
Haydn Belfield
https://arxiv.org/abs/2507.06379

Domestic frontier AI regulation, an IAEA for AI, an NPT for AI, and a US-led Allied Public-Private Partnership for AI: Four institutions for governing and developing frontier AI
Compute governance can underpin international institutions for the governance of frontier AI. To demonstrate this I explore four institutions for governing and developing frontier AI. Next steps for compute-indexed domestic frontier AI regulation could include risk assessments and pre-approvals, data centre usage reports, and release gate regulation. Domestic regimes could be harmonized and monitored through an International AI Agency - an International Atomic Energy Agency (IAEA) for AI. This …

Reclaiming Constitutional Authority of Algorithmic Power
Yiyang Mei, Michael J Broyde
https://arxiv.org/abs/2508.11699 https://arxiv.org/pdf/2508.11699

Reclaiming Constitutional Authority of Algorithmic Power
Whether and how to govern AI is no longer a question of technical regulation. It is a question of constitutional authority. Across jurisdictions, algorithmic systems now perform functions once reserved to public institutions: allocating welfare, determining legal status, mediating access to housing, employment, and healthcare. These are not merely administrative operations. They are acts of rule. Yet the dominant models of AI governance fail to confront this reality. The European approach cente…

Ethics by Design: A Lifecycle Framework for Trustworthy AI in Medical Imaging From Transparent Data Governance to Clinically Validated Deployment
Umer Sadiq Khan, Saif Ur Rehman Khan
https://arxiv.org/abs/2507.04249

Ethics by Design: A Lifecycle Framework for Trustworthy AI in Medical Imaging From Transparent Data Governance to Clinically Validated Deployment
The integration of artificial intelligence (AI) in medical imaging raises crucial ethical concerns at every stage of its development, from data collection to deployment. Addressing these concerns is essential for ensuring that AI systems are developed and implemented in a manner that respects patient rights and promotes fairness. This study aims to explore the ethical implications of AI in medical imaging, focusing on five key stages: data collection, data processing, model training, model eval…

Towards an Approach for Evaluating the Impact of AI Standards
Julia Lane
https://arxiv.org/abs/2506.13839 https://arxiv.org/pdf/2506.…

Towards an Approach for Evaluating the Impact of AI Standards
There have been multiple calls for investments in the development of AI standards that both preserve the transformative potential and minimize the risks of AI. The goals of AI standards, particularly with respect to AI data, performance, and governance, are to promote innovation and public trust in systems that use AI. However, there is a lack of a formal or shared method to measure the impact of these standardization activities on the goals of innovation and trust. This concept paper proposes …

The Strategic Imperative for Healthcare Organizations to Build Proprietary Foundation Models
Naresh Tiwari
https://arxiv.org/abs/2506.11412 https://…

The Strategic Imperative for Healthcare Organizations to Build Proprietary Foundation Models
This paper presents a comprehensive analysis of the strategic imperative for healthcare organizations to develop proprietary foundation models rather than relying exclusively on commercial alternatives. We examine four fundamental considerations driving this imperative: the domain-specific requirements of healthcare data representation, critical data sovereignty and governance considerations unique to healthcare, strategic competitive advantages afforded by proprietary AI infrastructure, and th…