#auditability — Public Fediverse posts
Live and recent posts from across the Fediverse tagged #auditability, aggregated by home.social.
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CareFabric: A Blueprint for Healthcare Interoperability
The CareFabric model proposes a new approach to healthcare interoperability, emphasizing clinical coordination rather than simply integrating existing systems. It aims to address the fragmentation in healthcare information by creating a federated clinical exchange where government plays a role as a trust tracker rather than a central data holder. This model preserves organizational autonomy while enabling selective data exchange and robust governance. The architecture incorporates a national control plane and a federated data plane, ensuring secure real-time communication. CareFabric emphasizes the importance of patient identity, metadata management, and AI governance to enhance operational efficacy while keeping financial processes out of scope.https://roofman.me/2026/04/18/carefabric-a-blueprint-for-healthcare-interoperability/
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CareFabric: A Blueprint for Healthcare Interoperability
The CareFabric model proposes a new approach to healthcare interoperability, emphasizing clinical coordination rather than simply integrating existing systems. It aims to address the fragmentation in healthcare information by creating a federated clinical exchange where government plays a role as a trust tracker rather than a central data holder. This model preserves organizational autonomy while enabling selective data exchange and robust governance. The architecture incorporates a national control plane and a federated data plane, ensuring secure real-time communication. CareFabric emphasizes the importance of patient identity, metadata management, and AI governance to enhance operational efficacy while keeping financial processes out of scope.https://roofman.me/2026/04/18/carefabric-a-blueprint-for-healthcare-interoperability/
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CareFabric: A Blueprint for Healthcare Interoperability
The CareFabric model proposes a new approach to healthcare interoperability, emphasizing clinical coordination rather than simply integrating existing systems. It aims to address the fragmentation in healthcare information by creating a federated clinical exchange where government plays a role as a trust tracker rather than a central data holder. This model preserves organizational autonomy while enabling selective data exchange and robust governance. The architecture incorporates a national control plane and a federated data plane, ensuring secure real-time communication. CareFabric emphasizes the importance of patient identity, metadata management, and AI governance to enhance operational efficacy while keeping financial processes out of scope.https://roofman.me/2026/04/18/carefabric-a-blueprint-for-healthcare-interoperability/
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CareFabric: A Blueprint for Healthcare Interoperability
The CareFabric model proposes a new approach to healthcare interoperability, emphasizing clinical coordination rather than simply integrating existing systems. It aims to address the fragmentation in healthcare information by creating a federated clinical exchange where government plays a role as a trust tracker rather than a central data holder. This model preserves organizational autonomy while enabling selective data exchange and robust governance. The architecture incorporates a national control plane and a federated data plane, ensuring secure real-time communication. CareFabric emphasizes the importance of patient identity, metadata management, and AI governance to enhance operational efficacy while keeping financial processes out of scope.https://roofman.me/2026/04/18/carefabric-a-blueprint-for-healthcare-interoperability/
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CareFabric: A Blueprint for Healthcare Interoperability
The CareFabric model proposes a new approach to healthcare interoperability, emphasizing clinical coordination rather than simply integrating existing systems. It aims to address the fragmentation in healthcare information by creating a federated clinical exchange where government plays a role as a trust tracker rather than a central data holder. This model preserves organizational autonomy while enabling selective data exchange and robust governance. The architecture incorporates a national control plane and a federated data plane, ensuring secure real-time communication. CareFabric emphasizes the importance of patient identity, metadata management, and AI governance to enhance operational efficacy while keeping financial processes out of scope.https://roofman.me/2026/04/18/carefabric-a-blueprint-for-healthcare-interoperability/
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Well i finally did it. I just released my test dataset for AI Evaluation. Its a simulated company, represented by 60,000 documents, the readme in the image explains it all ... If you are interested, its at https://codeberg.org/Lorenz_Systems/Company_Sim.git
#EUAIAct #DigitalSovereignty #SovereignCloud #FOSS #FLOSS #Codeberg #Forgejo #OpenSource #DataGovernance #Auditability #ForensicAI #EUTech #PrivacyByDesign #InformationRetrieval #KnowledgeManagement #DeterministicAI #EUPL
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Well i finally did it. I just released my test dataset for AI Evaluation. Its a simulated company, represented by 60,000 documents, the readme in the image explains it all ... If you are interested, its at https://codeberg.org/Lorenz_Systems/Company_Sim.git
#EUAIAct #DigitalSovereignty #SovereignCloud #FOSS #FLOSS #Codeberg #Forgejo #OpenSource #DataGovernance #Auditability #ForensicAI #EUTech #PrivacyByDesign #InformationRetrieval #KnowledgeManagement #DeterministicAI #EUPL
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Well i finally did it. I just released my test dataset for AI Evaluation. Its a simulated company, represented by 60,000 documents, the readme in the image explains it all ... If you are interested, its at https://codeberg.org/Lorenz_Systems/Company_Sim.git
#EUAIAct #DigitalSovereignty #SovereignCloud #FOSS #FLOSS #Codeberg #Forgejo #OpenSource #DataGovernance #Auditability #ForensicAI #EUTech #PrivacyByDesign #InformationRetrieval #KnowledgeManagement #DeterministicAI #EUPL
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🔧 Why You Need to Centralize USB Management Using USB over IP
Centralize USB device management with USBManager Server for enhanced visibility and control. Replace outdated "Dongle Room" practices with digital, real-time management, simplifying access and tracking. Enjoy full auditability with detailed logs and access tracking, ensuring security and compliance.
Learn more 👉 https://usbmanager.net/why-you-need-to-centralize-usb-management-using-usb-over-ip/#USBoverIP #DeviceManagement #USBManagerServer #Auditability #Security
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🧠 New paper
The Grammar of Objectivity
Language models simulate neutrality not by removing bias, but by formalizing it.🔍 Based on 1,500 LLM outputs (medical/legal, 2019–2024)
⚠️ 64 % of medical and 57 % of legal texts flagged🔗 Read / download:
Zenodo: https://doi.org/10.5281/zenodo.15729518
SSRN: https://ssrn.com/abstract=5319520Neutrality is no longer a meaning. It’s a structure.
#AI #LLM #Objectivity #Syntax #CriticalCode #Auditability #LLMTransparency #GrammarOfPower #agustinvStartari #social -
🧠 New paper
The Grammar of Objectivity
Language models simulate neutrality not by removing bias, but by formalizing it.🔍 Based on 1,500 LLM outputs (medical/legal, 2019–2024)
⚠️ 64 % of medical and 57 % of legal texts flagged🔗 Read / download:
Zenodo: https://doi.org/10.5281/zenodo.15729518
SSRN: https://ssrn.com/abstract=5319520Neutrality is no longer a meaning. It’s a structure.
#AI #LLM #Objectivity #Syntax #CriticalCode #Auditability #LLMTransparency #GrammarOfPower #agustinvStartari #social -
🧠 New paper
The Grammar of Objectivity
Language models simulate neutrality not by removing bias, but by formalizing it.🔍 Based on 1,500 LLM outputs (medical/legal, 2019–2024)
⚠️ 64 % of medical and 57 % of legal texts flagged🔗 Read / download:
Zenodo: https://doi.org/10.5281/zenodo.15729518
SSRN: https://ssrn.com/abstract=5319520Neutrality is no longer a meaning. It’s a structure.
#AI #LLM #Objectivity #Syntax #CriticalCode #Auditability #LLMTransparency #GrammarOfPower #agustinvStartari #social -
🧠 New paper
The Grammar of Objectivity
Language models simulate neutrality not by removing bias, but by formalizing it.🔍 Based on 1,500 LLM outputs (medical/legal, 2019–2024)
⚠️ 64 % of medical and 57 % of legal texts flagged🔗 Read / download:
Zenodo: https://doi.org/10.5281/zenodo.15729518
SSRN: https://ssrn.com/abstract=5319520Neutrality is no longer a meaning. It’s a structure.
#AI #LLM #Objectivity #Syntax #CriticalCode #Auditability #LLMTransparency #GrammarOfPower #agustinvStartari #social -
🧠 New paper
The Grammar of Objectivity
Language models simulate neutrality not by removing bias, but by formalizing it.🔍 Based on 1,500 LLM outputs (medical/legal, 2019–2024)
⚠️ 64 % of medical and 57 % of legal texts flagged🔗 Read / download:
Zenodo: https://doi.org/10.5281/zenodo.15729518
SSRN: https://ssrn.com/abstract=5319520Neutrality is no longer a meaning. It’s a structure.
#AI #LLM #Objectivity #Syntax #CriticalCode #Auditability #LLMTransparency #GrammarOfPower #agustinvStartari #social -
🚨 New academic publication:
The Grammar of Objectivity – Agustin V. Startari
🧠 How language models simulate neutrality without source or justification.🔍 Structural audit on 1,000 LLM outputs
⚙️ INS: Simulated Neutrality Index
📎 DOI: https://doi.org/10.5281/zenodo.15729518#AI #LLM #Epistemology #AIethics #Auditability #GrammarsOfPower
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🚨 New academic article by Agustín V. Startari:
The Grammar of Objectivity: Formal Mechanisms for the Illusion of Neutrality in Language Models🔍 Focus: How LLMs use syntax to simulate neutrality without epistemic grounding.
📊 Introduces the Simulated Neutrality Index (INS), based on 1,000 model outputs.
📁 Open access: https://doi.org/10.5281/zenodo.15729518#LLM #AIethics #SyntacticAuthority #Auditability #Humanities #Epistemology
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CW: Long thread/35
Thus, "open AI" is best understood as "as free product development" for large, well-capitalized AI firms, done by tinkerers who will not be able to escape these giants' proprietary compute silos and opaque training corpuses, and whose work product is guaranteed to be compatible with the giants' own systems.
The instrumental story about the virtues of "open" often invoke #auditability: the fact that anyone can look at the source code makes it easier for bugs to be identified.
35/
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#cybersecurity community, need suggestions :eyes_happy:
At work there are some generic emails like [email protected], [email protected] and so on,
This are all on #Google #GsuiteAll have secure passwords and #twofactorauthentication shared via #bitwarden with people that use them
I still don't like the idea of multiple people accessing the account and reducing the #auditability of who did what, for inbound email I can setup forwarding rules, but for them to send out email they still need to access the actual account, any better way to do it then this?
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This individual vote verification tool for ongoing parliamentary elections in Estonia with its e-voting found its way into my digital democracy toolbox. We basically have individual verification for 30 minutes after submitting the ballot, but this tool lets you download the cryptogram, decrypt it and keep it for memory or later use. https://github.com/infoaed/kryptogramm #evoting #verification #auditability #rk2023
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This individual vote verification tool for ongoing parliamentary elections in Estonia with its e-voting found its way into my digital democracy toolbox. We basically have individual verification for 30 minutes after submitting the ballot, but this tool lets you download the cryptogram, decrypt it and keep it for memory or later use. https://github.com/infoaed/kryptogramm #evoting #verification #auditability #rk2023
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This individual vote verification tool for ongoing parliamentary elections in Estonia with its e-voting found its way into my digital democracy toolbox. We basically have individual verification for 30 minutes after submitting the ballot, but this tool lets you download the cryptogram, decrypt it and keep it for memory or later use. https://github.com/infoaed/kryptogramm #evoting #verification #auditability #rk2023
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This individual vote verification tool for ongoing parliamentary elections in Estonia with its e-voting found its way into my digital democracy toolbox. We basically have individual verification for 30 minutes after submitting the ballot, but this tool lets you download the cryptogram, decrypt it and keep it for memory or later use. https://github.com/infoaed/kryptogramm #evoting #verification #auditability #rk2023
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This individual vote verification tool for ongoing parliamentary elections in Estonia with its e-voting found its way into my digital democracy toolbox. We basically have individual verification for 30 minutes after submitting the ballot, but this tool lets you download the cryptogram, decrypt it and keep it for memory or later use. https://github.com/infoaed/kryptogramm #evoting #verification #auditability #rk2023