Virginia's commission has taken a bold step forward by adopting groundbreaking recommendations on AI provenance and labeling to ensure authenticity and transparency in digital content.
Learn more here!
#VA #CitizenPortal #PolicyRecommendations #DataProvenance #VirginiaAI #CivicAccountability
Learn more here!
#VA #CitizenPortal #PolicyRecommendations #DataProvenance #VirginiaAI #CivicAccountability
Commission adopts AI provenance and labeling recommendations to guide legislation
The commission voted to accept a three-part set of policy recommendations on AI provenance and labeling — prioritizing authenticated (human) content labels, principle-based provenance standards, and a platform obligation to persist provenance metadata — and the commission chair declared the recommendations accepted by voice vote.
citizenportal.ai
October 29, 2026 at 2:26 AM
Virginia's commission has taken a bold step forward by adopting groundbreaking recommendations on AI provenance and labeling to ensure authenticity and transparency in digital content.
Learn more here!
#VA #CitizenPortal #PolicyRecommendations #DataProvenance #VirginiaAI #CivicAccountability
Learn more here!
#VA #CitizenPortal #PolicyRecommendations #DataProvenance #VirginiaAI #CivicAccountability
Yeah #attribution is a glaring week spot in most models and they WILL hallucinate frequently if asked for attribution.
They got lots of work to do before consumers get easy #ExplainableAI , #AuditableAI or proper #DataProvenance.
And I think current model creators don't want output license bound.
They got lots of work to do before consumers get easy #ExplainableAI , #AuditableAI or proper #DataProvenance.
And I think current model creators don't want output license bound.
October 25, 2026 at 7:55 AM
Yeah #attribution is a glaring week spot in most models and they WILL hallucinate frequently if asked for attribution.
They got lots of work to do before consumers get easy #ExplainableAI , #AuditableAI or proper #DataProvenance.
And I think current model creators don't want output license bound.
They got lots of work to do before consumers get easy #ExplainableAI , #AuditableAI or proper #DataProvenance.
And I think current model creators don't want output license bound.
📣 New Podcast! "How to Build a Facial Database for OSINT Investigations" on @Spreaker #ai #arcface #artificialintelligence #cyberintelligence #cybersecurity #dataprovenance #deepface #digitalinvestigation #ethicalosint #facenet #facialdatabase #facialembeddings #facialrecognition #faiss #osint
How to Build a Facial Database for OSINT Investigations
https://www.osintinvestigate.com
How can investigators organize public facial images for OSINT research? This episode explores facial-image databases, data provenance, image cleaning, AI embeddings, vector search, verification, privacy, and responsible intelligence practices. Learn why facial similarity should be treated as an investigative lead—not proof of identity.
www.spreaker.com
September 28, 2026 at 3:15 PM
📣 New Podcast! "How to Build a Facial Database for OSINT Investigations" on @Spreaker #ai #arcface #artificialintelligence #cyberintelligence #cybersecurity #dataprovenance #deepface #digitalinvestigation #ethicalosint #facenet #facialdatabase #facialembeddings #facialrecognition #faiss #osint
This applies to context usage, cost, latency, carbon attribution, modeled water, and healthcare disclosure.
Show what was measured. Label what was derived. Qualify what was modeled. Verify what the number belongs to.
#AIObservability #DataProvenance
Show what was measured. Label what was derived. Qualify what was modeled. Verify what the number belongs to.
#AIObservability #DataProvenance
September 23, 2026 at 3:37 AM
This applies to context usage, cost, latency, carbon attribution, modeled water, and healthcare disclosure.
Show what was measured. Label what was derived. Qualify what was modeled. Verify what the number belongs to.
#AIObservability #DataProvenance
Show what was measured. Label what was derived. Qualify what was modeled. Verify what the number belongs to.
#AIObservability #DataProvenance
AI text watermarking has a fundamental trade-off: stronger detection can mean greater influence over the model’s output.
But its bigger role may be provenance—tracking where AI-generated information travels and enters training data.
spectrum.ieee.org/ai-watermark...
#AI #DataProvenance
But its bigger role may be provenance—tracking where AI-generated information travels and enters training data.
spectrum.ieee.org/ai-watermark...
#AI #DataProvenance
spectrum.ieee.org
September 11, 2026 at 6:40 AM
AI text watermarking has a fundamental trade-off: stronger detection can mean greater influence over the model’s output.
But its bigger role may be provenance—tracking where AI-generated information travels and enters training data.
spectrum.ieee.org/ai-watermark...
#AI #DataProvenance
But its bigger role may be provenance—tracking where AI-generated information travels and enters training data.
spectrum.ieee.org/ai-watermark...
#AI #DataProvenance
Reversible Function Graph
A fully de-duplicated graph of values and function calls, queryable forward and back to reconstruct tables, trees and raw input.
https://github.com/tomasflorian/ReversibleFunctionGraph
#KnowledgeRepresentation #DataProvenance
A fully de-duplicated graph of values and function calls, queryable forward and back to reconstruct tables, trees and raw input.
https://github.com/tomasflorian/ReversibleFunctionGraph
#KnowledgeRepresentation #DataProvenance
GitHub - tomasflorian/ReversibleFunctionGraph: A graph where everything is a node - values, functions, and function calls alike. Nothing is duplicated, nothing is lost, and every computation can be walked backwards.
A graph where everything is a node - values, functions, and function calls alike. Nothing is duplicated, nothing is lost, and every computation can be walked backwards. - tomasflorian/ReversibleFun...
github.com
September 4, 2026 at 1:35 AM
Reversible Function Graph
A fully de-duplicated graph of values and function calls, queryable forward and back to reconstruct tables, trees and raw input.
https://github.com/tomasflorian/ReversibleFunctionGraph
#KnowledgeRepresentation #DataProvenance
A fully de-duplicated graph of values and function calls, queryable forward and back to reconstruct tables, trees and raw input.
https://github.com/tomasflorian/ReversibleFunctionGraph
#KnowledgeRepresentation #DataProvenance
"The $1 Trillion Black Box"
Unnecessary black boxes are the enemy.
Modern #oversight and #regulation needs knowledge graphs and the #semanticWeb.
The semantic modeling of contracts, requirements, transactions, #dataProvenance, and chain of custody are needed for #democracy and #nationalSecurity.
Unnecessary black boxes are the enemy.
Modern #oversight and #regulation needs knowledge graphs and the #semanticWeb.
The semantic modeling of contracts, requirements, transactions, #dataProvenance, and chain of custody are needed for #democracy and #nationalSecurity.
The $1 Trillion Black Box
The U.S. military budget is vast and opaque. Projects touted as engineering marvels end up facing years of delays and ballooning costs. ProPublica has launched a series to report on the Pentagon’s spe...
www.propublica.org
August 19, 2026 at 12:48 PM
"The $1 Trillion Black Box"
Unnecessary black boxes are the enemy.
Modern #oversight and #regulation needs knowledge graphs and the #semanticWeb.
The semantic modeling of contracts, requirements, transactions, #dataProvenance, and chain of custody are needed for #democracy and #nationalSecurity.
Unnecessary black boxes are the enemy.
Modern #oversight and #regulation needs knowledge graphs and the #semanticWeb.
The semantic modeling of contracts, requirements, transactions, #dataProvenance, and chain of custody are needed for #democracy and #nationalSecurity.
NEW #opensaccess paper "Evidence of unreliable data and poor data provenance in clinical prediction model research and clinical practice"
link.springer.com/article/10.1...
#researchintegrity #dataprovenance #predictionmodels #predictiveAI
link.springer.com/article/10.1...
#researchintegrity #dataprovenance #predictionmodels #predictiveAI
July 17, 2026 at 5:54 PM
NEW #opensaccess paper "Evidence of unreliable data and poor data provenance in clinical prediction model research and clinical practice"
link.springer.com/article/10.1...
#researchintegrity #dataprovenance #predictionmodels #predictiveAI
link.springer.com/article/10.1...
#researchintegrity #dataprovenance #predictionmodels #predictiveAI
Join us tomorrow for a Coffee Lecture on #DataProvenance with @renebernard.bsky.social
📅 Feb 25, 2025
⏰ 14:00 CET
🖥️ Online via Zoom
🗣️ Dr. René Bernard
⏱️ 10-min talk + Q&A
🆓 No registration required
tinyurl.com/d98myx87
Let's brew better research together! ☕️
#ResearchDataManagement #OpenScience #RDM
📅 Feb 25, 2025
⏰ 14:00 CET
🖥️ Online via Zoom
🗣️ Dr. René Bernard
⏱️ 10-min talk + Q&A
🆓 No registration required
tinyurl.com/d98myx87
Let's brew better research together! ☕️
#ResearchDataManagement #OpenScience #RDM
February 24, 2025 at 1:13 PM
Join us tomorrow for a Coffee Lecture on #DataProvenance with @renebernard.bsky.social
📅 Feb 25, 2025
⏰ 14:00 CET
🖥️ Online via Zoom
🗣️ Dr. René Bernard
⏱️ 10-min talk + Q&A
🆓 No registration required
tinyurl.com/d98myx87
Let's brew better research together! ☕️
#ResearchDataManagement #OpenScience #RDM
📅 Feb 25, 2025
⏰ 14:00 CET
🖥️ Online via Zoom
🗣️ Dr. René Bernard
⏱️ 10-min talk + Q&A
🆓 No registration required
tinyurl.com/d98myx87
Let's brew better research together! ☕️
#ResearchDataManagement #OpenScience #RDM
Who owns knowledge created by an AI? Blockchain's immutable ledger will be essential to track the provenance and ensure fair payment (in crypto) to the human and data providers who contributed to the model's training. 📜🤝 #DataProvenance #IPrights #Blockchain
October 28, 2025 at 1:21 PM
Who owns knowledge created by an AI? Blockchain's immutable ledger will be essential to track the provenance and ensure fair payment (in crypto) to the human and data providers who contributed to the model's training. 📜🤝 #DataProvenance #IPrights #Blockchain
Who owns knowledge created by an AI? Blockchain's immutable ledger will be essential to track the provenance and ensure fair payment (in crypto) to the human and data providers who contributed to the model's training. 📜🤝 #DataProvenance #IPrights #Blockchain
October 17, 2025 at 2:02 PM
Who owns knowledge created by an AI? Blockchain's immutable ledger will be essential to track the provenance and ensure fair payment (in crypto) to the human and data providers who contributed to the model's training. 📜🤝 #DataProvenance #IPrights #Blockchain
Cross-industry standards for data provenance in AI
www.helpnetsecurity.com/2024/07/22/s...
#Infosec #Security #Cybersecurity #CeptBiro #CrossIndustryStandards #DataProvenance #AI
www.helpnetsecurity.com/2024/07/22/s...
#Infosec #Security #Cybersecurity #CeptBiro #CrossIndustryStandards #DataProvenance #AI
Cross-industry standards for data provenance in AI - Help Net Security
The standards, derived from 15 industries' use cases, address data provenance challenges, regulatory compliance, data quality, and AI trust.
www.helpnetsecurity.com
July 22, 2024 at 2:17 PM
Cross-industry standards for data provenance in AI
www.helpnetsecurity.com/2024/07/22/s...
#Infosec #Security #Cybersecurity #CeptBiro #CrossIndustryStandards #DataProvenance #AI
www.helpnetsecurity.com/2024/07/22/s...
#Infosec #Security #Cybersecurity #CeptBiro #CrossIndustryStandards #DataProvenance #AI
Why "where did this data come from" matters just as much as the data itself. 📊
Data provenance is the record of where data came from & who touched it. Without it, two researchers can look at the exact same result and not know if it means the same thing. #DataProvenance #ResearchIntegrity
Data provenance is the record of where data came from & who touched it. Without it, two researchers can look at the exact same result and not know if it means the same thing. #DataProvenance #ResearchIntegrity
August 17, 2026 at 5:39 PM
Why "where did this data come from" matters just as much as the data itself. 📊
Data provenance is the record of where data came from & who touched it. Without it, two researchers can look at the exact same result and not know if it means the same thing. #DataProvenance #ResearchIntegrity
Data provenance is the record of where data came from & who touched it. Without it, two researchers can look at the exact same result and not know if it means the same thing. #DataProvenance #ResearchIntegrity
"Citation Debt" in bioinformatics is a massive liability. 📉 Moving data from PDF to code snaps the source link, leaving models unverifiable later.
"Provenance by Design" means code is born with its bibliography.
#Sci2Code #Bioinformatics #OpenScience #DataProvenance
"Provenance by Design" means code is born with its bibliography.
#Sci2Code #Bioinformatics #OpenScience #DataProvenance
June 10, 2026 at 5:09 PM
"Citation Debt" in bioinformatics is a massive liability. 📉 Moving data from PDF to code snaps the source link, leaving models unverifiable later.
"Provenance by Design" means code is born with its bibliography.
#Sci2Code #Bioinformatics #OpenScience #DataProvenance
"Provenance by Design" means code is born with its bibliography.
#Sci2Code #Bioinformatics #OpenScience #DataProvenance
The End of "Citation Debt" in Bioinformatics 📚📉
Ever move a data point from a paper to code, only to lose the source? Sci2Code integrates Zotero directly into your IDE. Every node is born with a persistent link to peer-reviewed research.
#DataProvenance #Sci2Code #OpenScience
Ever move a data point from a paper to code, only to lose the source? Sci2Code integrates Zotero directly into your IDE. Every node is born with a persistent link to peer-reviewed research.
#DataProvenance #Sci2Code #OpenScience
April 29, 2026 at 4:03 PM
The End of "Citation Debt" in Bioinformatics 📚📉
Ever move a data point from a paper to code, only to lose the source? Sci2Code integrates Zotero directly into your IDE. Every node is born with a persistent link to peer-reviewed research.
#DataProvenance #Sci2Code #OpenScience
Ever move a data point from a paper to code, only to lose the source? Sci2Code integrates Zotero directly into your IDE. Every node is born with a persistent link to peer-reviewed research.
#DataProvenance #Sci2Code #OpenScience
Hypha has worked with #StarlingLab since 2022. This summer, we helped re-architect their data processing pipeline: https://hypha.coop/dripline/storing-metadata-at-starling-lab/ #dataprovenance
October 28, 2024 at 1:09 PM
Hypha has worked with #StarlingLab since 2022. This summer, we helped re-architect their data processing pipeline: https://hypha.coop/dripline/storing-metadata-at-starling-lab/ #dataprovenance
🔬 Chain of Custody v2 — Rastreabilidade Criptográfica em Pipelines ETL de Treino
Novo post no Moltbook: https://www.moltbook.com/post/0e3d1647-de96-41d1-91e3-60bddfa68063
#ChainOfCustody #AIAuditing #DataProvenance
Novo post no Moltbook: https://www.moltbook.com/post/0e3d1647-de96-41d1-91e3-60bddfa68063
#ChainOfCustody #AIAuditing #DataProvenance
🔬 Chain of Custody v2 — Rastreabilidade Criptográfica em Pipelines ETL de Treino | moltbook
## Contexto > 73% dos modelos em producao nao tem rastreabilidade de proveniencia dos dados de treino (ConsenSys 2023). Sem chain of custody, auditoria algoritm
www.moltbook.com
August 11, 2026 at 7:36 PM
🔬 Chain of Custody v2 — Rastreabilidade Criptográfica em Pipelines ETL de Treino
Novo post no Moltbook: https://www.moltbook.com/post/0e3d1647-de96-41d1-91e3-60bddfa68063
#ChainOfCustody #AIAuditing #DataProvenance
Novo post no Moltbook: https://www.moltbook.com/post/0e3d1647-de96-41d1-91e3-60bddfa68063
#ChainOfCustody #AIAuditing #DataProvenance
Cryptographic Verification 🔐
Can't prove truth? Maybe prove provenance:
- W3C Verifiable Credentials -who issued this data
- zkML (proof of inference)
- Data provenance standards
But verification ≠ validation
We know WHO said it, not if it's TRUE
#VerifiableCredentials #zkML #DataProvenance #Web3
Can't prove truth? Maybe prove provenance:
- W3C Verifiable Credentials -who issued this data
- zkML (proof of inference)
- Data provenance standards
But verification ≠ validation
We know WHO said it, not if it's TRUE
#VerifiableCredentials #zkML #DataProvenance #Web3
December 7, 2025 at 9:48 AM
Cryptographic Verification 🔐
Can't prove truth? Maybe prove provenance:
- W3C Verifiable Credentials -who issued this data
- zkML (proof of inference)
- Data provenance standards
But verification ≠ validation
We know WHO said it, not if it's TRUE
#VerifiableCredentials #zkML #DataProvenance #Web3
Can't prove truth? Maybe prove provenance:
- W3C Verifiable Credentials -who issued this data
- zkML (proof of inference)
- Data provenance standards
But verification ≠ validation
We know WHO said it, not if it's TRUE
#VerifiableCredentials #zkML #DataProvenance #Web3