PROBabLE Futures: Probabilistic AI Systems in Law Enforcement
@probablefutures.bsky.social
We are an RAi UK Keystone Project researching responsible AI in law enforcement. Visit our website for more information on the activities of our growing Research Group https://probablefutures.rai.ac.uk/
🔗 Read the full blog here: research.northumbria.ac.uk/probablefutu...
#ResponsibleAI #LawEnforcement #RAi #PROBabLEFutures #Collaboraite, #Palantir, #OSIRT, #Microsoft #PAConsulting.
#ResponsibleAI #LawEnforcement #RAi #PROBabLEFutures #Collaboraite, #Palantir, #OSIRT, #Microsoft #PAConsulting.
December 17, 2025 at 3:05 PM
🔗 Read the full blog here: research.northumbria.ac.uk/probablefutu...
#ResponsibleAI #LawEnforcement #RAi #PROBabLEFutures #Collaboraite, #Palantir, #OSIRT, #Microsoft #PAConsulting.
#ResponsibleAI #LawEnforcement #RAi #PROBabLEFutures #Collaboraite, #Palantir, #OSIRT, #Microsoft #PAConsulting.
From analogies like the Police Dog model to critical discussions on Large Language Models and governance frameworks, the blog highlights why learning from past technologies is key to managing the speed and scale of AI today.
December 17, 2025 at 3:05 PM
From analogies like the Police Dog model to critical discussions on Large Language Models and governance frameworks, the blog highlights why learning from past technologies is key to managing the speed and scale of AI today.
This piece reflects on insights from our recent PROBabLE Futures workshop, where experts from tech, justice, and academia explored how historical lessons can guide responsible AI adoption in policing.
December 17, 2025 at 3:05 PM
This piece reflects on insights from our recent PROBabLE Futures workshop, where experts from tech, justice, and academia explored how historical lessons can guide responsible AI adoption in policing.
Stay tuned for insights from the event and join us in shaping the future of AI in policing.
#AI #Policing #ResponsibleInnovation #JUSTICE #PROBabLEFutures #EthicsInAI
#AI #Policing #ResponsibleInnovation #JUSTICE #PROBabLEFutures #EthicsInAI
November 25, 2025 at 11:39 AM
Stay tuned for insights from the event and join us in shaping the future of AI in policing.
#AI #Policing #ResponsibleInnovation #JUSTICE #PROBabLEFutures #EthicsInAI
#AI #Policing #ResponsibleInnovation #JUSTICE #PROBabLEFutures #EthicsInAI
We’re proud to have Mackenzie Jorgensen. as a panel member—well done, Mackenzie, for contributing your expertise to this critical conversation on responsible innovation in policing.
November 25, 2025 at 11:39 AM
We’re proud to have Mackenzie Jorgensen. as a panel member—well done, Mackenzie, for contributing your expertise to this critical conversation on responsible innovation in policing.
Looking forward to insightful conversations and collaborative thinking on how AI can responsibly support policing in the future.
hashtag#AI hashtag#Policing hashtag#LLM hashtag#ResponsibleInnovation hashtag#PROBabLEFutures hashtag#RAi
hashtag#AI hashtag#Policing hashtag#LLM hashtag#ResponsibleInnovation hashtag#PROBabLEFutures hashtag#RAi
November 25, 2025 at 11:26 AM
Looking forward to insightful conversations and collaborative thinking on how AI can responsibly support policing in the future.
hashtag#AI hashtag#Policing hashtag#LLM hashtag#ResponsibleInnovation hashtag#PROBabLEFutures hashtag#RAi
hashtag#AI hashtag#Policing hashtag#LLM hashtag#ResponsibleInnovation hashtag#PROBabLEFutures hashtag#RAi
We’ll be discussing critical questions around ethics, accountability, and practical applications—ensuring innovation aligns with public trust and legal frameworks.
November 25, 2025 at 11:26 AM
We’ll be discussing critical questions around ethics, accountability, and practical applications—ensuring innovation aligns with public trust and legal frameworks.
This event brings together experts, practitioners, and researchers to explore the opportunities and challenges of using large language models in policing contexts.
November 25, 2025 at 11:26 AM
This event brings together experts, practitioners, and researchers to explore the opportunities and challenges of using large language models in policing contexts.
But we are doing it anyway to give those affected by these systems an opportunity to shape them.
hashtag#RAIAllHands hashtag#AI hashtag#LawEnforcement hashtag#CriminalJustice hashtag#PublicEngagement hashtag#EDI hashtag#RRI hashtag#ProbabLEFutures
hashtag#RAIAllHands hashtag#AI hashtag#LawEnforcement hashtag#CriminalJustice hashtag#PublicEngagement hashtag#EDI hashtag#RRI hashtag#ProbabLEFutures
November 25, 2025 at 11:24 AM
But we are doing it anyway to give those affected by these systems an opportunity to shape them.
hashtag#RAIAllHands hashtag#AI hashtag#LawEnforcement hashtag#CriminalJustice hashtag#PublicEngagement hashtag#EDI hashtag#RRI hashtag#ProbabLEFutures
hashtag#RAIAllHands hashtag#AI hashtag#LawEnforcement hashtag#CriminalJustice hashtag#PublicEngagement hashtag#EDI hashtag#RRI hashtag#ProbabLEFutures
Everyone in one room. Evaluating these systems together.
And we’re not pretending this is easy.
It is challenging to recruit voices that don’t usually get asked. It could be difficult to balance power in the room and make sure recommendations don’t just vanish into a report.
And we’re not pretending this is easy.
It is challenging to recruit voices that don’t usually get asked. It could be difficult to balance power in the room and make sure recommendations don’t just vanish into a report.
November 25, 2025 at 11:24 AM
Everyone in one room. Evaluating these systems together.
And we’re not pretending this is easy.
It is challenging to recruit voices that don’t usually get asked. It could be difficult to balance power in the room and make sure recommendations don’t just vanish into a report.
And we’re not pretending this is easy.
It is challenging to recruit voices that don’t usually get asked. It could be difficult to balance power in the room and make sure recommendations don’t just vanish into a report.
We are not theorising. We are building it. We are setting up an experimental oversight committee.
Care leavers
Young people
Advocates for women and racial equity
Law enforcement
Academics
Commercial system developers
Care leavers
Young people
Advocates for women and racial equity
Law enforcement
Academics
Commercial system developers
November 25, 2025 at 11:24 AM
We are not theorising. We are building it. We are setting up an experimental oversight committee.
Care leavers
Young people
Advocates for women and racial equity
Law enforcement
Academics
Commercial system developers
Care leavers
Young people
Advocates for women and racial equity
Law enforcement
Academics
Commercial system developers
Each brief provides practical lessons, ethical considerations, and guidance for policymakers, practitioners, and stakeholders navigating the intersection of AI and justice.
📥 Access the briefs here: research.northumbria.ac.uk/probablefutu...
📥 Access the briefs here: research.northumbria.ac.uk/probablefutu...
Policy Briefs - PROBabLE Futures
Reports and Policy Briefs
research.northumbria.ac.uk
November 14, 2025 at 11:48 AM
Each brief provides practical lessons, ethical considerations, and guidance for policymakers, practitioners, and stakeholders navigating the intersection of AI and justice.
📥 Access the briefs here: research.northumbria.ac.uk/probablefutu...
📥 Access the briefs here: research.northumbria.ac.uk/probablefutu...
These briefs aim to support informed decision-making and responsible adoption of AI technologies.
The new briefs cover:
✅ Forensic DNA Profiling
✅ Breathalysers and Speed Cameras
✅ The Polygraph
✅ AI Tools in Healthcare
The new briefs cover:
✅ Forensic DNA Profiling
✅ Breathalysers and Speed Cameras
✅ The Polygraph
✅ AI Tools in Healthcare
November 14, 2025 at 11:48 AM
These briefs aim to support informed decision-making and responsible adoption of AI technologies.
The new briefs cover:
✅ Forensic DNA Profiling
✅ Breathalysers and Speed Cameras
✅ The Polygraph
✅ AI Tools in Healthcare
The new briefs cover:
✅ Forensic DNA Profiling
✅ Breathalysers and Speed Cameras
✅ The Polygraph
✅ AI Tools in Healthcare
It’s always inspiring to see how much we can achieve when we come together with purpose.
Feeling proud to be part of a team that’s committed, thoughtful, and always moving forward.
#Teamwork #PROBabLEFutures #KeystoneProject #Collaboration #ResponsibleAIUK
Feeling proud to be part of a team that’s committed, thoughtful, and always moving forward.
#Teamwork #PROBabLEFutures #KeystoneProject #Collaboration #ResponsibleAIUK
November 6, 2025 at 1:52 PM
It’s always inspiring to see how much we can achieve when we come together with purpose.
Feeling proud to be part of a team that’s committed, thoughtful, and always moving forward.
#Teamwork #PROBabLEFutures #KeystoneProject #Collaboration #ResponsibleAIUK
Feeling proud to be part of a team that’s committed, thoughtful, and always moving forward.
#Teamwork #PROBabLEFutures #KeystoneProject #Collaboration #ResponsibleAIUK
We’re looking forward to the insights Marion will bring to this important dialogue. #PROBabLEFutures #JUSTICEConference #HumanRights #AIethics #DigitalJustice #ResponsibleInnovation #NorthumbriaUniversity
October 31, 2025 at 10:07 AM
We’re looking forward to the insights Marion will bring to this important dialogue. #PROBabLEFutures #JUSTICEConference #HumanRights #AIethics #DigitalJustice #ResponsibleInnovation #NorthumbriaUniversity
This conversation is central to PROBabLE Futures’ mission: supporting responsible innovation in public sector decision-making and ensuring that digital transformation aligns with ethical and legal standards.
October 31, 2025 at 10:07 AM
This conversation is central to PROBabLE Futures’ mission: supporting responsible innovation in public sector decision-making and ensuring that digital transformation aligns with ethical and legal standards.
Marion will join a distinguished panel discussing AI and Human Rights, marking 25 years since the Human Rights Act came into force. The session will explore how emerging technologies challenge — and can also enhance — the protection of fundamental rights in justice systems.
October 31, 2025 at 10:07 AM
Marion will join a distinguished panel discussing AI and Human Rights, marking 25 years since the Human Rights Act came into force. The session will explore how emerging technologies challenge — and can also enhance — the protection of fundamental rights in justice systems.