Tyfano

Tyfano

Tyfano Episode 7 - lessons from the darkest data

42 min · 23 de dic de 2025
portada del episodio Tyfano Episode 7 - lessons from the darkest data

Descripción

In this episode of Tyfano, Paul Alexander speaks with FreddieLichtenstein of Camera Forensics, whose mission is to help protect the most vulnerable from exploitation using technology and data. Freddie reveals the extraordinary challenge of training AI on data so sensitive it can never be seen directly, and what this means for organisations adopting AI in their ownfields. Together they explore the balance between innovation and responsibility, the psychological toll of working with dark data, and why humility must be built into every AI system. From legal accountability to global collaboration with tech giants and law enforcement, this conversation offers rare insight into one of the toughest frontlines of AI — and lessons every business leader can apply.

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3 episodios

episode Tyfano Episode 7 - lessons from the darkest data artwork

Tyfano Episode 7 - lessons from the darkest data

In this episode of Tyfano, Paul Alexander speaks with FreddieLichtenstein of Camera Forensics, whose mission is to help protect the most vulnerable from exploitation using technology and data. Freddie reveals the extraordinary challenge of training AI on data so sensitive it can never be seen directly, and what this means for organisations adopting AI in their ownfields. Together they explore the balance between innovation and responsibility, the psychological toll of working with dark data, and why humility must be built into every AI system. From legal accountability to global collaboration with tech giants and law enforcement, this conversation offers rare insight into one of the toughest frontlines of AI — and lessons every business leader can apply.

23 de dic de 202542 min
episode Tyfano: How data brought the legal system to its knees artwork

Tyfano: How data brought the legal system to its knees

🎙️ How Data Brought the Legal System to Its Knees — And What No One’s Telling You Most people will never think about legal aid—until the moment they desperately need it. In this powerful episode, Paul Alexander speaks with Prof Jo Delahunty KC, Family Law Silk of the Year 2025, about the silent crisis unfolding in the UK justice system. What started as a cyberattack on the Legal Aid Agency’s payment portal has spiralled into a full-blown national issue: 🔐 Up to 18 years of sensitive legal and financial data potentially exposed 💸 Barristers and solicitors cut off from income for months—but still taxed on unpaid earnings ⚠️ No disaster recovery plan, no full backup, no clear accountability 👩‍⚖️ Legal aid lawyers leaving the profession… with serious consequences for public justice Jo explains why legal aid is the UK's “fourth emergency service”—defending children, families, victims and the wrongly accused when everything is on the line. But the system they work in is crumbling. Rates were set 20 years ago. Most preparation is unpaid. And now, even money already earned is locked inside a compromised system. “We are an invisible resource — until your child, your liberty or your life depends on us.” — Prof Jo Delahunty KC This episode exposes what no one is talking about: 👉 When data infrastructures fail, justice fails. 👉 And when justice fails, society pays the price. 🔊 Listen now — before the people who protect the vulnerable disappear from the system.

28 de nov de 20251 h 4 min