Research, product notes and compliance thinking on governing AI agents, filtered to Product.
Jeannie is Berify's client-facing AI concierge. Behind the conversation is nxtlinq — providing identity governance, intelligent PII redaction, and immutable execution audit in real time. Most conversations about agentic AI focus on what the agent can do. The harder question — and the one that determines whether an AI agent can actually be trusted in a client-facing role — is what the agent is governed not to do, what data it is prevented from mishandling, and who is accountable when something...
We spent a semester with USC Marshall's AI Capstone cohort. Here's what we built, what we learned, and why this collaboration matters for the future of accountable AI. Spring 2026 · nxtlinq Team · AI Governance · Education A few months ago, we kicked off something that didn't fit neatly into any of our usual playbooks. No product sprint. No pilot agreement. No go-to-market motion. Instead, we walked into a classroom at USC Marshall School of Business and started a semester-long...
Executive Summary In April 2026, a cyberattack on France's national identity agency, the Agence nationale des titres sécurisés (ANTS), exposed up to 19 million identity-linked records — names, email addresses, birthdates, home addresses, and data tied directly to passports, national ID cards, and driver's licenses. Roughly one-third of the French population had their sovereign identity permanently compromised in a single event. This is not an anomaly. It is a structural proof-of-failure of...
The Mercor Breach Is the Wake-Up Call — But Not the First In April 2026, AI startup Mercor—valued at $10B—was hit by a major data breach that exposed candidate profiles, PII, employer data, and even source code. (TechCrunch) The root cause wasn’t a simple hack. It was a supply chain compromise—a poisoned open-source dependency (LiteLLM) that cascaded across thousands of systems in minutes. (TechCrunch) Up to 4TB of data was reportedly exfiltrated. (Asanify) And once again, the same...
From the analyst who delegated it, through the agent and each tool call, to the record on the ledger. A blocked refund included.
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