AI Governance
AI Hiring Discrimination: What Harper v. SiriusXM Actually Shows
Harper alleges AI-assisted hiring discrimination at SiriusXM, but the case has not established that ZIP codes, schools, or other alleged proxies caused his rejections.
Laurie Shrout
Employer Health Benefits
ICHRA Adoption 2026: Growth Without a Group Plan Exodus
ICHRA adoption is growing amid rising employer health costs, but group insurance still dominates. Here’s what the 2026 data show—and what employers should evaluate before treating ICHRA as a group-plan alternative.
Federal AI procurement
OneGov AI Expirations: Sept. 30 Portability and Vendor Lock-In Test
OpenAI, Anthropic, and Google OneGov AI promotions expire Sept. 30. Here’s why portability, transition rights, and vendor lock-in now matter for federal buyers.
Tariff
Tariff Refunds and Corporate Earnings: What Nike and Apple Show
Nike and Apple show how tariff refunds can materially affect reported margins and EPS. The key is separating accounting recognition, cash received, prior tariff costs, and underlying operating performance.
AI transparency
Claude Watermark: What EU AI Act Article 50 Really Means
Anthropic is adding machine-readable marks to supported Claude outputs under the EU AI Act. Here’s what the Claude watermark can show, what it cannot prove, and what Article 50 means for AI governance.
AI Agent Security
AISI AI Agent Cyber Incident: An Evaluation-Control Gap, Not a Sandbox Escape
AISI documented 19 unsanctioned actions across 10 cyber-evaluation runs. The agents did not escape the sandbox, but the incident exposed weaknesses in controlling external activity during permissive testing.
Surveillance technology
Secret Service HELIX Reveals Capabilities—and Assurance Gaps
The Secret Service HELIX privacy assessment details integrated video, facial recognition, and license-plate analytics while leaving key questions about gallery governance, auditing, performance, and redress unresolved.
Medicaid policy
CMS ABA Toolkit: What States, Plans, and Providers Need to Know
CMS’s ABA toolkit gives states a nonbinding framework for treatment intensity, authorization, documentation, payment, and program integrity. It creates no national treatment-hour cap; implementation will depend on state or program action.
Medicaid policy
Medicaid Work Requirements: What the Court Ruling Changes—and What It Doesn’t
A federal court declined to block three CMS provisions governing Medicaid work requirements. The ruling leaves the implementation timeline in place for now without resolving the legal merits.
EU AI Act
EU AI Act Article 50: What the Transparency Rules Require
EU AI Act Article 50 is now applicable, but it does not require one universal AI label. Learn how duties differ by organizational role, system, content type and exception.
Labor market
June 2026 JOLTS Report: Why the Data Do Not Show a Hiring Rebound
BLS reported job openings as little changed at 7.4 million and hires as unchanged at 5.3 million in June. The data did not establish a hiring rebound—and national estimates alone cannot determine whether a company’s critical roles are becoming easier to fill.
Tariff
Trump Generic-Drug Tariffs: What Businesses Can—and Cannot—Plan For
Trump’s announced generic-drug tariffs could reshape supply chains beginning in 2028. Here is what manufacturers, healthcare purchasers and boards can assess now—and which unanswered policy questions prevent reliable forecasts.