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Companies Blaming AI for Layoffs Will Have to Say So on the Record
California has signed SB 951 into law. Its AI layoff disclosures will put a public legal record beside the explanations companies give investors and staff.
Program I
Responsible AI
Accountability · deployment · oversight · emerging technologies
Archive
Published work associated with this program, including the selections in Current work.
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Who Gains and Who Pays When AI Labs Agree to Slow Down
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How Claude's New Watermark Works, and What December 2 Will Ask of It
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Misbehavior in the Evaluation Environment Is Now the Safety Problem
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Medical Boards Move First on Autonomous AI
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Proof of Work: Mathematicians and AI
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The Borrowed Conscience: What Banks Inherit Running on Silicon Valley’s Judgment
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The AI Coverage Cliff: What 2026 Renewals Will Reveal
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Governance Theater Is the New Procurement Risk
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Enterprise AI Went Metered. The Public Stopped Pretending.
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The Gates Close on Open-Source AI
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Vendor Policy Just Became the New Model Benchmark
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Sora Dies. The Compute Line Is Drawn.
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Restructure, License, Comply: The Three Moves Defining Q1
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The Agent Layer Is Splitting Along Trust Lines
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The Build-or-Buy Window Is Closing
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The SaaS Pricing Model Just Broke. Here's What Replaces It.
Research Brief
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One Chain: Disclosure and Accountability in AI Commerce
Two original audits examine how disclosure and accountability travel from AI-generated advertising to product recommendations and checkout.
Research Brief 002
The Crumple Zone: Accountability in Financial Services When AI Agents Act on Their Own
Research Brief 001
The Clean Winner Bank: How Risk Discipline Becomes a Competitive Edge in AI & Financial Institutions
Horizon Scan
Horizon Scan 001
AI Governance in Regulated Industries
Questions with published outputs
What does continuous lifecycle monitoring require operationally, and what is the eighteen-month build path for institutions starting from a compliance-only posture?
Program-specific engagements are listed as they occur. Full engagement record →
Image credits
- Responsible AI
- Human/robot teaming. Image: S. Bagchi/NIST.