Resource Library

PAI’s collected papers, resources, and other outputs

Discover topical AI resources researched and developed in collaboration with dozens of PAI partner organizations.

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AI Safety

The Observability Gap in AI Agents

The agent frameworks widely used today do not consistently generate the records enterprises need to monitor agents.

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The Observability Gap in AI Agents

Madhulika Srikumar, Eric Mibuari Oct 07, 2026
Recommendations
Recommendations
AI Disclosure Recommendations

Sam Wallace Jul 28, 2026
Analysis
Analysis | Case Study
Seeking Worker Input in the Use of AI

Eliza McCullough, Michael George Jun 29, 2026
Case Study
Case Study
How IBM’s Responsible Technology Team Created Multiple Avenues for Employee Feedback

Tamara Kneese, Eliza McCullough, Michael George, Stephanie Bell Jun 18, 2026
Case Study
Case Study
How EXL integrated employee feedback into its AI governance framework

Tamara Kneese, Michael George, Eliza McCullough, Stephanie Bell Jun 18, 2026
Analysis
Analysis
How AI Companies are Handling Suicide and Self-Harm Today

Claire Leibowicz, Emily Saltz Jun 11, 2026
Report
Report
Corporate AI Risk Assessment Framework

Sam Wallace, Dunstan Allison-Hope May 14, 2026
Report
Report
Pathways for Operationalising AI Assurance

PAI Staff May 14, 2026
Analysis
Analysis | Report
2026 Transparency Report on Foundation Model Impacts

Jacob Pratt, Albert Tanjaya Apr 29, 2026
Case Study
Case Study
How an Italian trade union won AI protections for call center workers

PAI Staff Apr 09, 2026
Case Study
Case Study
How banking sector workers in Ireland won AI protections

PAI Staff Apr 09, 2026
Case Study
Case Study
How the Pennsylvania government and a major union agreed to AI protections for state employees

PAI Staff Apr 09, 2026
Recommendations
Recommendations | Report
Demand and Incentives for External AI Assurance

John Howell Mar 17, 2026
Recommendations
Recommendations | Report
Building Justified Trust in AI Assurers

John Howell Mar 17, 2026
Analysis
Analysis
Closing the AI Assurance Divide: Policy Strategies for Developing Economies

Talita Dias Feb 18, 2026
Report
Report
Strengthening the AI Assurance Ecosystem

John Howell Feb 18, 2026
Analysis
Analysis | Recommendations
Six AI Governance Priorities for 2026

Stephanie Ifayemi, Jacob Pratt Feb 11, 2026
Analysis
Analysis
Disclosure of AI-related impacts, risks, and opportunities

Stephanie Bell, Dunstan Allison-Hope, Mary Beech Nov 13, 2025
Report
Report
Preparing for AI Agent Governance

Jacob Pratt Sep 30, 2025
Analysis
Analysis | Report
AI Agents & Global Governance: Analyzing Foundational Legal, Policy, and Accountability Tools

Talita Dias Sep 16, 2025
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