Topic: Digitizing Policy + Rules as Code
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POMs and Circumstance at Policy2Code Demo Day at BenCon 2024
The team explored using LLMs to interpret the Program Operations Manual System (POMS) into plain language logic models and flowcharts as educational resources for SSI and SSDI eligibility, benchmarking LLMs in RAG methods for reliability in answering queries and providing useful instructions to users.
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The RAGTag SNAPpers at Policy2Code Demo Day at BenCon 2024
The team examined how AI, specifically LLMs, could streamline the case review process for SNAP applications to alleviate the burden on case workers while potentially improving accuracy.
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PolicyEngine at Policy2Code Demo Day at BenCon 2024
The team developed an AI-powered explanation feature that effectively translates complex, multi-program policy calculations into clear and accessible explanations, enabling users to explore "what-if" scenarios and understand key factors influencing benefit amounts and eligibility thresholds.
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Nava Labradors at Policy2Code Demo Day at BenCon 2024
The team developed an AI solution to assist benefit navigators with in-the-moment program information, finding that while LLMs are useful for summarizing and interpreting text, they are not ideal for implementing strict formulas like benefit calculations, but can accelerate the eligibility process by leveraging their strengths in general tasks.
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mRelief at Policy2Code Demo Day at BenCon 2024
The team conducted experiments to determine whether clients would be responsive to proactive support offered by a chatbot, and identify the ideal timing of the intervention.
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Governing Digital Legal Systems: Insights on Artificial Intelligence and Rules as Code
This article explores how AI and Rules as Code are turning law into automated systems, including how governance focused on transparency, explainability, and risk management can ensure these digital legal frameworks stay reliable and fair.
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Policy2Code Demo Day Recap
A recap of the twelve teams who presented during the Policy2Code Prototyping Challenge at BenCon 2024.
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Benefits Cliffs Coaching with the Atlanta Fed’s CLIFF Tools: Implementation Evaluation of the National Pilot
The Atlanta Fed’s CLIFF tools provide greater transparency to workers about potential public assistance losses when their earnings increase. We find three broad themes in organization-level implementation of the CLIFF tools: identifying the tar- get population of users; integrating the tool into existing operations; and integrating the tool into coaching sessions.
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Policy Engine Demo at the Cross-Sector Rules as Code Roundtable
In this video, Policy Engine provides a demonstration of their product and API and discusses use cases in Rules as Code.
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MyFriendBen Demo at the Cross-Sector Rules as Code Roundtable
MyFriendBen.org leaders demo their new Colorado benefits eligibility tool in a February 2024 webinar.
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Digital Distortions and Interpretive Choices: A Cartographic Perspective on Encoding Regulation
This article analyses ‘digital distortions’ in Rules as Code, which refer to disconnects between regulation and code that arise from interpretive choices in the encoding process.
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Community Insights at the Cross-Sector Rules as Code Roundtable
This video presents highlights from the Cross-Sector Insights From the Rules as Code Community of Practice report released in February 2024.