Privacy Artifact ConnecTor (PACT): Embedding Enterprise Artifacts for Compliance AI Agentscs.AI updates on arXiv.orgon July 30, 2025 at 4:00 am arXiv:2507.21142v1 Announce Type: cross
Abstract: Enterprise environments contain a heterogeneous, rapidly growing collection of internal artifacts related to code, data, and many different tools. Critical information for assessing privacy risk and ensuring regulatory compliance is often embedded across these varied resources, each with their own arcane discovery and extraction techniques. Therefore, large-scale privacy compliance in adherence to governmental regulations requires systems to discern the interconnected nature of diverse artifacts in a common, shared universe.
We present Privacy Artifact ConnecT or (PACT), an embeddings-driven graph that links millions of artifacts spanning multiple artifact types generated by a variety of teams and projects. Powered by the state-of-the-art DRAGON embedding model, PACT uses a contrastive learning objective with light fine-tuning to link artifacts via their textual components such as raw metadata, ownership specifics, and compliance context. Experimental results show that PACT’s fine-tuned model improves recall@1 from 18% to 53%, the query match rate from 9.6% to 69.7% when paired with a baseline AI agent, and the hitrate@1 from 25.7% to 44.9% for candidate selection in a standard recommender system.
arXiv:2507.21142v1 Announce Type: cross
Abstract: Enterprise environments contain a heterogeneous, rapidly growing collection of internal artifacts related to code, data, and many different tools. Critical information for assessing privacy risk and ensuring regulatory compliance is often embedded across these varied resources, each with their own arcane discovery and extraction techniques. Therefore, large-scale privacy compliance in adherence to governmental regulations requires systems to discern the interconnected nature of diverse artifacts in a common, shared universe.
We present Privacy Artifact ConnecT or (PACT), an embeddings-driven graph that links millions of artifacts spanning multiple artifact types generated by a variety of teams and projects. Powered by the state-of-the-art DRAGON embedding model, PACT uses a contrastive learning objective with light fine-tuning to link artifacts via their textual components such as raw metadata, ownership specifics, and compliance context. Experimental results show that PACT’s fine-tuned model improves recall@1 from 18% to 53%, the query match rate from 9.6% to 69.7% when paired with a baseline AI agent, and the hitrate@1 from 25.7% to 44.9% for candidate selection in a standard recommender system. Read More
Automated Testing: A Software Engineering Concept Data Scientists Must Know To SucceedTowards Data Scienceon July 30, 2025 at 4:01 pm Why you should read this article Most data scientists whip up a Jupyter Notebook, play around in some cells, and then maintain entire data processing and model training pipelines in the same notebook. The code is tested once when the notebook was first written, and then it is neglected for some undetermined amount of time
The post Automated Testing: A Software Engineering Concept Data Scientists Must Know To Succeed appeared first on Towards Data Science.
Why you should read this article Most data scientists whip up a Jupyter Notebook, play around in some cells, and then maintain entire data processing and model training pipelines in the same notebook. The code is tested once when the notebook was first written, and then it is neglected for some undetermined amount of time
The post Automated Testing: A Software Engineering Concept Data Scientists Must Know To Succeed appeared first on Towards Data Science. Read More
Zuckerberg outlines Meta’s AI vision for ‘personal superintelligence’AI Newson July 30, 2025 at 2:05 pm Meta CEO Mark Zuckerberg has laid out his blueprint for the future of AI, and it’s about giving you “personal superintelligence”. In a letter, the Meta chief painted a picture of what’s coming next, and he believes it’s closer than we think. He says his teams are already seeing early signs of progress. “Over the
The post Zuckerberg outlines Meta’s AI vision for ‘personal superintelligence’ appeared first on AI News.
Meta CEO Mark Zuckerberg has laid out his blueprint for the future of AI, and it’s about giving you “personal superintelligence”. In a letter, the Meta chief painted a picture of what’s coming next, and he believes it’s closer than we think. He says his teams are already seeing early signs of progress. “Over the
The post Zuckerberg outlines Meta’s AI vision for ‘personal superintelligence’ appeared first on AI News. Read More
The AI Hype Index: The White House’s war on “woke AI”MIT Technology Reviewon July 30, 2025 at 3:37 pm Separating AI reality from hyped-up fiction isn’t always easy. That’s why we’ve created the AI Hype Index—a simple, at-a-glance summary of everything you need to know about the state of the industry. The Trump administration recently declared war on so-called “woke AI,” issuing an executive order aimed at preventing companies whose models exhibit a liberal…
Separating AI reality from hyped-up fiction isn’t always easy. That’s why we’ve created the AI Hype Index—a simple, at-a-glance summary of everything you need to know about the state of the industry. The Trump administration recently declared war on so-called “woke AI,” issuing an executive order aimed at preventing companies whose models exhibit a liberal… Read More
The Download: how China’s universities approach AI, and the pitfalls of welfare algorithmsMIT Technology Reviewon July 28, 2025 at 12:10 pm This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. Chinese universities want students to use more AI, not less Just two years ago, students in China were told to avoid using AI for their assignments. At the time, to get around a…
This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. Chinese universities want students to use more AI, not less Just two years ago, students in China were told to avoid using AI for their assignments. At the time, to get around a… Read More
End-to-End AWS RDS Setup with Bastion Host Using TerraformTowards Data Scienceon July 28, 2025 at 3:27 pm Learn how to automate secure AWS infrastructure using Terraform — including VPC, public/private subnets, a MySQL RDS database, and a Bastion host for secure access.
The post End-to-End AWS RDS Setup with Bastion Host Using Terraform appeared first on Towards Data Science.
Learn how to automate secure AWS infrastructure using Terraform — including VPC, public/private subnets, a MySQL RDS database, and a Bastion host for secure access.
The post End-to-End AWS RDS Setup with Bastion Host Using Terraform appeared first on Towards Data Science. Read More
China doubles chooses AI self-reliance amid intense US competitionAI Newson July 29, 2025 at 10:01 am The artificial intelligence sector in China has entered a new phase intensifying AI competition with the United States, as Chinese megacities launch massive subsidy programmes. At the same time, domestic firms are hoping to reduce their dependence on US technology. The stakes extend far beyond technological supremacy, with both nations viewing AI dominance as critical
The post China doubles chooses AI self-reliance amid intense US competition appeared first on AI News.
The artificial intelligence sector in China has entered a new phase intensifying AI competition with the United States, as Chinese megacities launch massive subsidy programmes. At the same time, domestic firms are hoping to reduce their dependence on US technology. The stakes extend far beyond technological supremacy, with both nations viewing AI dominance as critical
The post China doubles chooses AI self-reliance amid intense US competition appeared first on AI News. Read More
How Your Prompts Lead AI AstrayTowards Data Scienceon July 29, 2025 at 4:08 pm Practical tips to recognise and avoid prompt bias.
The post How Your Prompts Lead AI Astray appeared first on Towards Data Science.
Practical tips to recognise and avoid prompt bias.
The post How Your Prompts Lead AI Astray appeared first on Towards Data Science. Read More
How to Evaluate Graph Retrieval in MCP Agentic SystemsTowards Data Scienceon July 29, 2025 at 3:33 pm A framework for measuring retrieval quality in Model Context Protocol agents.
The post How to Evaluate Graph Retrieval in MCP Agentic Systems appeared first on Towards Data Science.
A framework for measuring retrieval quality in Model Context Protocol agents.
The post How to Evaluate Graph Retrieval in MCP Agentic Systems appeared first on Towards Data Science. Read More
OpenAI is launching a version of ChatGPT for college studentsMIT Technology Reviewon July 29, 2025 at 5:18 pm OpenAI is launching Study Mode, a version of ChatGPT for college students that it promises will act less like a lookup tool and more like a friendly, always-available tutor. It’s part of a wider push by the company to get AI more embedded into classrooms when the new academic year starts in September. A demonstration…
OpenAI is launching Study Mode, a version of ChatGPT for college students that it promises will act less like a lookup tool and more like a friendly, always-available tutor. It’s part of a wider push by the company to get AI more embedded into classrooms when the new academic year starts in September. A demonstration… Read More