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Beyond Jailbreaking: Auditing Contextual Privacy in LLM Agents

arXiv.org Artificial Intelligence

LLM agents have begun to appear as personal assistants, customer service bots, and clinical aides. While these applications deliver substantial operational benefits, they also require continuous access to sensitive data, which increases the likelihood of unauthorized disclosures. Moreover, these disclosures go beyond mere explicit disclosure, leaving open avenues for gradual manipulation or sidechannel information leakage. This study proposes an auditing framework for conversational privacy that quantifies an agent's susceptibility to these risks. The proposed Conversational Manipulation for Privacy Leakage (CMPL) framework is designed to stress-test agents that enforce strict privacy directives against an iterative probing strategy. Rather than focusing solely on a single disclosure event or purely explicit leakage, CMPL simulates realistic multi-turn interactions to systematically uncover latent vulnerabilities. Our evaluation on diverse domains, data modalities, and safety configurations demonstrates the auditing framework's ability to reveal privacy risks that are not deterred by existing single-turn defenses, along with an in-depth longitudinal study of the temporal dynamics of leakage, strategies adopted by adaptive adversaries, and the evolution of adversarial beliefs about sensitive targets. In addition to introducing CMPL as a diagnostic tool, the paper delivers (1) an auditing procedure grounded in quantifiable risk metrics and (2) an open benchmark for evaluation of conversational privacy across agent implementations.


Metaverse insurance preparations, AI, AR, VR

#artificialintelligence

The metaverse is a broad term that refers to a multitude of technologies--some of them including augmented (AR) and virtual reality (VR). The idea is that we can perform regular activities like shopping, meeting people, and more in a digital space that doesn't exist physically. Although the idea of the metaverse has picked up recently, it's not as new as it seems. It actually goes back to 1968, when Ivan Sutherland built the first VR machine at Harvard, and its adoption in industries like gaming and shopping is already widespread. What is new is the rise of industries like insurance, finance, retail, and more getting into the metaverse.


Significance of Chatbot Use Cases in the Insurance Industry:

#artificialintelligence

For the last two years, insurance chatbots have become the hottest trend in technology. Many areas of the insurance industry are now using chatbots to help both customers and agents by enabling intelligent conversations with humans. As more companies develop the latest technologies to make bots more intelligent, they'll be able to provide more applications in the insurance industry in the years to come. For many people, property and casualty insurance is complicated to understand. Chatbots for insurance agents can assist clients with understanding the processes and costs of purchasing different forms of insurance, renewing policies, and making claims.


Hauser Insurance Explores Trends in API-driven Insurance Operations - EconoTimes

#artificialintelligence

The experts at Hauser Insurance know that increased digital technology adoption continues to bring industries (and businesses) into a more competitive market position. With this as a backdrop, the integration of application programming interface (or API) tools enables two separate applications to seamlessly interact with each other. This electronic communication link can set the stage for a limitless number of business and service enhancements. Within the insurance industry, game-changing API capability opens the door to many digitally-driven business growth strategies. Many businesses' migration to digitally focused operations has been spurred by a desire to deliver improved customer experiences. Many companies had begun to adopt this focus before the COVID-19 pandemic, including Hauser Insurance.


The Role of Artificial Intelligence and Machine Learning in the Future of Insurance

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Machine learning has proven to be useful for insurance agents and brokers in various ways. These include capturing knowledge, skills, and expertise from a generation of insurance staff before they retire in the next 5 to 10 years and use it to train new employees. FREMONT, CA: Technology has become the dominant force across all businesses in the last few years. Disruptive technologies like Artificial Intelligence (AI), machine learning, and natural language processing are improving rapidly and quickly, evolving from theoretical to practical applications. These technologies have also made an impact on insurance agents and brokers. Many people continue to view technology as their foe.


How Insurance Brokers can Leverage Artificial Intelligence

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Fremont, CA: Artificial intelligence, machine learning, and natural language processing have proliferated over the last few years and established themselves as disruptive technologies in every sector. The applications for these technologies are vast and bring a plethora of options for businessmen. In a short span, these technologies have gone from being theoretical discussions to practical applications. Like all other industries, the insurance sector can also benefit significantly from these technologies. There is a lot of hesitation when it comes to accepting new technology, and a lot of people refuse to believe that a machine can perform their job.


Council Post: Five Technology Trends In The Insurance Industry

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The global insurance market is experiencing a technological shift. Digital-first business models are the product of traditional insurance companies and insurtech companies collaborating more than ever, testing new business models and revenue streams fueled by new technology. Most importantly, emerging technology trends can reduce operational costs by preventing fraud and automating services, thereby freeing up insurance agents to acquire and maintain business. It is a brave new world, but it's not as scary as you may have thought it would be. Below are five of the top technology trends disrupting the insurance industry -- for the better.


How RenewBuy Is Using AI To Solve Insurance Complexities Of India

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To celebrate India's rising startups, Inc42 is profiling a new soonicorn every Friday in the Inc42 UpNext: Unicorns Of Tomorrow series. For the next few months, we will be speaking to founders and cofounders at these potential unicorns and shining light on their journeys and growth stories. We begin the series with a look at insurance tech startup RenewBuy. "Our differentiated approach has enabled us to be efficient and productive in a short span and we are confident of being profitable by 2021. We want to be present in every nook and corner of the country."


Insuring Your Future: Chatbots As Insurance Agents - InsureSH Blog

#artificialintelligence

The insurance coverage business has at all times been a difficult buyer. And, when it comes all the way down to insurance coverage & know-how, the penetration is relatively sluggish. These are transactions constructed on belief and are at all times executed in particular person. So, until they construct a robotic that may completely replicate a human gross sales govt's persona, insurance coverage goes to stay a pen & paper business. And that's why chatbots know-how got here to life.


Chatbots Using Artificial Intelligence are Selling Insurance in 2019

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In fact, over $2B is estimated to be invested throughout 2019 in these InsureTech companies. Artificial Intelligence, Automation, and Blockchain are driving technology disruption in the insurance industry. They are making insurance shopping experience much better for consumers. Meanwhile also improving service for policyholders who need help with renewals, claims, and add-on products and services. This is great news for just about everyone, while some insurance agents are getting really worried.