Cloud agents typically send user messages to remote LLMs and store conversation traces in memory systems (e.g., Mem0, LangMem, Memobase) for long-term personalization. This creates a large privacy attack surface: plaintext prompts and logs may contain PII, medical/financial data, credentials cloud memory stores can leak via retrieval, prompt injection, inversion, or misconfiguration naïve mitigation (e.g., *** masking) destroys task semantics, harming retrieval and personalization Goal: reduce privacy leakage without sacrificing utility.
Paper page - MemPrivacy: Privacy-Preserving Personalized Memory Management for Edge-Cloud Agents…Clients will be empowered to become Frontier Firms that scale and generate value, through workforce upskilling, embedded change management and continuous optimization of agentic AI transformation. EY and Microsoft will deploy integrated…
…Key security features include network and filesystem isolation managed by OpenShell, real-time policy approval for external access, and full local inference to ensure that no data leaves the device during agent…
…Ramine Roane, Corporate VP of AI Product Management Training Embedding Model Resiliently for Multimodal Inference Routing , by Haichen Zhang, Senior AI Software Engineer Privacy-First Fine-Tuning on AI PCs , by Daniel…
…Lai then asked IrisGo to repeat the order on its own; the agent dutifully complied. Buying coffee, of course, is not really the point. Instead, the hope is that the system will…
…My Computer is a claw-like desktop agent, not a claw per se, and it allows the agent to manage local files and apps, bridging the gap between a cloud assistant and…
…management (BPM) technology," he says. "Secondly, there's the kind of orchestration where you are dealing with different sets of tools, perhaps APIs or something that calls out to different AI agents…
…What role will Bixby play in Samsung’s transition to the agentic AI era? Bixby will play a key role as a device agent, helping users more easily access and use Samsung…
…visual privacy filter helps protect sensitive information from unintended viewers and can be centrally managed by IT or activated instantly by employees with a single keystroke. Once activated, the privacy screen provides…
…Hadlee Simons / Android Authority The biggest talking point is the new Privacy Display , a hardware feature available only on the Galaxy S26 Ultra. Zac Kew-Denniss / Android Authority When enabled, Privacy Display…
…When an agent needs to reason over an entire codebase, a long conversation history, or a stack of retrieved documents, Mamba layers keep the memory footprint manageable. Transformer attention layers are interleaved…
