…strategies to get Apple’s on-device model to execute attacker-controlled instructions through prompt injection. Interestingly, they successfully executed the exploit without being 100% sure of how Apple’s local model…
…The same prompt pattern applies to any model in the platform. 3. Choose hosted or local deployment NIM gives teams flexible deployment options. Use hosted NIM endpoints when the AI scientist needs…
…After months of trying to close the gap between them, I started to rethink my strategy. I've begun using local models for the things they're actually great at, and I…
…defer parsing and execution of project-local configuration until after the user accepts the trust prompt. If you're building something similar, treat project-open, config-load, and localhost listeners the way…
…retrieving factual information and integrating multi-step reasoning, with distinct neural mechanisms for local reasoning steps versus global strategy coordination. AI-generated summary Recent studies have shown that Large Language Models (LLMs…
…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 . Core Idea MemPrivacy implements local reversible pseudonymization…
…However, it began second-guessing every line it generated for the extension-creation process – to the point where it’d come up with a perfectly viable strategy, misinterpret my prompt in the…
…AI-generated summary Existing emotional support conversation (ESC) systems mainly rely on end-to-end response generation or coarse strategy supervision, offering limited interpretability and little support for systematic skill improvement. We…
…You enter a prompt, get a response, and that’s it. With agentic AI , you can set a broad goal. The agent will then break down the task and use local files…
…Vendors can pull the plug at any time But your local model is your local model Anthropic can relax limits, and the May reversal proved it. But they can also tighten them…