Field notes

2,343 notes from my AI research vault, mapped by topic. Pick a topic to see its notes, or search.

Notes on data privacy

4 notes

  1. ECHO: A Locally-Deployable Agentic Health Assistant with Temporal Memory, Safety Guardrails, and Speech Assessment

    Source note · Aug 6, 2026 · ai, safety, healthcare

    The paper introduces ECHO, a locally-deployable health assistant designed for long-term chronic care management. It consists of three integrated modules: an agentic chatbot, a safety layer, and a speech assessment…

  2. From Siloed Algorithms to Compliance-First Agentic Platforms: A Multi-Layered Architecture for Hospital AI Systems

    Source note · Aug 6, 2026 · artificial intelligence, healthcare, compliance

    The research proposes a multi-layered compliance-first Agentic AI architecture for hospital AI systems. This architecture aims to address the issues of duplicated effort, hidden risks, and unrealized value in current…

  3. How Agents Ask for Permission: User Permissions for AI Agents, from Interfaces to Enforcement

    Source note · Jul 15, 2026 · ai ethics, data privacy

    This research paper discusses the importance of user-level permissions for AI agents to protect users from risks such as data leaks and unauthorized actions. The authors survey 21 proposals for agent permissions…

  4. LACUNA: A Testbed for Evaluating Localization Precision for LLM Unlearning

    Source note · Jul 2, 2026 · evaluation, unlearning, data privacy

    Researchers introduce a new testbed called LACUNA that allows for the evaluation of unlearning methods at the parameter level, rather than just the output level. They find that current state-of-the-art (SOTA)…

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