Field notes

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

Notes on enterprise-ai

5 notes

  1. Et Tu, Brute? Economic Misalignment in Personal AI Agents

    Source note · Sep 21, 2026 · agents, safety, privacy

    The preprint studies personal agents making economic recommendations from user context, including email and structured personal attributes. It reports 325,000 experiments across 13 agents and three decision types…

  2. EnterpriseVal: Quantifying the Efficacy, Reliability and Value of Generative AI in the Enterprise

    Source note · Sep 18, 2026 · evaluation, governance, reliability

    EnterpriseVal specifies the tested workflow and frozen socio-technical configuration, including model, prompts, retrieval, tools, guardrails, human oversight, autonomy level, and consequence tier. It defines metrics…

  3. Using AI_Functions in Your Data Warehouse: Top Use Cases

    Source note · Aug 14, 2026 · vendor, engineering-practice, enterprise-ai

    Databricks describes how its "AI Functions" let users run AI inference (document parsing, extraction, classification, translation, custom prompting) directly from SQL inside the data warehouse, without moving data to…

  4. How Organizations Use AI: Evidence from ChatGPT

    Source note · Aug 12, 2026 · enterprise-ai

    The authors study the use of ChatGPT in organizations by analyzing data from ChatGPT Enterprise accounts linked with worker roles, task classifications, and financial data of public companies. They found rapid growth…

  5. Zero Hallucination, by Construction: Hallucination-Aware Layered Oversight for Trustworthy Enterprise AI

    Source note · Jul 20, 2026 · ai, architecture, enterprise-ai

    The paper 'Zero Hallucination, by Construction: Hallucination-Aware Layered Oversight for Trustworthy Enterprise AI' proposes an assurance architecture called HALO. This system aims to ensure the accuracy of AI output…

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