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Epistemic Warrant for LLM Recommendations: Characterizing the Basis for Reliance When Ground Truth Is Unavailable

Large language models are increasingly used to support organizational decisions, yet users often lack a principled basis for assessing whether to rely on a specific recommendation. Existing approaches typically evaluate broad model properties, such as reliability, uncertainty, or robustness, or focus on user trust, rather than the underlying basis for relying on an individual recommendation.…

We haven't written up this one. arXiv cs.AI has the full story — the link below goes straight to it.

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Installing GPT4All, an Open-Source Chatbot Application for Running LLMs

GPT4All is an open-source graphical desktop application for running large language models (LLMs) locally. It supports most desktop operating systems — macOS, Windows, and Linux — so you can run LLMs…

  • GPT4All is open-source desktop app for local LLMs.
  • Supports Windows, macOS, Linux, GGUF models.
  • Install via binary on Linux, .exe/.dmg on Windows/macOS.

Environment Evolution for Terminal Agents

Scaling interactive and verifiable environments is critical for training terminal agents. As frontier models become more capable, environments synthesized from scratch become less challenging and thus…

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