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Trajectory Uncertainty Framework (TUF): A Modular Framework for Identifying Transitional and Branch-Point Cell States in Single-Cell Trajectory Analysis

Single-cell trajectory inference methods assign pseudotime coordinates but provide limited information on assignment uncertainty, especially at transitional states and branch points. We introduce the Trajectory Uncertainty Framework (TUF), a modular, downstream approach that defines a 2D uncertainty coordinate system for single-cell data. TUF decomposes local uncertainty into the Temporal Entropy…

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New release of LLM adds support for reasoning traces, OpenAI Responses, server-side tools, and smarter logging

I released LLM 0.32 this morning, the most significant new version of LLM since the initial launch of the project. The new version includes support for visible reasoning traces, server-side provider…

  • Version 0.32 of LLM released on August 4, 2026
  • Adds reasoning traces, server-side tools, content-addressable logs
  • llm-anthropic plugin enhanced with WebSearch, WebFetch, CodeExecution

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