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Sloth Notes: a local AI digest for the notes you don't want to reread

说明与用途

Sloth Notes 是一个本地 Web 应用,使用 MiniLM 嵌入模型在浏览器中提取会议笔记的关键句子并生成行动建议,将文本长度缩短 54% 并保持原文引用。

问题

Rereading meeting recaps to find next actions is busywork and inefficient.

结果

On a synthetic study‑group recap of 127 words, Sloth Notes reduced the text to 59 words (54% reduction) in ~0.5 s after model assets were cached, and surfaced four keyword‑based action suggestions.

工作流

  • Paste recap into the web interface
  • Select number of highlights (3,5, or 7)
  • Click "Make it shorter"
  • The app downloads the quantized MiniLM model on first run
  • Splits text into sentences with Intl.Segmenter
  • Generates sentence embeddings in a Web Worker
  • Computes document centroid
  • Scores sentences balancing relevance and diversity
  • Selects top sentences and restores original order
  • Displays source reference buttons for each highlight
  • Shows keyword‑based action suggestions
  • Exports digest as Markdown

证据

Sloth Notes turns a messy block of English notes into a short, source-linked digest and a list of suggested actions.

来源

The first run downloads the quantized model and runtime files. The application then computes sentence embeddings on your device.

来源

In the browser check, the synthetic study-group recap went from 127 words to 59 words, a 54% reduction, in about 0.5 seconds with model assets already cached.

来源

The model supplies the meaning-based vectors that drive selection. The follow-up list is a separate, explicitly labelled keyword heuristic.

来源

The app accepts up to 50,000 characters and 400 sentences, rejects oversized input without silently cutting it, and exports a Markdown digest.

来源

  • 记录日期: 2026-10-23T21:11:20.461Z