Strokes

Strokes

Happy Vibes, Inc.
TILDE

TILDE

ielab
+
+

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About

Strokes is a desktop text editor for macOS and Windows with the AI inside the document. Select a passage, describe the change, and GPT, Claude, Gemini or Grok proposes it as a diff you accept or reject — nothing changes silently. You pick the model per request, and the assistant can work across the files in a project when you ask it to. Documents are files in folders on your computer: write, edit and export with no internet connection (AI features need a connection). Import from Word, Markdown and Notion exports; export to PDF, Word, EPUB, Markdown and HTML in one click; publish a document as a public read-only web page. Page view and pageless mode, standard blocks, version history kept on your device. Strokes does not train AI models on your content. Free plan with base models and no credit card; Pro at $25/month adds frontier models, voice mode and 15× the AI usage.

About

TILDE (Term Independent Likelihood moDEl) is a passage re-ranking and expansion framework built on BERT, designed to enhance retrieval performance by combining sparse term matching with deep contextual representations. The original TILDE model pre-computes term weights across the entire BERT vocabulary, which can lead to large index sizes. To address this, TILDEv2 introduces a more efficient approach by computing term weights only for terms present in expanded passages, resulting in indexes that are 99% smaller than those of the original TILDE. This efficiency is achieved by leveraging TILDE as a passage expansion model, where passages are expanded using top-k terms (e.g., top 200) to enrich their content. It provides scripts for indexing collections, re-ranking BM25 results, and training models using datasets like MS MARCO.

Platforms Supported

Windows Supported
Mac Supported
Linux Not Supported
Cloud Not Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Audience

Writers, editors, consultants and knowledge workers who draft long-form documents with AI: business and technical writers, non-fiction authors, Markdown and local-first users, and developers who want an IDE-like environment for text.

Audience

Academic researchers and developers searching for a tool to implement efficient and scalable passage re-ranking and expansion techniques

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

API

Offers API Not Supported

API

Offers API Not Supported

Screenshots and Videos

No images available

Screenshots and Videos

Pricing

Free; Pro $25/month
Free Version Supported
Free Trial Not Supported

Pricing

No information available.
Free Version Not Supported
Free Trial Not Supported

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation Not Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Company Information

Happy Vibes, Inc.
United States
strokes.ink/

Company Information

ielab
United States
github.com/ielab/TILDE/tree/main

Alternatives

Alternatives

ColBERT

ColBERT

Future Data Systems
RankLLM

RankLLM

Castorini

Categories

AI Writing Supported

Categories

Reranking Models Supported

Integrations

Hugging Face Not Supported
Python Not Supported

Integrations

Hugging Face Supported
Python Supported
Claim Strokes and update features and information
Claim Strokes and update features and information
Claim TILDE and update features and information
Claim TILDE and update features and information