Markdown and AI input costs
Save GPT-6 Astra Tokens by Converting Documents to Markdown
Convert locally. Send the content your task needs. A seven-file experiment explores the savings, tradeoffs, and limits of Markdown for GPT-6 Astra.
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Open knowledge for the AI tools you choose
Practical guides for capturing, organizing, verifying, and carrying your knowledge between AI workflows without giving up control of your sources.
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Apple Intelligence and local research
Siri AI Meets SourceShelf in iOS 27 and macOS 27
A stronger Apple Foundation Model improves Ask This Pack in our macOS testing, while Siri AI and Spotlight create a system-level path to organized SourceShelf knowledge.
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AI-readable website knowledge
llms.txt v2: A Better Way for AI to Discover Website Knowledge
llms.txt v2 adds explicit discovery, flexible Markdown URLs, path-scoped indexes, and a clearer retrieval workflow for AI-readable website knowledge.
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AI-readable website knowledge
What Is llms.txt? Creating AI-Ready Websites and Knowledge
llms.txt is an emerging Markdown convention designed to help AI systems discover important website content. Learn what it does, what it does not do, and how SourceShelf uses it.
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Open formats for AI knowledge
What Is Open Knowledge Format? A Portable Home for Your AI Knowledge
OKF turns a collection of Markdown files into a portable, structured knowledge bundle that both people and AI tools can understand.
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