Through the Looking Glass: Directly Reading and Writing Transformers
Researchers explore how transformer models directly read and write components, analyzing token predictions across multiple models without training or fitting…
Researchers explore how transformer models directly read and write components, analyzing token predictions across multiple models without training or fitting…
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Every Apple Notes integration I could find — Claude's desktop connector, OpenClaw, Hermes, memo — drives Notes.app through AppleScript. That's fine for writing, but for reading it's painfully slow. I benchmarked it on my 749-note store: AppleScript full-text search took 220 seconds. So no tool actually does it — memo only searches titles, and the OpenClaw skill calls it "fuzzy search" without telling you bodies are skipped. I wrote a CLI that reads NoteStore.sqlite directly. Same search, 0.087 seconds. No cache, no Notes.app, always live data. What it does: apple-notes search "kubernetes" # full-text search, ranked by relevance apple-notes recent --since 2d # what changed lately apple-notes show 4821 # one note → Markdown apple-notes export ~/notes # dump everything, folder tree preserved
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