HOOSHWARE
Live
LIVE
0
LIVEConnecting to Hooshware intelligence
00:00:00
AI Heat
LOW
Monitoring0 sources

Hooshware

ESTABLISHING NEURAL LINK...
Back to News Radar
Research1w ago

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…

#transformers#mechanistic-interpretability#neural-networks#research

Observed across 2 sources

1 editorial report · 1 verified social mention. The most authoritative report leads while later evidence completes the story.

Social corroboration

reddit19h before report

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

Open mention
BTC
SYNCING
ETH
SYNCING
NVDA
SYNCING
MSFT
SYNCING