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on-device models
About this tag
On-device models are compact AI models that run locally on Windows hardware, enabling private, low-latency tasks without cloud dependency. Microsoft's Fara-7B is an on-device agentic model that sees the screen and executes multi-step web tasks locally. Fluid Dictation in Windows 11 uses on-device AI for natural speech-to-text with automatic punctuation. These models leverage NPUs in Copilot+ PCs for efficient processing. Discussions cover their role in accessibility, productivity, and reducing reliance on cloud services, with a focus on privacy and real-time performance.
Microsoft’s Research team has quietly released Fara‑7B, a compact but capable on‑device agentic model that sees your screen, predicts mouse and keyboard actions, and executes multi‑step web tasks locally on Windows, marking a deliberate shift from cloud‑first assistant designs toward private...
Windows 11’s Dev Channel just received a compact but meaningful refresh: Build 26220.6682 (KB5065782) for Windows 11, version 25H2 brings Emoji 16 glyphs to the emoji panel, a string of accessibility refinements—most notably for Narrator—and several targeted fixes and UI tweaks that reinforce...
accessibility
audio stutter
build 26220
click to do
copilot
dev channel
emoji-16
enablement package
feature rollout
game bar
narrator
obs
on-devicemodels
phi silica
start menu
task view
windows 11
windows update
Microsoft’s latest Insider Preview builds bring a tangible — and in many ways overdue — improvement to speech-to-text on Windows by introducing Fluid Dictation inside Voice Access, a smarter, faster, on-device dictation mode designed to make spoken text appear as natural, punctuated prose rather...
accessibility
beta channel
copilot
dev channel
enterprise it
filler words
fluid dictation
hardware gating
insider preview
language
large language models
npu
on-device ai
on-devicemodels
privacy
punctuation
speech-to-text
voice access
windows 11
windows studio effects