A wave of small devices now ships with a model behind it. This topic tracks what they do once the demo ends.
Note-takers, translation earbuds, smart glasses, and other personal AI hardware, assessed in ordinary use.
8 stories
Consumer AI Hardware
The Copilot+ badge says a laptop has a capable neural processor. It does not guarantee that the AI features you use will run locally, respond faster or extend battery life.
Devin Oyelaran · August 9, 2026 · 8 min
Consumer AI Hardware
Laptop makers advertise NPU performance as if every AI feature benefits. Most do not, so check where your daily apps run their models before paying for more compute.
Devin Oyelaran · 8 min read
Consumer AI Hardware
Microphone counts matter less than searchable audio, correctable transcripts and files you can keep. Test the exit path before paying for another AI subscription.
Devin Oyelaran · 7 min read
Consumer AI Hardware
Translation earbuds can sustain a careful one-to-one exchange. A restaurant adds overlapping voices, unfamiliar dish names, music, and enough delay to make the phone a necessary fallback.
Devin Oyelaran · 7 min read
Consumer AI Hardware
A fixed camera makes document capture hands-free only when the page stays flat, well lit, and inside a known frame. Mail, reflective labels, and tables expose the compromise quickly.
Devin Oyelaran · 8 min read
Consumer AI Hardware
An airplane-mode test separates the glasses’ local camera from their cloud assistant. Photos survive; visual identification and AI reminders generally do not.
Devin Oyelaran · 7 min read
Consumer AI Hardware
A privacy-first walkthrough for Ray-Ban Meta glasses, covering the capture light, voice history, contacts, cloud processing and the conversation to have before recording anyone.
Devin Oyelaran · 8 min read
Consumer AI Hardware
PLAUD Note, Limitless Pendant, and Omi take different routes to the same destination: cloud processing. Their deletion and export controls deserve as much scrutiny as their transcripts.
Devin Oyelaran · 7 min read
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