Some of the most interesting AI now runs without a round trip. This topic follows local inference and its limits.
Local inference on phones, laptops, and dedicated hardware, and the privacy and latency case for it.
5 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
Run one 60-minute recording locally before canceling a transcription subscription. Processing speed matters, but speaker labels, language support, battery use, and privacy usually decide the result.
Devin Oyelaran · 8 min read
AI Industry & Models
Smaller models can classify, extract and route routine work with less delay and expense. The useful boundary appears only when each task is tested separately.
Tobias Lund · 7 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
Other impacts
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