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Posts tagged “On-Device AI”
A Lifelog Written as Captions
A streaming video model keeps the captions it wrote and drops the frames, and the same text decides what it remembers and when to speak.- Ambient Computing
- Agent Memory
- Wearable AI
- Proactive AI
- On-Device AI
Facts Are the Easy Half of a Memory
A new benchmark measures how an assistant should work with you, and finds the memory breaks at write time, not at recall.- Personal Context
- Wearable AI
- Agent Memory
- Relationship AI
- On-Device AI
One Core, One Second: Microsoft's Streaming Diarizer
An open streaming diarizer runs on one CPU thread with flat memory, for the price of a one-second delay on speaker labels.- Speech AI
- On-Device AI
- Wearable AI
- Edge ML
- Diarization
The Sigh the Transcript Throws Away
An open detector puts the discarded tone layer back into a transcript, and the accuracy is the honest part of the story.- Affective Computing
- Speech AI
- Wearable AI
- Coaching AI
- On-Device AI
An Earbud With Its Own Wi-Fi, a Model With a Thousand Tokens
Qualcomm gave the earbud a radio that reaches the cloud without the phone, and a 1-bit model that holds about four minutes of talk.- Wearable AI
- On-Device AI
- Edge Computing
- Audio
- Agent Architecture
What the Puck Can Afford to Think
Qualcomm's claim of a 3B model at 45 tokens a second on the VR Glasses chip needs the puck's entire memory bus, by my arithmetic.- On-Device AI
- Edge Computing
- Smart Glasses
- Agent Architecture
- Meta
Four Ways to Attach a Diarizer, and the One a Wearable Can Run
NVIDIA mapped the four ways to wire diarization into streaming ASR, and only the cheapest corner fits inside a wearable's power budget.- Speech AI
- On-Device AI
- Wearable AI
- Ambient AI
- Edge ML
Apple Drew the Line at the Transcript
Apple's Watch now summarizes your conversations but refuses to keep a transcript or name the speaker, and that refusal is where the market lives.- Ambient AI
- Privacy
- Wearable AI
- On-Device AI
- Continuous Context
Persistent Context Without a Cloud Round-Trip
On-device NPUs and edge voice models converged in the same week - the ambient wearable can finally build context locally.- Wearable AI
- On-Device AI
- Ambient AI
- Personal Context
- Edge Computing
Who Said What, in Under 300 Milliseconds
Streaming diarization at sub-300ms unlocks the relationship graph that makes ambient coaching personal.- Wearable AI
- Ambient AI
- Speech AI
- Relationship Intelligence
- On-Device AI
A Foundation Model for When to Say It
Google's SensorFM proves the ambient AI coach needs a physiological foundation model alongside the LLM.- Wearable AI
- Ambient AI
- Coaching AI
- On-Device AI
- Foundation Models
Brain Data Got Regulated. Voice Data Is Next.
Four states now classify neural data as sensitive - always-on mic data fits the same legal definition.- Wearable AI
- Privacy
- Ambient AI
- Biometric Data
- On-Device AI
Muse Spark Starts From the Battery
Muse Spark matches Llama 4 Maverick at 10x less compute and ships on $299 glasses.- Wearable AI
- On-Device AI
- Agentic AI
- Edge Computing
- Model Architecture
Apple Shipped the Context Pipeline I Was Going to Build
Apple shipped a three-tier privacy stack that turns your messages, mail, and screen into agent infrastructure.- Agentic AI
- Platform Architecture
- Agent Architecture
- On-Device AI
- Ambient AI