TECHNOLOGY

Taipei startup, Qualcomm launch on-device deepfake detector

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At the Computex 2026 technology conference in Taipei, cybersecurity startup Scam.ai announced a partnership with semiconductor manufacturer Qualcomm to launch Halo, an on-device deepfake detection model for live video calls. Demonstrated at Qualcomm’s exhibition booth during the Agentic AI track, Halo is optimized to run locally on personal computers using Qualcomm processors, avoiding transmission of sensitive video data to cloud servers. The system passively monitors standard video conferencing platforms such as Zoom, Microsoft Teams, and Google Meet, scanning real-time video for visual anomalies, compression artifacts, and behavioral inconsistencies. When synthetic media is detected, Halo immediately flags the feed to alert the user.

Prepared by Jonathan Pierce and reviewed by editorial team.

Timeline of Events

Computex 2026 Scam.ai announces Halo partnership
Computex 2026 Qualcomm hosts Halo demonstration
Computex 2026 Halo optimized for Qualcomm processors
Computex 2026 Model targets live video calls
Computex 2026 System supports major conferencing platforms
Computex 2026 On-device processing avoids cloud transmission
Computex 2026 Real-time alerts flag synthetic media

Why This Matters to You

Deepfakes can be a real threat to your privacy during video calls. With Halo, your computer can spot these fakes in real-time. It works on popular platforms like Zoom, Teams, and Google Meet. You don't need to send your data to the cloud, keeping your calls more secure.

The Bottom Line

Scam.ai and Qualcomm's Halo offers a practical solution to deepfake threats during live video calls. It's a step towards safer digital communication. Worth forwarding if you know someone who values their privacy during video conferences.