Nobody notices a process failing. They noticed the delay it caused three days later in a report. Supported by intelligent workflow automation, it enables real-time monitoring, helping teams maintain procedural compliance and achieve strong operational efficiency. Without these capabilities, delays, … Read More
Computer Vision
AI safety in autonomous driving systems
Safety debates around autonomous driving often drift into broad claims about whether AI can be trusted. That framing misses the real engineering issue. In practice, many failures come from limits in perception, edge case handling, and system design under degraded … Read More
Real-Time Asset Tracking
The crew spends the first forty minutes of the shift looking for a lift that somebody moved on Friday. When teams cannot quickly locate resources, operations slow down, and overall productivity suffers. DXHub→ offers a centralized platform that seamlessly connects … Read More
How DeepX Is Advancing Industrial AI
In 2018, we put computer vision on an airport ramp with GAT and learned within a month that the model was the easy part. Today, the real challenge is building systems that can operate reliably in complex environments where safety, … Read More
Access Controlled Zone
Executive Perspective Nobody has ever been fired for granting access. That is exactly why your server room badge list is longer than it should be. Manufacturing facilities, logistics hubs, airports, data centers, and corporate campuses all contain areas with different … Read More
Multimodal Learning for Medical Images
Positioning in the research landscape A model that says malignant without saying where a model no radiologist will sign their name under. For such large and complex data, model predictions must be accurate and interpretable. Earlier research published on arXiv … Read More
AI-Powered Working Zone Management
Understanding Challenges on Worksites By the time a zone falls behind schedule, the reason it fell behind happened two days ago, and nobody wrote it down. Without clear visibility, tasks can fall behind, and productivity declines. Standard tracking methods, such … Read More
Why Privacy in Video Intelligence Matters
Video analytics and computer vision are moving into daily use. Leaders want real-time detection with fewer false alarms. Security teams want anomaly detection that surfaces the one clip that matters. Policymakers want safety without constant surveillance. In February 2026, Chico … Read More
PPE Compliance in Real Time
The Compliance Problem The helmet comes off in the last twenty minutes of the shift, when everyone is tired and the supervisor is already in the office. Workers may remove helmets, skip gloves, leave hair unsecured, or adopt an unsafe … Read More
AI Video Surveillance Security Failures
Ring Flock cancellation In February 2026, Ring and Flock Safety canceled their planned integration for Ring’s Community Requests feature after concluding the work would take “significantly more time and resources than anticipated.” The integration never shipped, and no Ring customer … Read More