This week’s roundup of data news from October 24 to October 30, 2026, features a robotics company collecting real-world data by paying people to walk robot dogs and a Microsoft initiative helping public libraries teach AI literacy.
1. Training Robot Dogs
San Francisco-based robotics data company Dimensional has launched a program to pay people to walk robot dogs to improve autonomous navigation. The company collects camera and sensor data as people guide the robots through real-world environments, allowing researchers to compare manually controlled movement with AI-driven navigation. The data could help robots learn to move more independently in settings such as warehouses and construction sites.
2. Advancing Pediatric Care
Seattle Children’s Hospital has launched its Institute for Pediatric Innovation to develop technologies that improve healthcare for children. The initiative will support projects involving AI-powered care tools, biomedical data analysis, genetic testing, and medical devices for young patients. By bringing these technologies into pediatric care, the institute aims to improve diagnoses, tailor treatments to individual needs, and expand access to advanced medical services.
3. Monitoring Patient Health
Virginia-based nonprofit health system Sentara has introduced an AI tool called Regard to help clinicians monitor patients and plan hospital discharges. The software reviews electronic health records, summarizes changes in patients’ conditions, and flags issues that could affect their recovery or follow-up care. By organizing clinical information and reducing administrative work, the system could help staff identify concerns sooner and spend more time caring for patients.
4. Simulating Robot Training
UK-based robotics startup Machenta has developed an AI system designed to teach robots new tasks from a single human demonstration. The company trains its models in simulated environments, where robots can learn how to perform tasks before trying them in the real world. This approach could help robots adapt to new jobs in manufacturing and assembly without requiring extensive retraining for each task.
5. Expanding AI Literacy
Microsoft has partnered with the nonprofit Public Library Association to help libraries teach communities about artificial intelligence. The initiative provides free training materials, webinars, and educational resources that explain how AI works and how to use it responsibly. By equipping library staff to guide local learning, the program aims to expand public access to AI knowledge and help people build skills for an increasingly AI-driven workplace.
6. Detecting Cancer
UK-based technology company Medical Detection Dogs is developing an electronic nose designed to detect cancer by mimicking dogs’ ability to recognize scents. The device uses biological receptors that respond to odor molecules in urine samples, while an AI system analyzes the resulting patterns for signs of prostate cancer. Researchers hope the sensor could eventually support noninvasive screening, offering a simpler way to detect cancer cases earlier.
7. Recovering Stolen Art
Italy’s cultural heritage police have developed an AI system called Swoads to help identify stolen artworks. The system compares images from auctions, art fairs, and online marketplaces with a database of more than one million stolen cultural objects. It can identify visual similarities even when artworks have been altered or partially obscured, potentially helping investigators locate missing paintings, sculptures, and historical artifacts.
8. Mapping Roadside Litter
Software developer Robin Bennett has created an AI-powered app that detects and maps roadside litter across the UK. Mounted on a vehicle dashboard, the system captures images every 10 seconds, identifies visible rubbish, and classifies it using a national standard. The resulting data could help local authorities locate litter hotspots, prioritize cleanups, and better understand where roadside waste is accumulating.
9. Preparing for Climate Risks
Philadelphia has launched the Community Climate Resilience Toolkit, an online resource that helps residents prepare for extreme weather and other climate risks. The toolkit includes educational materials, meeting guides, and planning activities to help neighborhoods address threats such as flooding, extreme heat, and storms. It also connects residents with city and emergency services, supporting local planning and preparedness before disasters occur.
10. Simplifying Home Care
Seattle-based Kivo Health has developed an AI-supported care platform for individuals with chronic obstructive pulmonary disease, a lung condition that makes breathing difficult. The program combines virtual rehabilitation sessions led by therapists with AI tools that manage administrative tasks and communicate with patients. By supporting care at home, the platform aims to expand access to at home medical care and help clinicians better manage patients’ needs.
