Researcher Bill Swearingen spent a year developing printed patterns designed to interfere with surveillance. His noRecognition project reports 31.7 million tests against 11 computer-vision models. The cameras continue recording, but the pattern can disrupt the software that labels a shape as a person or vehicle and generates an alert. A training system repeatedly changed each design after detection failures. Swearingen told TechCrunch that his patterns defeated all 11 models in laboratory tests. At Def Con in Las Vegas, his team covered a 2009 Toyota Yaris with one pattern and tested it against a Flock camera. He says the car avoided automatic detection, although its wheels remained difficult to conceal. The demonstration video is unavailable, and the results have not been independently reproduced.

The project turns privacy into something worn on the body's surface. A hoodie can place friction between a visible person and the database trying to classify that person at a protest or on a street. The protection remains temporary and uneven. Lighting, distance, camera angle and software updates can change the result. Swearingen is keeping his strongest designs private because camera companies could use public samples to retrain their systems. He plans to sell shirts, hoodies and neck gaiters through Kickstarter, including unique patterns never released online. Each garment enters a contest that continues after purchase. A camera vendor updates its detector, and the wearer needs another print.

Throne One places a camera beneath the rim of a toilet and turns each visit into a health record. The device costs $399.99, followed by a $5.99 monthly membership after three free months. Optical sensors and AI classify stool consistency, urine color, hydration, urinary flow and bathroom habits. An app displays scores and trends, while an AI coach offers basic suggestions about food or water. The device uses a nearby phone to identify its user; visits elsewhere can be entered manually. Throne Science calls it a general wellness product and says it does not diagnose, treat or prevent disease. Gastroenterologists interviewed by Business Insider saw value in an automatic diary, especially when patients change medication or manage digestive problems.

The difficulty begins after the measurement. Visible blood might come from hemorrhoids, menstruation, inflammatory bowel disease or cancer, and current devices cannot identify the cause. Digestion also changes with stress, sleep, medication, travel and diet. Kyle Staller of Massachusetts General Hospital warned that healthy users could become preoccupied with ordinary variation. A compulsory bodily act now becomes a recurring medical check that requires no effort. The subscription keeps the record active, and every deviation can return as an app event demanding interpretation. The purchase provides memory without certainty. Throne's camera may document every visit, but when a score changes, the explanation still belongs to a clinician or to a worried user.

Tucker Bryant built a chatbot with no language model behind its answers. When someone writes to ChatTJB, Bryant or one of ten volunteers reads the message and replies by hand. The site resembles a chat window and says an actual person is replying. Bryant, an artist and former Google manager, launched it in April. A San Francisco billboard later called it AI, meaning average individual. By August 6, Bryant reported over 30,000 questions, with a peak of about 5,000 an hour. Replies can take days. People request drawings, cooking tips, dinner ideas and help deciding whether to hold a birthday party.

Bryant created the project after noticing how often he handed small choices to language models. He once asked whether to wear short or long sleeves, despite seven years in San Francisco. He calls this habit cognitive surrender, accepting an answer without thinking through it. ChatTJB puts an ordinary person inside a chat box, so a late reply comes from someone who must read, consider and type it. Users often begin with jokes, then share personal questions after learning that a person is listening. Bryant promises no expert advice. People return for the attention of a stranger. The website now warns that messages may wait days while its eleven humans face a queue growing by the hour.