VinQ (https://vin-q.com/) platform is an example of distributed research (DeSci) and new type of collaboration based on sharing reliable data. The farmers collect data individually in their fields, establishing their priorities and objectives.

The data can be categorized into two types: real, verifiable data reflecting the actual state (ground truth) such as microbiology, climate, soil quality, diseases, and production, which can be confirmed through fact-checking and represents a point in a parameter space. The other type of data pertains to the management style, which includes actions that affect points in a parameter space. Any treatments or fieldwork carried out to mitigate problems or improve conditions reflect the personalized style of the individual. By utilizing AI to connect these two types of data, a governance system is established, where individuals autonomously explore parameter space while AI is trained on real-world consequences.