what is bisheng fr?

BISHENG is an open-source platform built for companies that want to create and manage AI-powered applications at scale. The name comes from Bi Sheng, the inventor of movable type printing in ancient China, and the project carries the same ambition: spreading information and intelligence more widely. It is developed by a Chinese team and has been adopted by large enterprises and Fortune 500 companies according to the README. The core of the platform is a workflow builder that lets teams design multi-step AI processes visually, like drawing a flowchart. Unlike similar tools, BISHENG supports loops, parallel execution, batch processing, and conditional branching all within the same visual canvas. Users can also pause a running workflow to review or correct the AI's output before it continues, which the README describes as "human in the loop." For AI interactions, BISHENG includes an agent called Linsight that is designed to carry expert knowledge about a domain. The idea is that business rules, workflows, and industry-specific preferences can be embedded into how the agent reasons, so it behaves less like a generic assistant and more like a trained specialist. The platform also includes high-precision document parsing built on five years of training data. It can read printed text, handwritten text, unusual characters, tables, and complex page layouts. This is useful for enterprise tasks like reviewing contracts, extracting data from forms, or processing call records. Enterprise management features include role-based access control, single sign-on (SSO), usage tracking by team, security review, and high-availability deployment options. The platform also covers model fine-tuning and dataset management for teams that want to train or adapt their own models. Installation runs through Docker Compose and requires at least 4 CPU cores and 16 GB of RAM. After startup, the interface is available in a browser, and the first registered user becomes the system administrator.