Data foundation in the era of agent harness - why RAGFlow is changing

In our 2025 year-end review, we clearly defined RAGFlow’s product evolution direction as a context engine and explained the technical necessity of this path from the technical underlying layer. Several months have passed, and the evolution speed of the AI ecosystem is restructuring industry perceptions almost on a monthly basis. Whether the vision proposed at that time is still valid today?