Mixedbread built a scalable file ingestion system that processes arbitrary files of any size by splitting them into bounded slices handled sequentially on fixed-size workers, passing continuation state through a task queue to avoid memory overload. The system addresses challenges of large files, file size variance, and unsanitized inputs to enable users to upload and search any document type without preprocessing.