Knowledge workers can't efficiently process and interact with large files locally without sending data to external AI services

Professionals need to analyze, edit, and extract insights from large documents, PDFs, and images using AI, but existing local AI solutions only support pasting small text snippets into limited context windows, forcing users to either accept poor results or compromise privacy by uploading sensitive files to cloud services like ChatGPT and Claude. Current open-source alternatives lack the file handling, image recognition, and code execution capabilities that make commercial AI apps useful for real work.