Finds classroom text from the sample PDF.
Browser-based PPLLM Studio proof of concept
Explore the local-first workflow in the browser.
This lightweight browser prototype demonstrates PPLLM Studio's local-first workflow, including file preparation, chunking, optional encryption, Assistant interaction, and source transparency.
Private file selection
Use a sample classroom document.
Reviewers can explore the workflow with a built-in sample file. No real files are uploaded, read, or transmitted.
Sample educational source for evaluating privacy-first AI workflows.
Processing pipeline
Convert source material into local evidence.
The browser demo mirrors the desktop app's conceptual pipeline: extraction, cleaning, chunking, optional encryption, and manifest creation.
Removes duplicate spacing and prepares text for chunking.
Creates source units for retrieval and citation.
Represents local artifact protection.
Artifacts are simulated in browser memory for this proof of concept.
Source-grounded Assistant
Ask a question about the sample document.
This browser prototype uses a simulated response to show how PPLLM Studio can answer questions while keeping source evidence visible.
Source transparency
See the sources behind the answer.
Source previews help learners check whether an AI answer is grounded in the material PPLLM Studio processed.