Papilot helps researchers revise LaTeX papers directly from the PDF. Annotate a sentence or equation, let your AI agent make the edits, then review each change as a rendered before-and-after diff. Accept or reject changes individually before they reach your main branch. Free, open source, and runs locally with your own AI Agents.