Pdf2Video
Academic PDFs into narrated, animated lectures
A fully offline multi-agent pipeline that has turned academic PDFs into 100+ animated lectures with Manim. No GPU rental, no cloud bill.
🏆 Became EDUSCENE: Innovation Award, Ulster University
Highlights
- Multi-agent pipeline that turned academic PDFs into 100+ narrated, animated lectures with Manim, running fully offline. No GPU rental or cloud cost.
- Multi-process task scheduling and CPU-only TTS through Piper cut per-video generation time by 15%.
- Six CrewAI agents (orchestrator, extractor, script generator, scene generator, audio renderer, final compositor) share context through LangChain across a microservices task architecture.
- This pipeline became the base of EDUSCENE, my Innovation Award entry at the Agentic AI Hackathon 2025, Ulster University.