
Type one prompt, get a narrated 3Blue1Brown-style math video — built by a team of Claude agents.
Journal paper in progress
- Director agent plans an editable storyboard; Coder agent writes one Manim scene per section, so one bug never breaks the whole video.
- Deterministic quality control for free: AST validation, a quadratic-program layout solver for overlaps, and SymPy math verification.
- Fixer agent repairs failures with small code edits — repeated fixes are learned as validator rules.
- Single-session Deepgram narration with word-level alignment, so animations start on their cue words.
- Hard cost budget with per-call tracking and checkpoint resume — most videos cost under $0.15.
Tech: Python, Claude Agents, Manim, FastAPI, React, SymPy, Deepgram, ffmpeg, Docker




