aos
Next-Gen Educational Video Orchestration

Synthesize 3Blue1Brown Animations with AI.

Transform STEM prompts, LaTeX formulas, or lecture outlines into professional Manim animations with millisecond-accurate narration in minutes.

Open-source core · Self-hosted or Cloud

trusted by STEM educators & creators

aos.studio / pipeline
Explain Euler's formula e^(iπ) + 1 = 0 with rotating unit vectors on the complex plane.
aos.graph · Classify → Storyboard → ManimCE → BeatAlign (4 scenes, 16 beats)
Assistant

Synthesized 4 scenes: Complex Plane Setup, Unit Circle Rotation, Taylor Expansion Duality, and Identity Collapse. Aligned 16 narration beats with Kyutai DSM word timestamps. Rendering 1080p60 in Docker...

Enter a STEM topic, theorem, or notes to animate…⌘ ↵
10k
60 FPS Visuals
98%
< 3 Min Pipeline
24/7
99.8% Speech Sync
ClassifyPedagogyStoryboardLaTeX MathManim CEScene LayoutBeat TimingKyutai DSMWord AlignmentSelf-RepairDocker Render60 FPS MP4LectureIREduClaw RAGManim SlidesDBOS DurableClassifyPedagogyStoryboardLaTeX MathManim CEScene LayoutBeat TimingKyutai DSMWord AlignmentSelf-RepairDocker Render60 FPS MP4LectureIREduClaw RAGManim SlidesDBOS Durable

Engineered for open-source AI, mathematical computing & visual education

  • GitHub
  • Google
  • Microsoft
  • Vercel
  • AWS
  • Notion
  • Slack
  • Dropbox
How it works

Get started in three steps.

1

Define Topic or Ingest Notes

Enter a STEM theorem, prompt, or upload course notes and PDFs. AOS extracts pedagogical objectives and structural concepts.

2

Agentic Storyboard & Synthesis

Pydantic AI agents architect scene layouts, generate precise Manim code, structure beat timings, and run self-correcting validation loops.

3

Docker Render & 60fps Export

Isolated Manim containers render high-definition vector animations with synchronized Kyutai DSM speech and exportable presentation slides.

Outcomes

Real results, not just features.

10×

faster lecture video production

60 FPS

crisp vector Manim rendering

99.8%

beat-to-speech alignment accuracy

0

manual animation keyframing required

Synthesize Fourier Epicycles animation with LaTeX MathTex.
aos.pipeline · Storyboard → Beats (4 scenes)
lecture.py (Compiled)
Validated
c = Circle(radius=1.8, color=BLUE)
arrow = Arrow(ORIGIN, c.point_at_angle(PI/4))
self.play(Create(c), GrowArrow(arrow))
self.play(Transform(formula, next_tex))
Add animation beat or narration...⌘ ↵
Agentic Orchestration

Pydantic AI Lecture Graph.

A multi-agent cognitive architecture decomposes complex STEM subjects into pedagogical outlines, visual scenes, and granular animation beats.

Explore the pipeline
9 Agents

collaborating in real time

Pedagogical Storyboarding

Classifies audience prerequisites and scaffolds concepts visually from intuition to formal proof.

Autonomous Repair Loop

Validates AST schemas and recompiles syntax errors automatically before rendering.

Durable DBOS Workflows

Step-level checkpointing guarantees pipeline resumption if a process or render gets interrupted.

Pedagogical RAG

EduClaw Knowledge Ingestion.

Ingest textbooks, research papers, and course syllabi. EduClaw extracts mathematical theorems and maps core concepts directly to visual animation cues.

View knowledge base
EduClaw: orthogonality of basis functions
  • fourier_analysis_stein.pdf
    0.98

    ...complex exponentials form an orthonormal basis on L2(T)...

  • linear_algebra_strang.md
    0.94

    ...orthogonal projection translates directly into visual epicycle rotations...

  • quantum_pedagogy_notes.docx
    0.89

    ...visualize phase angles in the complex plane before continuous transforms...

100%

LaTeX formula fidelity

LaTeX MathTex Native

Flawless rendering of complex equations, matrices, integrals, and coordinate systems.

Concept-to-Scene Mapping

Automatically queries syllabus definitions to ground every visual beat in textbook clarity.

Multimodal Video & Slides

Outputs standard MP4 videos or interactive Manim Slides for web and live presentations.

Manim Docker Engine

60 FPS

1080p & 4K · 14.2s render time

Renders

1,420

Cache Hit

94.2%

Sync Acc

99.8%

Studio Engine

60 FPS Docker Rendering.

High-speed containerized Manim rendering paired with Kyutai DSM speech synthesis. Millisecond-accurate word timestamps keep audio locked to visual animations.

Inspect render studio
60 FPS

smooth vector animations

Kyutai DSM Audio Alignment

Delayed Streams Modeling produces studio-grade narration with native word-level timestamps.

Persistent Docker Containers

Pre-warmed render environments eliminate cold start latency for rapid scene compilation.

Direct Code & Video Export

Download raw compilable Manim Python scripts, LectureIR JSON, or 1080p/4K video assets.

The AOS Pipeline

From raw concept. To cinematic animation.

Every lecture travels through our structured Pydantic AI graph. Agents architect visual scenes, write verified Manim code, align Kyutai speech timestamps, and Docker renders the final video.

Sources

STEM Prompt & Concept
Course Syllabus / Outline
LaTeX Formulas & Math
Textbook PDF (EduClaw)
Voiceover Script

AOS Agent Graph

0 agents

Pydantic AI pipeline

orchestrating

Synthesize 60fps Fourier Transform animation

Artifacts

Generated Video

4 scenes compiled in Docker Manim. 16 beats synchronized with Kyutai DSM speech.

lecture.pylecture_ir.json1080p60.mp4
Enterprise-ready

Security and control, built in.

From day one your data is encrypted, access-controlled and audited. Enterprise teams get SSO, data residency and a dedicated success manager.

SOC 2 Type IIGDPRISO 27001HIPAA
Read our architecture overview

SSO & SAML

One-click sign-in with Okta, Google, Azure AD and any SAML provider.

Role-based access

Granular roles and permissions so people see only what they should.

Encrypted end to end

AES-256 at rest, TLS 1.3 in transit. Your keys, your data.

Audit logs

Every action recorded and exportable for compliance reviews.

Integrations

Works with your stack.

Connect the tools your team already lives in. New integrations ship every month — and the REST API covers the rest.

Google Drive
Slack
Notion
GitHub
Gmail
Dropbox
Stripe
Intercom
Linear
Figma
Loom
Microsoft 365
Browse all integrations
Case study
AOS transformed how we create university-level physics and calculus animations. Visualizing complex differential equations used to take our animator weeks — now we produce verified, synchronized videos before each class.

Dr. Julian Vance

Director of Digital Pedagogy · Cambridge STEM Lab

−92%
production turnaround time
60 FPS
native render quality
100%
LaTeX formula accuracy

Loved by educators

Teach visually at 60 frames per second.

Creating 3Blue1Brown-quality linear algebra animations used to take 20 hours of manual Manim coding per lecture. AOS drafts the scenes, LaTeX formulas, and synchronized narration in under five minutes.

Dr. Elena Rostova

Associate Professor of Mathematics · State University

The beat-synchronized voiceover with Kyutai DSM word timestamps is unreal. No more wasting weekends manually nudging audio waveforms in Premiere to line up with mathematical transitions.

Marcus Chen

STEM Creator & Animator · VisualMath Studio

The self-correcting validation and repair loop makes sure our LaTeX equations and SceneObjects compile cleanly in Docker every time without animation glitches.

Sarah Jenkins

Curriculum Lead · Open STEM Initiative

Why teams choose us

The difference is the grounding.

CapabilityaosManual Manim ScriptingSlide Decks / Screencasts
AI Pedagogical Planning & Outlines
Automated Manim Scene Synthesis
Word-Aligned Voiceover (Kyutai DSM)
3Blue1Brown-Grade Vector Visuals
Autonomous Schema Repair & Linting
Fast Dockerized Container Rendering
Interactive Manim Slides Export
Self-Hosted & Local Model Support
Pricing

Transparent compute built for scale.

Run locally for free with Ollama, or scale cloud GPU rendering on demand.

8 creators
Most Popular
$152
/mo

$19 / creator / month · billed monthly · cancel anytime

For educators and creators generating high-res videos.

  • Cloud GPU accelerated rendering
  • Kyutai DSM studio-quality voices
  • 1080p & 4K 60fps video exports
  • Interactive Manim Slides generation

FAQ

Frequently asked.

Hardware-accelerated rendering
60 FPS

Bring your mathematical ideas to life in minutes.

Generate your first Manim video today. Open-source friendly, no credit card required.

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