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Posted on • Originally published at v100.ai

Inside Our AI Auto-Editing Engine: From Raw Footage to Viral Clips

Originally published at v100.ai


At V100, we build AI video infrastructure entirely in Rust. 20 microservices. 0.01ms server processing. 220,000+ requests per second. Post-quantum encryption on every call.

This post is a deep dive into our architecture and the engineering decisions behind it.


Why Rust for Video Infrastructure?

Video infrastructure has unique constraints that make Rust the ideal choice:

  • Zero GC pauses — Real-time video processing can't tolerate garbage collection stops
  • Memory safety — Buffer overflows in media pipelines are a security nightmare
  • Performance — Our gateway processes requests in 10 microseconds, not 10 milliseconds
  • Small binaries — Our meeting signaling server is a 2MB binary serving WebRTC at scale

Our Stack

Component Technology
Web Framework Axum + Tokio
Database PostgreSQL + TimescaleDB
Cache Redis + Cachee (in-process)
Media FFmpeg (sidecar)
Crypto ML-KEM-768 + ML-DSA-65 (post-quantum)
Infra Docker + AWS ECS Fargate

The Numbers

  • 20 Rust microservices — gateway, AI, transcription, video, conferencing, billing, broadcasting
  • 0.01ms server processing latency
  • 220K+ RPS sustained throughput
  • 263ns pipeline latency
  • 938 tests with zero failures
  • 40+ languages for real-time transcription
  • 7 platforms for social publishing (YouTube, TikTok, Instagram, LinkedIn, X, Facebook, Vimeo)

Key Services

  1. Gateway (Axum) — JWT auth, rate limiting, CSRF/SSRF protection
  2. AI Orchestration — Claude/Gemini proxy, streaming, compliance
  3. Transcription — Deepgram + Whisper, word-level timestamps, 40+ languages
  4. Meeting Signaling — WebRTC SDP/ICE, DashMap concurrency, 2MB binary
  5. v100-turn — Full broadcast platform: ABR, DRM, DVR, spatial audio, deepfake detection

Try It

V100 has a free tier — v100.ai/pricing

API docs at docs.v100.ai


Read the full technical deep-dive at v100.ai/blog/ai-auto-editing-engine-architecture

V100 is built by H33.ai — post-quantum security for production systems.

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