SERPENTINE PIPELINE ROADMAP

The ClipHype Pipeline Journey

Follow the winding path of stream ingestion, AI transcription, LLM scoring, and 2K hardware rendering.

STAGE 01STREAM INGESTION
8h VOD in 45s

Multi-Signal Audio & Chat Velocity Radar

Scans hours of stream VODs in seconds. Cross-correlates audio excitement, crowd reactions, and chat message surges to discover high-retention spikes automatically.

Multi-Signal Audio & Chat Velocity Radar
3,610 Telemetry Points
STAGE 02GPU TRANSCRIPTION
99.4% Word Sync

Faster-Whisper Word-Level Kinetic Subtitles

Generates millisecond-accurate word boundaries using local GPU CUDA acceleration. Automatically burns high-converting kinetic subtitles with zero manual typing.

Faster-Whisper Word-Level Kinetic Subtitles
CUDA Faster-Whisper
STAGE 03LLM VIRALITY
Auto 1-10 Virality Scoring

Echo AI Virality Brain & Boundary Tuning

Deeply analyzes transcript dialogue, comedic punchlines, and narrative tension. Tightens clip boundaries and rates virality from 1 to 10 for maximum hook payoff.

Echo AI Virality Brain & Boundary Tuning
Echo LLM Scoring
STAGE 04DYNAMIC FRAMING
Zero Manual Keyframes

Auto 9:16 Facecam Tracking & Speaker Framing

Identifies the streamer's webcam crop box and tracks speakers in real-time. Dynamically composes 9:16 split or centered short layouts without manual keyframing.

Auto 9:16 Facecam Tracking & Speaker Framing
Auto Face Tracking
STAGE 05HARDWARE EXPORT
1440×2560 QHD Output

2K 60FPS NVENC Hardware Encoding

Renders crisp 1440×2560 vertical shorts in seconds using your NVIDIA GPU's dedicated hardware encoder, bypassing cloud queues for instant export.

2K 60FPS NVENC Hardware Encoding
NVENC 60FPS Export