Ingestion · Stage 1

Oracle

The Empath. Every emotion detected. Every moment captured.

Oracle is the first agent your content meets. She transcribes every word with word-level accuracy, maps emotion across audio and visual signals, identifies scene cuts, and extracts key entities — delivering a structured payload that every downstream agent depends on.

Meet the Full Team View Cascade

What I Do

Understanding Content at Its Deepest Level

Before Cascade can transform content, it has to understand it. Oracle handles that entirely. She processes raw video and audio through transcription, emotion classification, scene segmentation, and entity extraction — producing a rich JSON payload that captures not just what was said, but how it felt.

Capabilities

Transcription via WhisperX (word-level timestamps, speaker diarization) or Deepgram Nova-3
Emotion detection using CNN/RNN pipelines or Wav2Vec 2.0 fine-tuned models
Scene segmentation with PySceneDetect and FFmpeg
Entity and topic extraction via spaCy v3 with transformer-backed pipelines
Multimodal keyframe analysis with GPT-4o Vision for scene descriptions

Tech Stack

WhisperX

Word-level transcription with built-in speaker diarization

Deepgram Nova-3

36% more accurate, 5x faster than vanilla Whisper for production APIs

FFmpeg

Video normalization, keyframe extraction, and format handling

Meet the Team

Full Team