A Xeta AI Engine · Coming Q1 2027

LUMINA

The algorithmic canvas for high-fidelity media distribution and neural content curation.

Vector EmbeddingsVision TransformerPyTorch BackendZero Engagement Bait

The Media Paradigm

Text is cheap. Media is brutally expensive. Building a visual-first network presents one core challenge: how do you serve terabytes of 4K content to 3G users without buffering, while maintaining aesthetic fidelity? Lumina is Xeta's answer to distributed media scaling and algorithmic curation that doesn't manipulate.

Edge Media Pipeline

  • Client-side Web Workers — EXIF strip before upload
  • AVIF/WebP encoding — 50% smaller than JPEG, zero quality loss
  • CDN nodes in 100+ countries — sub-10ms TTFB globally

Neural Recommendation

  • Vision Transformer — every image converted to vector embedding
  • Cosine similarity search via Pinecone/Milvus vector DB
  • Feed generated from mathematical distance, not engagement bait

Virtualised Feed

  • React virtualisation — only 5 DOM nodes rendered at once
  • Masonry grid with recycled DOM nodes as you scroll
  • Prevents memory leaks even with 1000+ queued posts