Technology

Deep dive into the architecture and capabilities that power NEXUS OS.

Bio-Inspired Architecture

Swarm Intelligence

Not analytics — a distributed system that thinks collectively. Inspired by how ant colonies coordinate without a leader.

xyOPTIONAL HUB(OPTIONAL)R1R2R3R4E1E2E3E4E5E6E7E8SIGNAL TYPESP2P DATAPHEROMONEALERTRELAYPheromone DecayI(t) = I₀e-t/τMESH TOPOLOGYNodes:12Links:34

Digital Pheromones

8 channels per vertical: activity, coverage, alert, saturation, interest, presence, environment, danger. Decay rates adapt to context.

Entropy-Driven Decisions

Each zone has measurable uncertainty. The swarm focuses resources where entropy is highest — no static rules.

Pure P2P Architecture

No mandatory hub, no cloud, no single point of failure. Each node is a peer connected via Zenoh.

Computer Vision

See. Enrich. Understand.

30+ neural network models running entirely on-device.

LEVEL 1

Detection

YOLOv11 + ByteTrack

  • Object Detection
  • Person Tracking
  • Real-time

543 FPS

On Edge Device

LEVEL 2

Enrichment

ViTPose + ArcFace

  • Face 99.7% LFW
  • Pose +25% vs YOLO
  • Depth Anything V2

440 FPS

On Edge Device

LEVEL 3

Identity

OSNet ReID + CLIP

  • 94.4% mAP ReID
  • Zero-shot CLIP
  • Open Vocabulary

5191 FPS

On Edge Device

98 model combos. All run at 30+ FPS on RPi5.

Natural Language

Talk to Your Space

Semantic search with RAG. Find objects never explicitly trained.

Query

"Person with red backpack yesterday 3 PM"

NEXUS Response

1 match found: Main Lobby [15:02]

Subject ID match 98%

Open Learning

Describe what you seek. CLIP + SigLIP2 embeddings find it.

Response <100ms

Vector Search Index

nexus-embed-store(HNSW Index)
nexus-rag-query(<100ms)
Nano + Open Learning(Zero-Shot)
nexus-clip-security(CLIP)

CLIP ResNet-50x4 at 117 FPS on Hailo-8L

Hardware Agnostic

No Vendor Lock-in

Any standard RTSP camera becomes a swarm sensor. Edge nodes on commodity hardware.

RTSP CAMERAS

Any IP camera integrates

No Lock-in

EDGE AI

RPi5 + Hailo-10H / 40 TOPS

~$150 USD

GPU OPTIONAL

NVIDIA for heavy models

Analytics Peer

Ready to Get Started?

First swarm intelligence platform deployed in Latin America