The Problem
Sending sensitive data to the cloud exposes you to breaches, regulatory risk, and vendor lock-in. But small edge models lack the reasoning power for complex, real-world decisions.
Healthcare providers can't risk patient data in the cloud. Retailers need intelligence at the shelf. Construction sites demand sub-second safety responses. None of them can afford a monolithic always-on model burning 1,000W 24/7.
How Pylon Works
Intelligence is coordination, not scale. Pylon orchestrates many small, specialised expert models through hierarchical planning — activating only what each event requires.
Lightweight sensors (YOLOv8-Nano, rule-based scanners) watch for events at 10–20W. Only anomalies proceed.
First-line filter powered by a shared 7B LLM. Decides in <80ms whether an event is significant enough to wake the planner.
Wakes on demand. Deep analysis with LangGraph multi-step orchestration. Selects which specialist models to call, in what order.
Dormant specialist models (moondream, ArcFace, BERT) activated only when called. Each is best-in-class for its domain.
Converts high-level plans into concrete actions — alerts, API calls, signage triggers — with exponential-backoff retry.
Use Cases
Core Principles
Dual-signature verification on all model calls via MCP (JSON-RPC 2.0). No unverified tool can be invoked by the kernel. Role-based access control throughout.
Video, biometrics, and sensor data never leave your premises. Edge-native architecture means GDPR, HIPAA, and sovereign data compliance by default — not by policy.
No central AI cloud. Each deployment is a self-contained, independent node. The plugin architecture means new capabilities are added without touching core infrastructure.
You own the models, the data, and the infrastructure. Swappable via config — any GGUF-compatible model can replace the kernel LLM without code changes.
From the Blog
Most edge AI systems waste 70–90% of compute on always-on models. Learn how Pylon's selective activation cuts energy use by 80% for privacy-first Physical AI at the edge.
How Pylon's hierarchical edge AI framework enables sovereign, privacy-first Physical AI — secure intelligence on hardware you control, no cloud required.
