Articles
Advanced Pipeline Patterns in Pyvorin Edge
Design multi-stage pipelines, implement fan-out/fan-in, build custom window functions like EWMA and percentile, and tune backpressure for production edge workloads.
Troubleshooting Installation
Common installation problems, their root causes, and step-by-step solutions with commands.
LicenseValidator API Reference
Complete reference for LicenseValidator, LicenseInfo, LicenseStatus, DevModeValidator, environment variables, local vs remote validation, and trust anchor integration.
Five-Minute Tour
A narrative walkthrough from installation to live data, rules, and events in five minutes.
Custom Cloud Endpoints
Building custom cloud receivers for Pyvorin Edge: expected JSON payload format, Bearer token authentication, batch schema, and webhook handler examples in Flask and FastAPI.
AWS and Azure Integration
Bridging Pyvorin Edge to AWS IoT Greengrass and Azure IoT Hub, MQTT bridge setup, cost comparison of raw versus filtered egress, and savings calculation examples in GBP.
Window Aggregation — Rolling, Tumbling, and Custom Functions
Configure sliding, tumbling, and session windows. Compute mean, max, min, sum, count, and stddev with real code examples.
What Is Pyvorin Edge?
An introduction to Pyvorin Edge, the problems it solves, and the core concepts every beginner needs to understand.
Understanding the EdgeAgent
A deep dive into the EdgeAgent class, its lifecycle, threads, health endpoint, ingest adapters, buffers, and cloud queue.
Ed25519 Trust Anchors
How trust_on_first_use() and load_trust_anchor() establish device identity, public key storage formats, migrating legacy anchors, key rotation, and the trust model for Pyvorin Edge bundles.
Edge System Requirements
Hardware, software, and network requirements for running Pyvorin Edge on ARM64 gateways.
SimulatorAdapter — Synthetic Data for Real Testing
Configure the SimulatorAdapter, model noise and drift, inject anomalies, and run scenario-based simulations before touching hardware.