Articles
"Tutorial: Telecom Tower Monitoring and Safety"
Advanced multi-sensor edge pipeline for telecom towers featuring SNMP adapters, tower-climb safety rules, and MQTT integration to the NOC.
"Tutorial: Smart Building Energy Monitor"
Complete end-to-end tutorial for building a smart building energy monitor with Raspberry Pi 4, temperature/humidity sensors, and an energy meter using Pyvorin Edge.
"Tutorial: Predictive Maintenance with Vibration Analysis"
Build a vibration-based predictive maintenance pipeline on the edge using accelerometers, compiled anomaly detection hot-paths, and cost modelling.
"Tutorial: Precision Agriculture and Smart Irrigation"
Build a solar-powered precision agriculture station with soil moisture, temperature, and light sensors, weather API integration, and fleet-wide deployment.
"Tutorial: Cold Chain Monitoring for Pharmaceuticals"
Build a GDP-compliant cold chain monitor with privacy redaction, signed audit reports, and offline-capable cloud sync.
Testing Pyvorin Edge Pipelines
Unit testing with pytest, mocking adapters with SimulatorAdapter, property-based testing with Hypothesis, end-to-end integration tests, and CI/CD pipeline configuration for Pyvorin Edge.
Running EdgeAgent Under Systemd
A complete guide to systemd unit configuration for the Pyvorin Edge Agent, including restart policies, resource limits, graceful shutdown, and optional socket activation.
Secure Boot and Runtime Integrity
Raspberry Pi secure boot chain deep dive, signing kernel modules with pyv-edge-sign, runtime bundle verification, hardware attestation, and tamper detection for Pyvorin Edge deployments.
Pyvorin Edge Runtime Library Internals
Deep dive into the runtime shared objects, typed object model, inline caches, ABIContract ctypes binding, ModuleLoader.verify_signature, and ExplicitFallback.run_with_guard.
Production Deployment Checklist
A complete go-live checklist for Pyvorin Edge deployments covering hardware validation, security hardening, systemd setup, log rotation, SQLite backups, and monitoring alerts.
Pyvorin Edge Plugin Architecture
Build discoverable plugins with lifecycle hooks, register custom adapters, window functions, and action handlers, and configure everything from config.toml.
Over-the-Air Update System
Design and implement secure OTA updates for Pyvorin Edge using Ed25519 bundle signing, atomic symlink swaps, automatic rollback, and channel-based release management.