AgentWin

AgentWin streams and monitors data from edge devices in real time.

Overview

AgentWin was born out of our graduation project: we wanted to stream real-time edge data for CryptoPulse AI System, but time ran short. So we built AgentWin to bring that vision to life!

We then extended and open-sourced it as a local-first system that streams, monitors, and controls edge hardware in real time.

Problem

In our graduation project we tried to stream the data from edge devices in real time, but the time wasn't enough to make it happen before the deadline. That's why we built AgentWin!

Solution

To solve this, we've built AgentWin to stream and monitor data in real time, and we've extended and open-sourced it as a local-first system with multi-device support, live dashboards, hardware controls, simulation, and AI-assisted explanations.

Technologies

Agentwin project poster showing system methodology, digital twin architecture, and MVP capabilities — Operational Digital Twin Platform architecture, methodology, and MVP capabilities.

AgentWin Digital Twin data-flow topology and Win AI Assistant panel — Live Digital Twin data-flow graph paired with the project-scoped Win AI Assistant.

AgentWin live telemetry charts for RF detector voltage, rolling statistics, jamming probability, and model state — Real-time sensor telemetry, rolling statistics, jamming probability, and model state distribution.