coreason-signal

The Edge Intelligence Gateway for the CoReason Ecosystem.

coreason-signal transforms laboratory instruments from passive data loggers into active participants. It acts as the "nervous system" of the Self-Driving Lab, bridging the gap between cloud-based reasoning and physical hardware.

Features

• Edge Agentic AI (Micro-Cortex): Deploys Micro-LLMs locally to parse error logs, query local SOPs via RAG, and trigger autonomous recovery actions (e.g., retrying failed aspirations).
• Soft Sensing (Virtual Metrology): Uses Physics-Informed Neural Networks (PINNs) to infer invisible biological states (like cell viability) from real-time physical sensor data.
• Protocol Polyglot: Natively supports SiLA 2 (Standard in Lab Automation) while wrapping legacy serial and analog instruments (via Computer Vision) into clean microservices.
• Live Digital Twin: Syncs physical state to the CoReason Knowledge Graph with sub-second latency using delta updates.
• High-Throughput Streaming: Leverages Apache Arrow Flight for efficient transmission of high-frequency waveform data.
• Management Control Plane: A RESTful API (FastAPI) for remote status monitoring, soft sensor configuration, and manual reflex triggering.

For detailed requirements and architecture, see Product Requirements.

Installation

pip install coreason-signal

Usage

See the full Usage Guide for details on the REST API and CLI.

To start the Edge Intelligence Gateway:

poetry run start serve

This launches the service, including the SiLA 2 Server, Arrow Flight Stream, and the Management API on port 8000.

License

This project is licensed under the Prosperity Public License 3.0. See LICENSE for details.