Pharma 4.0 Bio-Twin console featuring real-time IIoT simulation, MSPC latent soft sensors (PCA), deterministic Groq LLM diagnostic agent loops, and automated 5-minute/instant interrupt SMTP email notification alerting pipelines.
principal-component-analysis smtp-client anomaly-detection statistical-process-control digital-twin cron-scheduler groq soft-sensor streamlit real-time-notification automated-alerts manufacturing-intelligence agentic-ai pydantic-validation gxp-compliance bioprocess-engineering ploltly pharma-4-0 iiot-analytics
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Updated
Nov 3, 2026 - Python