Deploying self-correcting agentic AI frameworks, autonomous line balancing engines, and enterprise MLOps architectures built for complex manufacturing and supply chain ecosystems.
Continuous statistical drift watch monitoring input distributions.
Automated pipeline execution upon performance SLA drops.
Canary verification of candidate models against live production telemetry.
SHAP/LIME decision auditability logs for full regulatory compliance.