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Machine learning models predict routing congestion, which helps optimize place and route subsystems.

Knowledge-driven automation techniques streamline design verification and minimize retest, while enhancing design and quality.

Incremental learning enables automation systems to ingest new data and improve performance of cognitive models / behavior of chatbots.