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The Vivado ML Edition delivers the breakthrough quality of results (QoR) improvements of up to 50% (average 10%) on complex designs, compared to the current Vivado HLx Edition. Advanced features and algorithms like ML-based logic optimization, congestion estimation, delay estimation, and intelligent design runs, help automate strategies to reduce timing closure iterations.