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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Zhirong Chen

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Book Open access Sep 2026

Scaling Sequence Learning under Production Latency Constraints

Capturing complex user behavior patterns has been shown to be valuable for prediction models in ads ranking. However, scaling user history modeling in online ranking is constrained by inference cost. While complexity can be offloaded to upstream models, transfer efficiency to the online model is limited, making it impo...

Zhi-Rong Chen, Howard Cheng, Allen Lin et al. · 0 citations
Jul 2026

CLOSER-Bench: Evaluating Budgeted Cross-Stage Design Closure for Hardware Agents

CLOSER-Bench is introduced, a controlled evaluation protocol for budgeted cross-stage design closure and a ten-task pilot spanning RTL repair, mutation-based verification, coverage, PPA optimization, design-space exploration, cross-model debugging, and security establishes the executable harness.

Peilong Zhou, Zhirong Chen, Cangyuan Li et al. · 0 citations

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