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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

M. Madhav

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2 papers indexed here

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Preprint Aug 2026

PANEM: A Heuristic Latency Model

PANEM is presented, a lightweight event-driven heuristic model that has guided four generations of commercial server-core development at Ampere Computing and shows that a calibrated, contention-aware abstraction can deliver practical predictive value for industrial design-space exploration at simulation costs similar t...

Lucas Crowthers, M. Madhav · 1 citation
Preprint Aug 2026

Adaptation Fidelity of SPEC CPU2026

Standardized benchmarks are often criticized for not being"real workloads,"but this critique is rarely backed by data. This paper provides the first systematic, quantitative analysis of the"fidelity gap"between the SPEC CPU2026 suite and its original, upstream open-source counterparts. We compile both the SPEC benchmar...

Doa'a Al-Otoom, M. Madhav · 0 citations

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