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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

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Yuanchen Gao

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#artificial intelligence Preprint Sep 2026

SRE-Marathon: A Continuous, Change-Driven Benchmark for Autonomous Site Reliability Agents

Benchmarks for site reliability engineering (SRE) agents are typically episodic: one fault is injected, the agent receives an incident task, and its response is scored. Production operation is not. Incidents surface through noisy alerts, overlap in time, and often originate from code or configuration changes. We presen...

Yi-Fang Tian, Ying-Jian Bai, Yi-Feng He et al. · 0 citations
Preprint Aug 2026

ORCA: Observability-Grounded Program Repair for Microservice Incidents

Results show that operational telemetry can be transformed from diagnostic evidence into actionable repair context: paired telemetry supports repair-oriented localization, while repair graph agents convert localized code and configuration evidence into constrained patch-generation context for the LLM.

Yuan-Chen Gao, Yi-Fang Tian, Yi-Ran Li et al. · 1 citation

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