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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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Pavani Priya Vyshnavi Nandanavanam

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Open access Sep 2026

RACER: Remediation Assurance Contracts for Evidence-Gated, Risk-Bounded Autonomous Recovery in Cloud Systems

AI agents can diagnose cloud incidents, synthesize operational commands, and invoke state-changing APIs, but a plausible remediation is not necessarily safe to execute. This study presents RACER, a runtime-assurance mechanism that treats every AI-generated repair as an untrusted proposal until it is bound to a machine-...

Prudvi Saisaran Ponduru, Pavani Priya Vyshnavi Nandanavanam, Sai Kesav Kumar Ponduru · 0 citations

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