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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Sai Kesav Kumar Ponduru

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Open access Aug 2026

OpenReliOps: A Safety-Constrained Architecture for Autonomous Reliability in Open-Weight Model Services

Open-weight language models enable private deployment, local adaptation, and independent audit, but they also transfer responsibility for model artifacts, inference infrastructure, telemetry, security, and generated actions to the deploying organization. This paper presents OpenReliOps, a self-healing control architect...

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