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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

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

OpenReliOps is presented, a self-healing control architecture that treats an open-weight model as a replaceable reasoning component inside an evidence-grounded and policy-bounded reliability loop and is positioned as a falsifiable methodological contribution.

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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