TechnologySemantic log parsing, contextual root-cause reasoning, fault-chain reconstruction, and policy-based remediation planning.proposed research framework with experimental evaluation on a cloud platform log dataset; no production deployment evidence in the source.

LLM-ID intelligent log processing and autonomous debugging for cloud AI platforms

The system reads messy cloud system logs, groups similar events, reasons about what likely went wrong, and suggests or plans recovery actions automatically.

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Part of Application

ITSM and Cloud Operations Collaboration Automation

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Source

https://arxiv.org/abs/2506.17900v1