arXiv AI
The Abstention Protocol: RCA for Clos Fabrics
Read the original on arXiv AI →The Flow has not summarised this story yet — read it at arXiv AI.
Related stories
arXiv Machine Learning
Aug 4
CENTILE: A Telemetry Foundation Model Evaluated by the Decisions It Drives
arXiv:2608. 01725v1 Announce Type: cross Abstract: Modern computing and networking infrastructure emits telemetry continuously, yet operators convert it into decisions with a separate predictor per task, entity, and horizon.
arXiv AI
Sep 15
Safety Signals to Verify NetOps Agents with Action-Level Granularity
arXiv:2609.14422v1 Announce Type: new Abstract: Agentic Network Operations (NetOps) are an emerging paradigm promising to enable workload-aware, self-adjustable, and reliable autonomous networks. Whi...
arXiv AI
Aug 18
Agent-Native Telemetry: Verifiable State-Delta Evidence for Autonomous Operations
arXiv:2608. 16178v1 Announce Type: cross Abstract: Operational telemetry is predominantly engineered for human reading: systems repeatedly serialize verbose prose, static keys, and redundant context across billions of log lines.
arXiv AI
Aug 3
SREGym: A Live Benchmark for AI SRE Agents with High-Fidelity Failure Scenarios
arXiv:2605. 07161v3 Announce Type: replace Abstract: AI agents are increasingly used to diagnose and mitigate failures in production systems, known as agentic Site Reliability Engineering (SRE).
arXiv Machine Learning
Jul 21
ClouDens: Operational Context-Aware Anomaly Detection for Large-scale Cloud System Monitoring
arXiv:2607. 18127v1 Announce Type: cross Abstract: With the rapid growth of cloud computing infrastructures in scale and complexity, network monitoring for Large-scale Cloud Systems (LCSs) has become increasingly challenging, requiring automated and reliable anomaly detection to maintain service availability.
arXiv AI
Jun 6
DAST: A VLM-LLM Framework for Cross-Interface Anomaly Detection in O-RAN
arXiv:2606. 06261v1 Announce Type: cross Abstract: O-RAN enables a disaggregated baseband stack with programmable functions that communicate over standardized open interfaces.