AOI: Turning Failed Trajectories into Training Signals for Autonomous Cloud Diagnosis

arXiv:2603.03378 · cs.LG, cs.AI · Submitted 2026-03-03 · Read on arXiv

cs.LG, cs.AI

Submitted: 2026-03-03

Updated: 2026-10-16

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• GRPO — 2× in this paper · explained in 6 episodes
• Autonomous Operations Intelligence — 1× in this paper
• Benchmark — 1× in this paper · explained in 2 episodes
• Data Augmentation — 1× in this paper · explained in 7 episodes
• Group Relative Policy Optimization — 1× in this paper
• Group Relative Policy Optimization (GRPO) — 1× in this paper · explained in 6 episodes
• Large Language Model (LLM) — 1× in this paper · explained in 3 episodes
• Multi-Agent Framework — 1× in this paper · explained in 3 episodes

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