Datadog trained its operations and maintenance (O&M) AI using Zhipu AI’s GLM model: The AI resolved 80 out of 90 fault evaluation cases, tying with GPT-6 Astra in score.
1 hours ago
Insight Beating AI Flash News: U.S. monitoring software firm Datadog has launched its first dedicated operations and maintenance (O&M) model, Scout 1.0, built on Zhipu AI’s open-source GLM-5.3 Flash. Designed specifically for troubleshooting online system failures, Scout can query logs, monitoring metrics, and service call traces to gradually identify root causes of issues. Datadog built a simulation environment using real incident and monitoring data, then trained the model via reinforcement learning to eliminate false clues and support diagnostic conclusions with evidence. In 90 fault-troubleshooting tasks from public benchmark SREGym, Datadog’s self-test of Scout’s highest inference tier completed 80 diagnostic and repair tasks, tying with GPT-6 Astra xhigh and only 2 tasks fewer than GPT-6.1 Sol xhigh. The original GLM-5.3 Flash finished 66 tasks. In Datadog’s internal AlertEval evaluation, Scout’s mid-tier diagnostic quality is close to GPT-6.1 Sol high and Claude Opus 5.5 high, with an estimated inference cost 3 to 8 times lower. Compared to GPT-6 Astra medium, the cost is roughly 19 times lower. Scout has been integrated into Datadog’s Bits Investigation and is currently available in a closed preview to a small number of customers. At this stage, it mainly focuses on identifying fault causes and proposing recovery suggestions; automatic repair remains a future R&D goal.
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