AIOps
What AIOps alert correlation can hide
Evaluate AIOps grouping by detection coverage, investigation effort, and recoverable mistakes, not alert reduction alone.
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AIOps
NetApp and NVIDIA: evaluate the storage path behind AI workloads
Read validated architectures as a starting point for workload, recovery, and support testing, not a promise of automatic reliability.
AIOps
Variational autoencoders: the model and its anomaly-detection limits
Understand the encoder, latent distribution, training objective, and why reconstruction error is evidence to evaluate rather than a diagnosis.
How-To
Metrics for observability: choose the question before the chart
Counters, gauges, and distributions answer different questions. Build metrics that preserve scope, denominators, and the evidence behind an incident.
AIOps
Ethical leadership in AIOps starts with operational decisions
Make AI-assisted routing and remediation accountable through visible evidence, meaningful overrides, and review of who bears the errors.
How-To
Design an on-call rotation people can actually support
Define coverage, escalation, training, and recovery time before assigning the calendar. Review workload as well as shift counts.
Leadership & Culture
The reliability decisions an SRE leader must make
Give teams clear service ownership, decision authority, and capacity to act on reliability evidence before the next incident.
AIOps
Observability With AIOps: A Practical Evaluation Guide
Use AIOps to connect operational evidence, then test whether it improves investigation without hiding missing signals or unsupported conclusions.
How-To
Read a distributed trace without mistaking it for the whole system
Understand spans, parent-child relationships, retries, and missing evidence so traces support a careful diagnosis.
How-To
Read Google’s free SRE books with an operational question in mind
Use the free SRE books as references for a concrete service problem, then adapt and test the practices against your own constraints.
News
GPT-6 Sol and Luna change the agent cost calculation
Lower model prices and new caching controls make agent pilots cheaper to run. Measure accepted work before expanding the workload.
News
Claude’s Chrome transcripts enter the enterprise audit trail
Anthropic has added Chrome-session transcripts to its Compliance API beta. Responders gain another evidence source, with important gaps to understand.