AIOps
When agents can change production
Define the action, contain its scope, and verify what changed at the destination.
Search articles
Search titles and article text.
How-To
Connect the signals with OpenTelemetry
Use instrumentation and context propagation to connect the evidence in an investigation.
AIOps
GPU capacity depends on power and cooling
When inference slows without obvious application errors, test physical constraints alongside queueing, workload changes, and software regressions.
AIOps
Evaluate Claude Opus 4.6 for operational work
Test evidence retrieval, long-session consistency, tool boundaries, and cost before letting a model influence production changes.
AIOps
Sustainable on-call: make workload relief change the plan
Connect on-call interruptions, specialist demand, and recovery work to a concrete capacity decision using an on-call workload worksheet.
AIOps
Release gates that hold up under incident pressure
Turn reliability policy into a release decision with fresh evidence, limited exceptions, and a clear path to resuming normal changes.
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.
SRE
Error-budget policy: agree on the decision before the outage
Connect an SLO’s allowance to planning and release behavior, with explicit ownership, exceptions, and treatment of measurement gaps.
SRE
Error-budget template: calculations and release-policy fields
Adapt a complete SLO record, worked budget examples, and an exception log without confusing bad requests with minutes of downtime.
How-To
Linux performance tuning starts with a bottleneck
Measure a representative workload, identify the limiting resource, and test one reversible change instead of applying a universal sysctl recipe.
AIOps
Evaluate AIOps tools with the work your responders actually do
Compare detection, correlation, investigation, and automation using your incidents, review costs, and failure paths.
How-To
Alert trust: decide which signals earn an interruption
Decide which alerts earn an interruption using urgency, reachable authority, coverage evidence, and a practical alert acceptance record.