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.
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AIOps
What AIOps changes in the SRE workflow
Understand where detection, correlation, forecasting, and language models can help, and the operational work each introduces.
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.
AIOps
Generative adversarial networks: realism is not operational validity
Understand how GANs train and why synthetic data needs checks for coverage, constraints, privacy, and downstream usefulness.
SRE
Apply KISS to the configurations your responders must understand
Use operational state, visible defaults, and reversible transitions to evaluate complexity without discarding necessary capabilities.
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.
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
Claude adds on-demand compaction for long-running agents
The Messages API can now summarize conversation history when an application chooses. SRE teams should test which operational constraints survive.
News
Splunk agent observability: follow the work, then the bill
Splunk’s September release connects agent evaluation and cost monitoring. The useful test is whether a responder can trace spending back to an outcome.
News
Kubernetes Memory QoS: what AI inference teams should test
Memory QoS reaches beta in Kubernetes 1.37. For AI inference teams, the rollout question is how host-memory policy affects serving latency and neighboring workers.
Technology Overviews
Supervising coding agents with Herdr
Check agent status, terminal persistence, and recovery before adopting Herdr.
AIOps
When agents can change production
Define the action, contain its scope, and verify what changed at the destination.