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When inference slows without obvious application errors, test physical constraints alongside queueing, workload changes, and software regressions.

February 10, 20264 min read

Test evidence retrieval, long-session consistency, tool boundaries, and cost before letting a model influence production changes.

February 6, 20264 min read

Connect on-call interruptions, specialist demand, and recovery work to a concrete capacity decision using an on-call workload worksheet.

January 29, 20265 min read

Turn reliability policy into a release decision with fresh evidence, limited exceptions, and a clear path to resuming normal changes.

January 27, 20264 min read

Read validated architectures as a starting point for workload, recovery, and support testing, not a promise of automatic reliability.

April 2, 20254 min read

Compare detection, correlation, investigation, and automation using your incidents, review costs, and failure paths.

March 24, 20253 min read

Understand where detection, correlation, forecasting, and language models can help, and the operational work each introduces.

March 18, 20253 min read

Understand the encoder, latent distribution, training objective, and why reconstruction error is evidence to evaluate rather than a diagnosis.

October 6, 20234 min read

Understand how GANs train and why synthetic data needs checks for coverage, constraints, privacy, and downstream usefulness.

October 5, 20234 min read

Connect an AIOps investment to a measurable workflow, its full operating cost, and the evidence needed to expand or stop the trial.

September 29, 20233 min read

Build a ticket-routing evaluation around real ownership, uncertain cases, and correction cost. Start with an honest baseline before adding a model.

September 28, 20233 min read