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A design guide for an incident assistant that handles duplicate events, partial failures, and reviewed AI summaries across tools.

April 6, 20254 min read

Build a view that answers who is affected, what changed, and where to investigate, then test its queries and missing-data behavior.

April 3, 20253 min read

A reusable prompt pattern for incident analysis, with checks for missing facts, unsafe recommendations, and unsupported certainty.

March 31, 20253 min read

Connect an SLO’s allowance to planning and release behavior, with explicit ownership, exceptions, and treatment of measurement gaps.

March 30, 20253 min read

Use directory purpose, mount boundaries, and read-only checks to investigate missing files, full disks, and unexpected runtime state.

March 28, 20254 min read

Design incident channels, bot actions, evidence links, and a fallback path that still works when the chat system is unavailable.

March 25, 20253 min read

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

March 24, 20253 min read

Translate customer symptoms into an owned investigation while preserving impact, uncertainty, and a useful communication loop.

March 22, 20253 min read

Use language-model assistance for evidence review, draft communication, and practice, with a clear boundary around production decisions.

March 20, 20253 min read

Choose representative traffic, define promotion criteria, and verify rollback compatibility before expanding a release.

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

Use consistent onset and discovery timestamps, include customer-reported incidents, and interpret the average with its sample and uncertainty.

October 4, 20234 min read