1. Failure Thinking advanced

    Between August and early September 2025 three separate infrastructure bugs degraded Claude's output quality - one affected 16% of Sonnet 4 requests in the worst hour of 31 August - while error rates and latency stayed normal. What class of failure is this, and what would you have had to build beforehand to notice it?

    2 min answer anthropicsilent-failuredetectionquality-regression
  2. Failure Thinking advanced

    Roblox's published account of its October 2021 outage - 73 hours from 28 to 31 October - says the difficulty of diagnosing two primarily unrelated problems buried deep in its Consul implementation was largely responsible for the length. Write-ups of that postmortem describe the remediation order: a node replaced on a degraded-hardware theory, then the whole cluster doubled from 64 to 128 cores with faster storage on a traffic theory, then a restore from an earlier healthy snapshot, then a return to 64-core hosts. What did that sequence assume, and what should change once the second remediation fails?

    3 min answer robloxconsulincidenthypothesis
  3. Failure Thinking advanced

    What does it mean to design by thinking about failure first, and what does that produce that requirement-driven design does not?

    2 min answer credfailure-modesdesignpremortem
  4. Failure Thinking advanced

    What does it mean to think in failure modes as a habit rather than as a checklist item, and which questions consistently produce findings?

    3 min answer failure-modesdesign-reviewresiliencequestions
  5. Failure Thinking advanced

    What questions characterise failure thinking, and which are most often skipped in design reviews?

    2 min answer failure-thinkingreviewdependenciesdegradation