← ClaudeAtlas

coordinated-omissionlisted

Coordinated omission in depth: response-coupled sampling, open/closed/semi-open workload models, scheduled-versus-actual clocks, generator saturation, correction at recording time versus at generation time, HdrHistogram's recordValueWithExpectedInterval semantics, what wrk2, k6, Gatling, JMeter and Locust each actually do, and the effect on capacity numbers. Use when a load test's p99 is far better than production's for the same endpoint, when a generator misses its planned schedule, when someone proposes applying recordValueWithExpectedInterval to open-loop data, when a latency dashboard improves as a system saturates, or when a benchmark's numbers are about to become an SLO. Does not cover the introductory treatment or the general statistics of latency (latency-statistics), or designing the load test as a whole (load-testing).
robsonkades/agent-skills · ★ 2 · AI & Automation · score 68
Install: claude install-skill robsonkades/agent-skills
# Coordinated Omission ## Purpose Establish whether a set of latency numbers is missing the samples that would have carried its tail, and what to do about it. The failure this skill prevents is the SLO signed against a load test whose p99 was structurally incapable of seeing the queue: the generator stopped issuing requests exactly while the system was slow, so the worst moments produced one sample instead of fifty. The mechanism is precise: the measured system delays or suppresses future observations that the target arrival process would have generated. The resulting sample is conditioned on the system being responsive. A 500 ms completed request may still be recorded as 500 ms, while scheduled arrivals during it are absent, delayed, or timed from their eventual send rather than their due time. The distortion can therefore affect sample density, offered load, queue state and the clock used for each value. Counts are necessary evidence, but they do not identify the cause alone. ## Workflow Start with the claim being assessed and reuse matching schedules, traces, counters and tool configuration. A question about an already-valid closed experiment may need only a scoped explanation; run the audit or a new experiment only when missing evidence could change the decision. Keep a representative existing workload model rather than forcing open arrivals. 1. **Establish the generation model explicitly** — closed-loop, open-loop, or semi-open. Whatever it is, it must be a deci