#Observability

An inference benchmark is not a race to print the largest tokens-per-second number. It is an experiment that asks whether a versioned system can sustain a stated workload while enough requests meet explicit latency and reliability objectives. Without the workload, arrival process, cache state, de...

An AI system can return a polished answer while failing at retrieval, using stale evidence, calling the wrong tool, or changing the wrong record. If the team evaluates only the final prose, those failures collapse into one vague score. If the team logs everything without a measurement plan, it ge...