07Why does p99 TTFT shoot up once utilization passes about 70%? Model it as a queue, then say where that model is wrong for a batching engine.▼hardNewOpenAIAnthropicPerplexity○ sign inThe 70% rule of thumb falls out of one formula once you plug in a prefill time and a p99 target. The answer derives it, shows how prompt-length variance moves it to 50%, and lists the four ways an LLM engine breaks the textbook queue.Open full answer →
10p99 TPOT spikes every few seconds in a regular pattern while p50 stays flat. Find the cause.▼hardNewOpenAIAnthropicPerplexity○ sign inA regular period is a clue most candidates throw away. The answer turns it into a ranked list of periodic sources, shows why a few slow steps out of hundreds own the p99, and names the one correlation that separates the top two.Open full answer →
12After turning on speculative decoding, p50 latency improved and p99 got worse. Explain it, and decide what to ship.▼expertNewOpenAIAnthropicGoogle DeepMind◆ premiumThe speedup formula has two inputs that vary per request and per moment, and the tail lives where both are bad. The answer computes when speculation turns into a slowdown, shows which requests own the p99, and picks a policy instead of an on/off switch.Open full answer →