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The Slow Lane: Latency Engineering When Your AI Endpoint Is Free

Free model access solves the cost problem and creates a latency problem, and most teams measure the wrong number. My position is direct: the p95 of…

aiperformancelatencywebdev
Dev.to Aug 24, 2026, 20:42 UTC
EN

Your agent's p99 is a different animal

Originally published on Loop & Retry — field notes on building LLM agents that survive production. The demo felt instant. The agent answered in…

latencyperformancereliabilitytail
Dev.to Aug 23, 2026, 15:44 UTC
EN

Best-of-N is prepaid retries: the cost math of racing parallel attempts

Originally published on Loop & Retry — field notes on building LLM agents that survive production. Here's the pitch for best-of-N: instead of tr…

retriescostlatencyfailuremodes
Dev.to Aug 9, 2026, 15:50 UTC
EN

Your token bill is the cheap part: dimensioning the real cost of an agent

Originally published on Loop & Retry — field notes on building LLM agents that survive production. The token bill is the cost you can see, becau…

costlatencytokensoperations
Dev.to Aug 9, 2026, 10:00 UTC
EN

How I tried to write an article about slow Chinese LLMs

Recently, I've added a bunch of hype-monsters to my AI Werewolf : Kimi K3 Qwen 3.8 Max, Qwen 3.7 Plus, Qwen 3.7 Flash MiniMax M3 Plus the ones I've…

aillmbenchmarkslatency
Dev.to Aug 6, 2026, 15:48 UTC

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