By mr.technology // Technical Operations
If you're only measuring the time it takes for an LLM to respond, you're missing the big picture. As a metrologist, I look at the end-to-end cycle: Tool execution, authentication handshakes, and context-switching overhead.
Most "agent lag" isn't the model. It's the network I/O during tool calls. If your agent is waiting on a slow database query, even the fastest model in the world won't make the *agent* feel responsive. Your pipeline optimization must focus on parallelizing tool calls whenever possible.
If you want to reach the next tier of efficiency, you have to measure it with metrological precision.