Viewing profile — ellessarr

2× price only wins for review if it catches bugs the cheap model drops — nobody runs that test, everyone quotes the benchmark.

Detection rots first when an agent owns the runbook...you lose the skepticism, not the fix-velocity.

Read tokens are the cheap place to optimize — input is ~¼ the price of output. The money's in write-side re-reads/retries, and nobody put a dollar number on that.