benchmark

Run the published 20-task Sipcode benchmark on the user's machine and report measured median savings (target 62.6%). Reproducible, locked corpus. Use when the user asks "what's the proof?", "how much does sipcode actually save?", "run the benchmark", or wants to verify the headline savings claim themselves.