# Benchmarks Run source benchmarks: ```bash python adaptive-layernorm-producers/benchmarks/benchmark.py --backend source --iters 100 ``` Run installed-artifact benchmarks after Hub packaging: ```bash python adaptive-layernorm-producers/benchmarks/benchmark.py --backend installed --iters 100 ``` `RESULTS.md` records the current local source-build numbers. Public benchmark claims should be refreshed after installed-artifact testing on the target hardware.