Add benchmarks/README.md.

R=etiennej@chromium.org

Review URL: https://codereview.chromium.org/1412863005 .
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+# benchmarks
+
+This directory contains mojo applications that are run as performance benchmarks
+by [mojo_benchmark](../mojo/devtools/common/mojo_benchmark).
+
+See also:
+ - [documentation](../mojo/devtools/common/docs/mojo_benchmark.md) for
+   `mojo_benchmark`
+
+## Legacy benchmarks
+`benchmark_runner.py` and the `startup` benchmark are the remainings of the
+previous take on performance benchmarks. These can be dropped once we can track
+startup time of the shell itself using the new system.