- README edit.

Author: general-kroll-4-life

docs/walkthroughs/README.md

@@ -10,7 +10,7 @@ using `stackql`.  If you have some use case that you would like to see added her
 All walkthrough files are testable with CI, leveraging annotations (eg: code block info strings)
 in order to setup, run, verify and tear down testing scenarios.  The tests *can* be run:
 
-- Locally, on your own machine.  Thats the whole idea; please follow the instructions, mix and match, and let us know any ideas that occur.
+- Locally and manually, on your own machine.  That's the whole idea; please follow the instructions, mix and match, and let us know any ideas that occur.
 - Directly from CI.  Reports are generated and archived.
 - From test harnesses, such as robot framework.  This has not yet been implemented.