README.md in prompt_manager-0.1.0 vs README.md in prompt_manager-0.1.1

@@ -12,34 +12,34 @@
 
     gem install prompt_manager
 
 ## Usage
 
-See [examples/simple.rb](examples.simple.rb)
+See [examples/simple.rb](examples/simple.rb)
 
 ## Overview
 
 ### Generative AI (gen-AI)
 
-Gen-AI deals with the conversion (some would say execution) of a human natural language text (the "prompt") into somthing else using what are known as large language models (LLM) such as those available from OpenAI.  A parameterized prompt is one in whcih there are embedded keywords (parameters) which are place holders for other text to be inserted into the prompt.
+Gen-AI deals with the conversion (some would say execution) of a human natural language text (the "prompt") into somthing else using what are known as large language models (LLM) such as those available from OpenAI.  A parameterized prompt is one in which there are embedded keywords (parameters) which are place holders for other text to be inserted into the prompt.
 
-The prompt_manager uses a regurlar expression to identify these keywords within the prompt.  It uses the keywords as keys in a `parameters` Hash which is stored with the prompt text in a serialized form - for example as JSON.
+The prompt_manager uses a regular expression to identify these keywords within the prompt. It uses the keywords as keys in a `parameters` Hash which is stored with the prompt text in a serialized form - for example as JSON.
 
 #### What does a keyword look like?
 
-The current hard-coded REGEX for a [KEYWORD] identifies any all [UPPERCASE_TEXT] enclosed in squal brackes as a keyword.  [KEY WORDS CAN ALSO HAVE SPACES] as well as the underscore character.
+The current hard-coded REGEX for a [KEYWORD] identifies any all [UPPERCASE_TEXT] enclosed in square brackets as a keyword. [KEYWORDS CAN ALSO HAVE SPACES] as well as the underscore character.
 
-This is just the initial convention adopted by prompt_manager.  It is intended that this REGEX be configurable so that the promp_manager can be used with other conventions.
+This is just the initial convention adopted by prompt_manager. It is intended that this REGEX be configurable so that the prompt_manager can be used with other conventions.
 
 ### Storage Adapters
 
-A storage adapter is a class instance that ties the `PromptManager::Prompt` class to a storage facility that holds the actual prompts.  Currentlyt there are 3 storage adapters planned for implementation.
+A storage adapter is a class instance that ties the `PromptManager::Prompt` class to a storage facility that holds the actual prompts. Currently there are 3 storage adapters planned for implementation.
 
 #### FileSystemAdapter
 
-This is the first storage adapter developed.  It saves prompts as text files within the file system inside a designated `prompts_dir` (directory) such as `~/,prompts` or where it makes the most sense to you.  Another example would be to have your directory on a shared file system so that others can use the same prompts.
+This is the first storage adapter developed. It saves prompts as text files within the file system inside a designated `prompts_dir` (directory) such as `~/.prompts` or where it makes the most sense to you.  Another example would be to have your directory on a shared file system so that others can use the same prompts.
 
-The `promp ID` is the basename of the text file.  For example `todo.txt` is the file for the prompt ID `todo` (see the examples directory.)
+The `prompt ID` is the basename of the text file. For example `todo.txt` is the file for the prompt ID `todo` (see the examples directory.)
 
 The parameters for the `todo` prompt ID are saved in the same directory as `todo.txt` in a JSON file named `todo.json` (also in the examples directory.)
 
 #### SqliteAdapter