diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index a26193d..8fa73e7 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -1,21 +1,21 @@
 ## Contribution Guidelines
 
-Thank you for considering contributing to the project!
+Thank you for considering contributing to this project!
 Contributions are always welcome and appreciated.
 
 ### How to Contribute
 
-Please check the [issue tracker](https://github.com/habedi/template-go-project/issues) to see if there is an issue you
+Please check the [issue tracker](https://github.com/CogitatorTech/infera/issues) to see if there is an issue you
 would like to work on or if it has already been resolved.
 
 #### Reporting Bugs
 
-1. Open an issue on the [issue tracker](https://github.com/habedi/template-go-project/issues).
+1. Open an issue on the [issue tracker](https://github.com/CogitatorTech/infera/issues).
 2. Include information such as steps to reproduce, expected/actual behavior, and relevant logs or screenshots.
 
 #### Suggesting Features
 
-1. Open an issue on the [issue tracker](https://github.com/habedi/template-go-project/issues).
+1. Open an issue on the [issue tracker](https://github.com/CogitatorTech/infera/issues).
 2. Provide details about the feature, its purpose, and potential implementation ideas.
 
 ### Submitting Pull Requests
@@ -31,15 +31,15 @@ would like to work on or if it has already been resolved.
 
 #### Code Style
 
-- Use the `make format` command to format the code.
+- Use the `make rust-format` command to format the code.
 
 #### Running Tests
 
-- Use the `make test` command to run the tests.
+- Use the `make rust-test` and `make test` commands to run the tests.
 
 #### Running Linters
 
-- Use the `make lint` command to run the linters.
+- Use the `make rust-lint` command to run the linters.
 
 #### See Available Commands
 
diff --git a/README.md b/README.md
index 88735c6..b0f0a5d 100644
--- a/README.md
+++ b/README.md
@@ -73,26 +73,38 @@ make release
 3. Run the following SQL commands in the shell to try Infera out:
 
 ```sql
--- 1. Load the extension (optional when building from source)
-load 'build/release/extension/infera/infera.duckdb_extension'
-load infera;
+-- Normally, we need to load the extension first,
+-- but the `duckdb` binary that we built in the previous step
+-- already has Infera statically linked to it.
+-- So, we don't need to load the extension explicitly.
 
--- 2. Load a simple linear model from a remote URL
+-- 1. Load a simple linear model from a remote URL
 select infera_load_model('linear_model',
                          'https://github.com/CogitatorTech/infera/raw/refs/heads/main/test/models/linear.onnx');
 
--- 3. Run a prediction using a very simple linear model
+-- 2. Run a prediction using a very simple linear model
 -- Model: y = 2*x1 - 1*x2 + 0.5*x3 + 0.25
 select infera_predict('linear_model', 1.0, 2.0, 3.0);
 -- Expected output: 1.75
 
--- 4. Unload the model when we're done with it
+-- 3. Unload the model when we're done with it
 select infera_unload_model('linear_model');
 
--- 5. Check the Infera version
+-- 4. Check the Infera version
 select infera_get_version();
 ````
 
+> [!NOTE]
+> After building from source, the Infera binary will be `build/release/extension/infera/infera.duckdb_extension`.
+> You can load it using the `load 'build/release/extension/infera/infera.duckdb_extension';` in DuckDB shell.
+> Note that the extension binary will only work with the DuckDB version that it was built against.
+> At the moment, Infera is not available as
+> a [DuckDB community extension](https://duckdb.org/community_extensions/list_of_extensions).
+> Nevertheless, you can still use Infera by building it from source yourself, or downloading pre-built binaries from
+> the [releases page](https://github.com/CogitatorTech/infera/releases) for your platform.
+> Please check the [this page](https://duckdb.org/docs/stable/extensions/installing_extensions.html) for more details on
+> how to use extensions in DuckDB.
+
 ---
 
 ### Documentation