gizatechxyz · Gonmeso · Dec 6, 2023 · Dec 4, 2023 · Dec 4, 2023 · Dec 4, 2023
diff --git a/README.md b/README.md
@@ -22,11 +22,11 @@ Welcome to Giza CLI!
 
 This CLI provides the utilities to interact with Giza using the terminal.
 
-**Discalimer**: this is still in an experimental stage so the functionality is subject to change.
+**Disclaimer**: this is still in an experimental stage so the functionality is subject to change.
 
 - [Giza Command Line Interface](#giza-command-line-interface)
   - [🚀 Installation](#-installation)
-    - [Recomended installation with pipx](#recomended-installation-with-pipx)
+    - [Recommended installation with pipx](#recommended-installation-with-pipx)
     - [Install from PyPi](#install-from-pypi)
     - [Installing from source](#installing-from-source)
   - [📚 Documentation](#-documentation)
@@ -37,9 +37,9 @@ This CLI provides the utilities to interact with Giza using the terminal.
 
 ## 🚀 Installation
 
-### Recomended installation with pipx
+### Recommended installation with pipx
 
-[pipx](https://pypa.github.io/pipx/) allows to install the dependency in an isolated environment. With ths we can make sure that it does not conflict with any of our installed dependencies.
+[pipx](https://pypa.github.io/pipx/) allows to install the dependency in an isolated environment. With this we can make sure that it does not conflict with any of our installed dependencies.
 
 ```bash
 pipx install giza-cli

diff --git a/docs/README.md b/docs/README.md
@@ -10,15 +10,15 @@ This CLI provides the utilities to interact with Giza using the terminal.
 
 ## 🤔 What capabilities does the CLI offer?
 
-The CLI will serve as the main entrypoint for Giza Platfrom for developers. It aims to provide a tool to ease the managing of resources that exists in Giza Plarform.
+The CLI will serve as the main entrypoint for Giza Platform for developers. It aims to provide a tool to ease the managing of resources that exists in Giza Platform.
 
 For now it provides the following capabilities:
 
 * User related utilities, like `create` or `login`
 * Model transpilation with `transpile`
 * Create a proof from of a `casm.json` file with `prove`
 
-In the future each new resource added to Giza will have its corresponding capabaility in the CLI.
+In the future each new resource added to Giza will have its corresponding capability in the CLI.
 
 ## ✨ What's new?
 

diff --git a/docs/examples/basic.md b/docs/examples/basic.md
@@ -16,7 +16,7 @@ Enter your email 📧: gonzalo@gizatech.xyz
 [giza][2023-06-23 12:29:41.417] User created ✅. Check for a verification email 📧
 ```
 
-Then we need to verify the email. We just need to click on the buttom and we'll be redireted to the verification endpoint.
+Then we need to verify the email. We just need to click on the button and we'll be redirected to the verification endpoint.
 
 ## Login
 

diff --git a/docs/examples/create_proof.md b/docs/examples/create_proof.md
@@ -13,7 +13,7 @@ We need to install the following tools:
 
 ## Embed the model into a Starknet Contract
 
-First, we need to compile the Cairo contract to a Starknet Contract, more information about starknet contracts [here](https://book.cairo-lang.org/ch99-00-starknet-smart-contracts.html). For now we don't need to dive deep into how these contracts works, as currently we need to make it a contract due a temporary limitation in the prover, once this is solved we should be able to generate the proof without the need of a contract.
+First, we need to compile the Cairo contract to a Starknet Contract, more information about starknet contracts [here](https://book.cairo-lang.org/ch99-00-starknet-smart-contracts.html). For now we don't need to dive deep into how these contracts work, as currently we need to make it a contract due a temporary limitation in the prover, once this is solved we should be able to generate the proof without the need of a contract.
 
 Add the `starknet` as a dependency in the `Scarb.toml` file:
 
@@ -38,7 +38,7 @@ mod OrionRunner {
     // Kepp your imports as declared previously
     // use ...
 
-    // Declare the contract storage, in this case is a dummy storage as we wo't use it
+    // Declare the contract storage, in this case is a dummy storage as we won't use it
 	#[storage]
 	struct Storage { 
 		id: u8,

diff --git a/docs/examples/full_transpilation.md b/docs/examples/full_transpilation.md
@@ -154,7 +154,7 @@ def train(epoch):
         (batch_idx*64) + ((epoch-1)*len(train_loader.dataset)))
 ```
 
-Time to start training the model! We have choosen 10 epochs, but you can increase/decrease the number as you wish.
+Time to start training the model! We have chosen 10 epochs, but you can increase/decrease the number as you wish.
 
 
 ```python
@@ -305,7 +305,7 @@ We should be ready to start using Giza's capabilities, we can easily check by ru
 }
 ```
 
-Now we are ready to transpile our model to Cairo! We want to help you jumpstart your journey into ZKML by helping you to create this amazing models, we asbtract you from the tedious process of instrospecting the model and getting the ifnromation needed to use it in Cairo, thats why we build the transpilation process, to ease this and improve the iteration time from creating a model to using it in Cairo! 
+Now we are ready to transpile our model to Cairo! We want to help you jumpstart your journey into ZKML by helping you to create this amazing models, we abstract you from the tedious process of introspecting the model and getting the information needed to use it in Cairo, that's why we build the transpilation process, to ease this and improve the iteration time from creating a model to using it in Cairo! 
 
 Lets check how we can do it:
 
@@ -323,7 +323,7 @@ To explain a bit what is happening here, we are calling the `giza transpile` com
 
 We can see that we make reference to a `model` this is because in Giza we organize the transpilations under models and versions:
 
-* A `model` is a collection of versions of the same model, we we are iterating over the model and improving it we can create different versions of the same model and keep track of the changes.
+* A `model` is a collection of versions of the same model, we are iterating over the model and improving it we can create different versions of the same model and keep track of the changes.
 * A `version` is a reference to the transpiled model, each new transpilation will be referenced as a new version of the model.
 
 We handle the creation for you, and if the model has the same name we will re-use the model and create a new version under it. If you want to know more about the model and version concept you can read the [docs](https://cli.gizatech.xyz/).
@@ -336,7 +336,7 @@ Also, if you ever have a question about the commands that you can run you can al
 
 Back to the transpilation!
 
-So we have recieve a file that we have saved in the `mnist_cairo` directory, lets check the contents of the directory:
+So we have received a file that we have saved in the `mnist_cairo` directory, lets check the contents of the directory:
 
 ```console
 ❯ tree mnist_cairo

diff --git a/docs/resources/models.md b/docs/resources/models.md
@@ -51,7 +51,7 @@ Here's how you can do it:
 
 ## Retrieve Model Information
 
-You can retrieve detailed information about a model stored on the server using its unique model id. This includes its name, descrtiption, and other id:
+You can retrieve detailed information about a model stored on the server using its unique model id. This includes its name, description, and other id:
 
 ```console
 > giza models get --model-id 1  # When we create model for you we output it in the logs so be aware

diff --git a/docs/welcome/Installation.md b/docs/welcome/Installation.md
@@ -1,13 +1,13 @@
 # Installation
 
 * [🚀 Installation](Installation.md#-installation)
-  * [Recomended installation with pipx](Installation.md#recomended-installation-with-pipx)
+  * [Recommended installation with pipx](Installation.md#recommended-installation-with-pipx)
   * [Install from PyPi](Installation.md#install-from-pypi)
   * [Installing from source](Installation.md#installing-from-source)
 
-## Recomended installation with pipx
+## Recommended installation with pipx
 
-[pipx](https://pypa.github.io/pipx/) allows to install the dependency in an isolated environment. With ths we can make sure that it does not conflict with any of our installed dependencies.
+[pipx](https://pypa.github.io/pipx/) allows to install the dependency in an isolated environment. With this we can make sure that it does not conflict with any of our installed dependencies.
 
 ```bash
 pipx install giza-cli