fix: Update release link (#1448)

Author: namchuai

README.md

@@ -1,4 +1,5 @@
 # Cortex.cpp
+
 <p align="center">
 <img width="1280" alt="Cortex cpp's Readme Banner" src="https://github.com/user-attachments/assets/a27c0435-b3b4-406f-b575-96ac4f12244c">
 
@@ -21,45 +22,56 @@
 > ⚠️ **Cortex.cpp is currently in active development. This outlines the intended behavior of Cortex, which may not yet be fully implemented in the codebase.**
 
 ## Overview
+
 Cortex.cpp is a Local AI engine that is used to run and customize LLMs. Cortex can be deployed as a standalone server, or integrated into apps like [Jan.ai](https://jan.ai/).
 
 Cortex.cpp is a multi-engine that uses `llama.cpp` as the default engine but also supports the following:
+
 - [`llamacpp`](https://github.com/janhq/cortex.llamacpp)
 - [`onnx`](https://github.com/janhq/cortex.onnx)
 - [`tensorrt-llm`](https://github.com/janhq/cortex.tensorrt-llm)
 
 ## Installation
+
 This Local Installer packages all required dependencies, so that you don’t need an internet connection during the installation process.
 
 Alternatively, Cortex is available with a [Network Installer](#network-installer) which downloads the necessary dependencies from the internet during the installation.
+
 ### Stable
-### Windows: 
+
+### Windows:
+
 <a href='https://app.cortexcpp.com/download/latest/windows-amd64-local'>
   <img src='https://github.com/janhq/docs/blob/main/static/img/windows.png' style="height:14px; width: 14px" />
   <b>cortex-local-installer.exe</b>
 </a>
 
-### MacOS: 
+### MacOS:
+
 <a href='https://app.cortexcpp.com/download/latest/mac-universal-local'>
   <img src='https://github.com/janhq/docs/blob/main/static/img/mac.png' style="height:15px; width: 15px" />
   <b>cortex-local-installer.pkg</b>
 </a>
 
-### Linux: 
+### Linux:
+
 <a href='https://app.cortexcpp.com/download/latest/linux-amd64-local'>
   <img src='https://github.com/janhq/docs/blob/main/static/img/linux.png' style="height:14px; width: 14px" />
   <b>cortex-local-installer.deb</b>
 </a>
 
 Download the installer and run the following command in terminal:
+
 ```bash
     sudo apt install ./cortex-local-installer.deb
     # or
     sudo apt install ./cortex-network-installer.deb
 ```
+
 The binary will be installed in the `/usr/bin/` directory.
 
 ## Usage
+
 After installation, you can run Cortex.cpp from the command line by typing `cortex --help`. For Beta preview, you can run `cortex-beta --help`.
 
 ## Built-in Model Library
@@ -68,33 +80,36 @@ Cortex.cpp supports various models available on the [Cortex Hub](https://hugging
 
 Example models:
 
-| Model            | llama.cpp<br >`:gguf` | TensorRT<br >`:tensorrt`                 | ONNXRuntime<br >`:onnx`    | Command                       |
-|------------------|-----------------------|------------------------------------------|----------------------------|-------------------------------|
-| llama3.1         | ✅                     |                                          | ✅                          | cortex run llama3.1:gguf      |
-| llama3           | ✅                     | ✅                                        | ✅                          | cortex run llama3             |
-| mistral          | ✅                     | ✅                                        | ✅                          | cortex run mistral            |
-| qwen2            | ✅                     |                                          |                            | cortex run qwen2:7b-gguf      |
-| codestral        | ✅                     |                                          |                            | cortex run codestral:22b-gguf |
-| command-r        | ✅                     |                                          |                            | cortex run command-r:35b-gguf |
-| gemma            | ✅                     |                                          | ✅                          | cortex run gemma              |
-| mixtral          | ✅                     |                                          |                            | cortex run mixtral:7x8b-gguf  |
-| openhermes-2.5   | ✅                     | ✅                                        | ✅                          | cortex run openhermes-2.5     |
-| phi3 (medium)    | ✅                     |                                          | ✅                          | cortex run phi3:medium        |
-| phi3 (mini)      | ✅                     |                                          | ✅                          | cortex run phi3:mini          |
-| tinyllama        | ✅                     |                                          |                            | cortex run tinyllama:1b-gguf  |
+| Model          | llama.cpp<br >`:gguf` | TensorRT<br >`:tensorrt` | ONNXRuntime<br >`:onnx` | Command                       |
+| -------------- | --------------------- | ------------------------ | ----------------------- | ----------------------------- |
+| llama3.1       | ✅                    |                          | ✅                      | cortex run llama3.1:gguf      |
+| llama3         | ✅                    | ✅                       | ✅                      | cortex run llama3             |
+| mistral        | ✅                    | ✅                       | ✅                      | cortex run mistral            |
+| qwen2          | ✅                    |                          |                         | cortex run qwen2:7b-gguf      |
+| codestral      | ✅                    |                          |                         | cortex run codestral:22b-gguf |
+| command-r      | ✅                    |                          |                         | cortex run command-r:35b-gguf |
+| gemma          | ✅                    |                          | ✅                      | cortex run gemma              |
+| mixtral        | ✅                    |                          |                         | cortex run mixtral:7x8b-gguf  |
+| openhermes-2.5 | ✅                    | ✅                       | ✅                      | cortex run openhermes-2.5     |
+| phi3 (medium)  | ✅                    |                          | ✅                      | cortex run phi3:medium        |
+| phi3 (mini)    | ✅                    |                          | ✅                      | cortex run phi3:mini          |
+| tinyllama      | ✅                    |                          |                         | cortex run tinyllama:1b-gguf  |
 
 > **Note**:
 > You should have at least 8 GB of RAM available to run the 7B models, 16 GB to run the 14B models, and 32 GB to run the 32B models.
 
 ## Cortex.cpp CLI Commands
+
 For complete details on CLI commands, please refer to our [CLI documentation](https://cortex.so/docs/cli).
 
 ## REST API
+
 Cortex.cpp includes a REST API accessible at `localhost:39281`. For a complete list of endpoints and their usage, visit our [API documentation](https://cortex.so/api-reference).
 
 ## Advanced Installation
 
-### Local Installer: Beta & Nightly Versions 
+### Local Installer: Beta & Nightly Versions
+
 Beta is an early preview for new versions of Cortex. It is for users who want to try new features early - we appreciate your feedback.
 
 Nightly is our development version of Brave. It is released every night and may contain bugs and experimental features.
@@ -172,6 +187,7 @@ Nightly is our development version of Brave. It is released every night and may
 </table>
 
 ### Network Installer
+
 Cortex.cpp is available with a Network Installer, which is a smaller installer but requires internet connection during installation to download the necessary dependencies.
 
 <table>
@@ -189,13 +205,13 @@ Cortex.cpp is available with a Network Installer, which is a smaller installer b
         <b>cortex-network-installer.exe</b>
       </a>
     <td style="text-align:center">
-      <a href='https://app.cortexcpp.com/download/beta/mac-universal-network'>
+      <a href='https://app.cortexcpp.com/download/latest/mac-universal-network'>
         <img src='https://github.com/janhq/docs/blob/main/static/img/mac.png' style="height:15px; width: 15px" />
         <b>cortex-network-installer.pkg</b>
       </a>
     </td>
     <td style="text-align:center">
-      <a href='https://app.cortexcpp.com/download/beta/linux-amd64-network'>
+      <a href='https://app.cortexcpp.com/download/latest/linux-amd64-network'>
         <img src='https://github.com/janhq/docs/blob/main/static/img/linux.png' style="height:14px; width: 14px" />
        <b>cortex-network-installer.deb</b>
       </a>
@@ -248,6 +264,7 @@ Cortex.cpp is available with a Network Installer, which is a smaller installer b
 ### Build from Source
 
 #### Windows
+
 1. Clone the Cortex.cpp repository [here](https://github.com/janhq/cortex.cpp).
 2. Navigate to the `engine > vcpkg` folder.
 3. Configure the vpkg:
@@ -257,21 +274,25 @@ cd vcpkg
 ./bootstrap-vcpkg.bat
 vcpkg install
 ```
+
 4. Build the Cortex.cpp inside the `build` folder:
 
 ```bash
 mkdir build
 cd build
 cmake .. -DBUILD_SHARED_LIBS=OFF -DCMAKE_TOOLCHAIN_FILE=path_to_vcpkg_folder/vcpkg/scripts/buildsystems/vcpkg.cmake -DVCPKG_TARGET_TRIPLET=x64-windows-static
 ```
+
 5. Use Visual Studio with the C++ development kit to build the project using the files generated in the `build` folder.
 6. Verify that Cortex.cpp is installed correctly by getting help information.
 
 ```sh
 # Get the help information
 cortex -h
 ```
+
 #### MacOS
+
 1. Clone the Cortex.cpp repository [here](https://github.com/janhq/cortex.cpp).
 2. Navigate to the `engine > vcpkg` folder.
 3. Configure the vpkg:
@@ -281,6 +302,7 @@ cd vcpkg
 ./bootstrap-vcpkg.sh
 vcpkg install
 ```
+
 4. Build the Cortex.cpp inside the `build` folder:
 
 ```bash
@@ -289,14 +311,17 @@ cd build
 cmake .. -DCMAKE_TOOLCHAIN_FILE=path_to_vcpkg_folder/vcpkg/scripts/buildsystems/vcpkg.cmake
 make -j4
 ```
+
 5. Use Visual Studio with the C++ development kit to build the project using the files generated in the `build` folder.
 6. Verify that Cortex.cpp is installed correctly by getting help information.
 
 ```sh
 # Get the help information
 cortex -h
 ```
+
 #### Linux
+
 1. Clone the Cortex.cpp repository [here](https://github.com/janhq/cortex.cpp).
 2. Navigate to the `engine > vcpkg` folder.
 3. Configure the vpkg:
@@ -306,6 +331,7 @@ cd vcpkg
 ./bootstrap-vcpkg.sh
 vcpkg install
 ```
+
 4. Build the Cortex.cpp inside the `build` folder:
 
 ```bash
@@ -314,6 +340,7 @@ cd build
 cmake .. -DCMAKE_TOOLCHAIN_FILE=path_to_vcpkg_folder/vcpkg/scripts/buildsystems/vcpkg.cmake
 make -j4
 ```
+
 5. Use Visual Studio with the C++ development kit to build the project using the files generated in the `build` folder.
 6. Verify that Cortex.cpp is installed correctly by getting help information.
 
@@ -323,25 +350,32 @@ cortex
 ```
 
 ## Uninstallation
+
 ### Windows
+
 1. Open the Windows Control Panel.
 2. Navigate to `Add or Remove Programs`.
 3. Search for `cortexcpp` and double click to uninstall. (for beta and nightly builds, search for `cortexcpp-beta` and `cortexcpp-nightly` respectively)
 
 ### MacOs
+
 Run the uninstaller script:
+
 ```bash
 sudo sh cortex-uninstall.sh
 ```
+
 For MacOS, there is a uninstaller script comes with the binary and added to the `/usr/local/bin/` directory. The script is named `cortex-uninstall.sh` for stable builds, `cortex-beta-uninstall.sh` for beta builds and `cortex-nightly-uninstall.sh` for nightly builds.
 
 ### Linux
+
 ```bash
 # For stable builds
 sudo apt remove cortexcpp
 ```
 
 ## Contact Support
+
 - For support, please file a [GitHub ticket](https://github.com/janhq/cortex.cpp/issues/new/choose).
 - For questions, join our Discord [here](https://discord.gg/FTk2MvZwJH).
 - For long-form inquiries, please email [hello@jan.ai](mailto:hello@jan.ai).