Update README after PyPI release (#81)

Author: SumanthRH

README.md

@@ -46,21 +46,31 @@ We open source the code and scripts we used for data curation, training, and eva
 
 ## Usage
 
-First, clone the repository and install the package
+You can install the latest release from PyPI or from [source](#installing-from-source):
 
 ```shell
+pip install skythought
+```
+
+### Installing from source
+
+```shell
+# Clone the repository
 git clone https://github.com/NovaSky-AI/SkyThought.git
 cd SkyThought
-# installs shown for uv
-uv venv python==3.10
+
+# Create and activate a virtual environment (using uv here)
+uv venv --python 3.10
 source .venv/bin/activate
+
+# Install the package in editable mode
 uv pip install -e .
 ```
 
 Running evaluation is as simple as: 
 
 ```bash
-skythought evaluate --model NovaSky-AI/Sky-T1-32B-Preview --task aime
+skythought evaluate --model NovaSky-AI/Sky-T1-32B-Preview --task aime24
 ```
 
 We support a wide variety of datasets in mathematics, science and coding:
@@ -80,7 +90,7 @@ We support a wide variety of datasets in mathematics, science and coding:
 - GSM8K
 - AIME'25
 
-For more details, please refer to our [evaluation guide](examples/evaluate.ipynb) and the [README](skythought/evals/README.md).
+For more details, please refer to our [evaluation guide](examples/evaluate.ipynb) and the [evaluation README](skythought/evals/README.md).
 
 
 ### Evaluation results

examples/evaluate.ipynb

@@ -13,27 +13,35 @@
    "source": [
     "### Installation and Setup\n",
     "\n",
-    "Begin by cloning the SkyThought repository and installing the necessary packages.\n",
+    "You can install the latest release from PyPI, or install from source:\n",
     "\n",
-    "We recommend using `uv` for package management (For installation, refer to the [offical guide](https://docs.astral.sh/uv/getting-started/installation)). "
+    "#### Installing from PyPI\n",
+    "\n",
+    "```shell\n",
+    "pip install skythought\n",
+    "```"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [],
    "source": [
+    "#### Installing from source\n",
+    "\n",
+    "For installing from source, we recommend using uv for package management (For uv installation, refer to the [official guide](https://docs.astral.sh/uv/getting-started/installation)).\n",
+    "\n",
+    "```shell\n",
     "# Clone the repository\n",
-    "!git clone https://github.com/NovaSky-AI/SkyThought.git\n",
-    "!cd SkyThought\n",
+    "git clone https://github.com/NovaSky-AI/SkyThought.git\n",
+    "cd SkyThought\n",
     "\n",
     "# Create and activate a virtual environment (using uv here)\n",
-    "!uv venv --python 3.10\n",
-    "!source .venv/bin/activate\n",
+    "uv venv --python 3.10\n",
+    "source .venv/bin/activate\n",
     "\n",
     "# Install the package in editable mode\n",
-    "!uv pip install -e ."
+    "uv pip install -e .\n",
+    "```"
    ]
   },
   {