Add HF Jobs getting started guide and update documentation links

- Add first-time setup instructions for HF Jobs
- Include CLI installation and login steps
- Update HF Jobs documentation link to correct URL
- Add HF CLI guide link to resources
- Keep --secrets flag in all command examples

README.md

@@ -14,6 +14,33 @@ Generate synthetic datasets using OpenAI's GPT OSS models with transparent reaso
 
 Successfully tested on HF Jobs with `l4x4` flavor (4x L4 GPUs = 96GB total memory).
 
+## 🚀 Getting Started with HF Jobs
+
+### First-time Setup (2 minutes)
+
+1. **Install HuggingFace CLI**:
+```bash
+pip install huggingface-hub
+```
+
+2. **Login to HuggingFace**:
+```bash
+huggingface-cli login
+```
+(Enter your HF token when prompted - get one at https://huggingface.co/settings/tokens)
+
+3. **Run the script on HF Jobs**:
+```bash
+hf jobs uv run --flavor l4x4 --secrets HF_TOKEN=hf_*** \
+    https://huggingface.co/datasets/uv-scripts/openai-oss/raw/main/gpt_oss_minimal.py \
+    --input-dataset davanstrien/haiku_dpo \
+    --output-dataset YOUR_USERNAME/gpt-oss-test \
+    --prompt-column question \
+    --max-samples 2
+```
+
+That's it! Your job will run on HuggingFace's GPUs and the output dataset will appear in your HF account.
+
 ## 🌟 Quick Start
 
 ```bash
@@ -128,7 +155,8 @@ OpenAI recommends `temperature=1.0` and `top_p=1.0` as defaults for GPT OSS mode
 
 - [OpenAI GPT OSS Model Collection](https://huggingface.co/collections/openai/gpt-oss-68911959590a1634ba11c7a4) - Both 20B and 120B models
 - [Model: openai/gpt-oss-20b](https://huggingface.co/openai/gpt-oss-20b)
-- [HF Jobs Documentation](https://huggingface.co/docs/hub/spaces-gpu-jobs)
+- [HF Jobs Documentation](https://huggingface.co/docs/huggingface_hub/guides/jobs) - Complete guide to running jobs on HuggingFace
+- [HF CLI Guide](https://huggingface.co/docs/huggingface_hub/guides/cli) - HuggingFace CLI installation and usage
 - [Dataset: davanstrien/haiku_dpo](https://huggingface.co/datasets/davanstrien/haiku_dpo)
 
 ---