Sync from GitHub via hub-sync

README.md

@@ -11,21 +11,17 @@ pinned: false
 
 **Run a data or ML task over a Hugging Face dataset in one command — for humans and agents.**
 
-Each recipe is a single self-contained [UV script](https://docs.astral.sh/uv/guides/scripts/): dependencies are declared inline, so you run it straight from a URL with no clone, no virtualenv, no `pip install`. Run it locally with `uv run` where you have the hardware, or hand it to [Hugging Face Jobs](https://huggingface.co/docs/hub/jobs) for a managed GPU. Most recipes read a Hub dataset and write a new one, so they chain into pipelines.
+Each recipe is a single self-contained [UV script](https://docs.astral.sh/uv/guides/scripts/): dependencies are declared inline, so you run it straight from a URL — no clone, no virtualenv, no `pip install`. Run it locally with `uv run`, or hand it to [Hugging Face Jobs](https://huggingface.co/docs/hub/jobs) for a managed GPU. Most recipes read a Hub dataset and write a new one, so they chain into pipelines.
 
-## See every recipe (no GPU, no token)
+## Quickstart
 
-The lowest-friction start — just [uv](https://docs.astral.sh/uv/getting-started/installation/), runs locally in seconds:
+**See every recipe** — locally, no GPU or token:
 
 ```bash
 uv run https://huggingface.co/datasets/uv-scripts/jobs-utils/raw/main/list-recipes.py
 ```
 
-It prints a runnable URL for every recipe in the org. Run any of them the same way: `uv run <url>` locally, or `hf jobs uv run <url>` on a GPU.
-
-## Run one for real
-
-The flagship is **[OCR](https://huggingface.co/datasets/uv-scripts/ocr)** — turn an image dataset into text & structured data, 30+ models. On a managed GPU (no hardware of your own; pay-per-second):
+**Run one on a GPU** — the flagship, OCR an image dataset to text:
 
 ```bash
 hf jobs uv run --flavor l4x1 --secrets HF_TOKEN \
@@ -33,11 +29,12 @@ hf jobs uv run --flavor l4x1 --secrets HF_TOKEN \
   davanstrien/ufo-ColPali your-username/ufo-ocr --max-samples 10
 ```
 
-One command → a new dataset with a `markdown` column.
+One command → a new dataset with a `markdown` column. Pay-per-second, no hardware of your own.
 
-## For your coding agent
+<details>
+<summary><b>Drive it with your coding agent →</b></summary>
 
-Recipes are built to be agent-driven — same `input output` arg order, runnable from a URL, self-describing headers. Two prompts to paste into Claude Code, Cursor, or similar:
+Recipes take their arguments in the same `input output` order and run from a URL, so an agent can pick one and run it with no setup. Paste into Claude Code, Cursor, or similar:
 
 **Try it now** — runs a real OCR job and hands back a dataset:
 
@@ -60,8 +57,10 @@ Pick the one that fits, read its script header for the arguments, and run it wit
 Each recipe reads a Hub dataset and writes a new one, so chain them as needed.
 ```
 
-Prefer a packaged setup? The cookbook ships an **agent skill** for discovering and running recipes — see the [GitHub repo](https://github.com/davanstrien/uv-scripts-for-ai). Hugging Face also ships an [`hf` CLI skill for agents](https://huggingface.co/docs/hub/agents-cli). _(We'll refine these prompts over time.)_
+The cookbook also ships a ready-made **agent skill** for discovering and running recipes — see the [GitHub repo](https://github.com/davanstrien/uv-scripts-for-ai), and Hugging Face's own [`hf` CLI skill for agents](https://huggingface.co/docs/hub/agents-cli). _(We'll refine these prompts over time.)_
+
+</details>
 
-## More
+## Browse
 
-Every other recipe is in the list below — detection & segmentation, audio transcription, NER & classification, embeddings & atlas maps, batch LLM/VLM inference, synthetic data, and dataset creation. Or browse on **[GitHub](https://github.com/davanstrien/uv-scripts-for-ai)** · run `hf jobs hardware` for GPU flavors & pricing.
+Every recipe is in the list below — OCR, detection & segmentation, audio transcription, NER & classification, embeddings & atlas maps, batch LLM/VLM inference, synthetic data, and dataset creation. Or browse on **[GitHub](https://github.com/davanstrien/uv-scripts-for-ai)** · run `hf jobs hardware` for GPU flavors & pricing.