init: create README.md

README.md

@@ -1,3 +1,106 @@
----
-license: apache-2.0
----
+---
+license: apache-2.0
+task_categories:
+  - text-generation
+language:
+  - zh
+  - am
+  - ur
+tags:
+  - code
+  - multilingual
+  - native-language
+  - legesher
+  - tiny-aya-expedition
+  - language-decoded
+pretty_name: Language Decoded Community
+---
+
+# Language Decoded — Community Code
+
+A dataset of Python code written by native speakers using [Legesher](https://github.com/Legesher/legesher) translated keywords in their own language. Unlike the transpiled datasets in [language-decoded-data](https://huggingface.co/datasets/Legesher/language-decoded-data), this code is **human-authored** — written naturally by people thinking and coding in their native language.
+
+## Purpose
+
+This dataset serves two goals:
+
+1. **Training signal**: Human-written native code may carry different structural patterns than mechanically transpiled code
+2. **Validation**: Confirms that Legesher's translations produce natural, usable keywords that native speakers actually want to use
+
+## Structure
+
+Organized by language, with exercise tiers:
+
+```
+language-decoded-community/
+├── zh/          (Chinese)
+│   ├── tier-1/  (basic exercises)
+│   └── tier-2/  (intermediate exercises)
+├── am/          (Amharic)
+│   ├── tier-1/
+│   └── tier-2/
+├── ur/          (Urdu)
+│   ├── tier-1/
+│   └── tier-2/
+└── ...
+```
+
+## How to Contribute
+
+We welcome code submissions from native speakers of any language supported by Legesher.
+
+### Submission Requirements
+
+1. **Valid Python** — your code must parse without syntax errors
+2. **Uses Legesher keywords** — write using your language's translated keywords (see [supported languages](https://github.com/Legesher/legesher))
+3. **Include a metadata header** at the top of each file:
+
+```python
+# language: zh
+# exercise: tier-1
+# description: A brief description of what this code does
+```
+
+### How to Submit
+
+**Option A: HuggingFace web UI**
+1. Navigate to the appropriate language folder
+2. Click "Add file" → "Upload files"
+3. Upload your `.py` file(s)
+4. Add a commit message describing your submission
+
+**Option B: Using the CLI**
+```bash
+pip install huggingface_hub
+huggingface-cli login
+huggingface-cli upload Legesher/language-decoded-community ./my_code.py zh/tier-1/my_code.py --repo-type dataset
+```
+
+### Exercise Tiers
+
+| Tier | Difficulty | Examples |
+|---|---|---|
+| **Tier 1** | Basic | Hello world, loops, conditionals, simple functions |
+| **Tier 2** | Intermediate | Data structures, file I/O, classes, error handling |
+
+## Usage
+
+```python
+from datasets import load_dataset
+
+# Load all submissions
+ds = load_dataset("Legesher/language-decoded-community")
+
+# Load a specific language
+ds = load_dataset("Legesher/language-decoded-community", data_dir="zh")
+```
+
+## Related Resources
+
+- **Transpiled datasets**: [Legesher/language-decoded-data](https://huggingface.co/datasets/Legesher/language-decoded-data)
+- **Models**: [Legesher/language-decoded-lora](https://huggingface.co/Legesher/language-decoded-lora)
+- **Legesher project**: [github.com/Legesher/legesher](https://github.com/Legesher/legesher)
+
+## License
+
+Apache 2.0 — all contributions are released under this license.