title: Leotsha
emoji: 🎮
colorFrom: blue
colorTo: purple
sdk: docker
pinned: false
tags:
- sepedi
- african-language
- sediba
- datafication
- edu
- game
- cdi
license: agpl-3.0
Leotsha — 7-Mode CDI Datafication Surface
Leotša la Sediba (leotša = millet, a foundational grain crop native to the land) is the public-facing 7-mode datafication game surface of the Sediba AI Sepedi platform — the interactive application layer where people play the 7 mode games that the CDI (Content/Domain Intelligence) layer produced.
Leotsha sits on top of the Leotša la Sediba 7-model CDI/d-acidification layer (the Sepedi-xlvi Content/Domain Intelligence layer held in the leotsha_project repo). It gives end users a Sepedi-native way to interact with and play the datafication modes that the CDI layer produced.
What Leotsha does
- 7 mode games — the interactive datafication surface of the Sediba Sepedi platform. Each mode is a game built on CDI-layer content/domain intelligence produced by the 7-model CDI layer.
- Sepedi-first — the whole surface is Sepedi-native; it is built for Sepedi speakers and Sepedi contexts first.
- An entry point for the broader Sediba AI Sepedi stack — datasets, models (sediba-XLM-R, Zabantu Nso sentiment), and the CDI training pipeline feed into the 7 modes.
The 7 modes
The Space exposes the 7 modes of the CDI datafication layer as interactive games. These 7 modes are the product of the 7-model CDI/d-acidification layer held in leotsha_project; Leotsha is the surface that makes them playable on the internet.
Morutabana Domain — Teacher/Class Enrollment
The Morutabana Domain is the teacher/class enrollment layer within the leotsha platform. It is where:
- Teachers enroll their classes — each class gets a unique code.
- Learners join via class code — students get their class login details from the teacher, then join the class on the platform.
- Students participate with classmates — learners engage with fellow classmates, and can complete with other students and classes across the leotsha platform.
- Teachers upload their own Sepedi material — short story books, poems, long texts, and other Sepedi content that the teacher wants their learners to engage with.
- Material syncs to the game modes — the uploaded material feeds into the 7 mode games, which in turn train the EduIntel pipeline and the overall SepediLM.
This closes the loop: teacher-created content → game modes → EduIntel training → SepediLM improvement — all within the Morutabana Domain of the leotsha platform.
The Sediba stack
| Layer | Component | Where |
|---|---|---|
| Application / game layer | Leotsha (this Space) — 7-mode datafication surface | huggingface.co/spaces/Sediba-AI/leotsha |
| CDI / model layer | Leotša la Sediba (conversational Sepedi) + sediba-XLM-R (MLM) + 7-model CDI layer | held in leotsha_project repo + Sediba vaults |
| Data layer | Sepedi training corpora + Sepedi-xlvi datasets | huggingface.co/datasets/Sediba-AI/sepedi-training-v1 |
Model family context
| Model | Role | Status | Where |
|---|---|---|---|
| sediba-XLM-R | Masked-language Sepedi NLU anchor | Shipped | Sediba-AI/sediba-XLM-R on HF |
| Leotša la Sediba | Conversational Sepedi (RLHF tier) | Pending — publication holds until 1B+ base tier | Sediba vaults; HF publication pending |
| SedibaLM V7 | QLoRA experiment: Qwen2.5-1.5B + custom Sepedi vocab | In training (Kaggle trail) | Kaggle: sedibaai/sedibalm-v7-sepedi-qlora |
Leotša la Sediba and SedibaLM V7 are not published under this Space's model references. They are tracked separately in Sediba's vaults and training pipeline.
Status
This Space is the 7-mode CDI datafication surface in public — the application-layer game surface that Leotsha (the 7-model CDI layer) owns. The underlying models are at different stages: sediba-XLM-R is shipped; Leotša la Sediba publication holds until the 1B+ base tier is reached; SedibaLM V7 is in training on the Kaggle trail.
Built by Sediba AI | Mankweng, Limpopo.