Leotsha — 7-Mode CDI Datafication Surface

Leotsha (Leotsa la Setshaba) 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 Leotsa la Setshaba 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.

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	Leotsa la Setshaba (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
Leotsa la Setshaba	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

Leotsa la Setshaba 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; Leotsa la Setshaba publication holds until the 1B+ base tier is reached; SedibaLM V7 is in training on the Kaggle trail.

Built by Sediba AI | Mankweng, Limpopo.