Locally-hosted English literacy scaffolding for ages 5-9 with LLM prompts, Kenya CBE aligned
# English Literacy 1
> *Locally-hosted English literacy scaffolding for children ages 5–9 in English-speaking African nations. 30 testable LLM prompt modules aligned to Kenya CBE (Competency-Based Education) standards, designed for low-resource environments with incremental I-do / We-do / You-do learning stages.*
## Problem
Many English-speaking African nations face persistently low literacy rates. Traditional resources — textbooks, trained teachers, structured curricula — are scarce. This project provides a **locally hostable, LLM-driven tutoring system** that can run on modest hardware (Raspberry Pi, Jetson, or offline laptop) and scaffold reading skills from letter sounds through paragraph-level fluency.
## Audience
- Ages 5–9 (Lower Primary, Kenya CBE aligned)
- Students with limited prior English exposure
- Schools, community learning centers, or home study with a single device
## Structure
| Tier | Modules | Ages | Focus |
|------|---------|------|-------|
| Foundational | 01–06 | 5–6 | Phonemic awareness, letter sounds, sight words |
| Emergent | 07–14 | 6–7 | CVC blending, simple sentences, picture matching |
| Developing | 15–22 | 7–8 | Consonant blends, sequencing, wh-questions, fluency |
| Expanding | 23–30 | 8–9 | Multi-syllable decoding, inference, main idea, paragraph writing |
## CBE Alignment
All modules map to Kenya CBE Primary strands:
- **Listening and Speaking** — phonemic awareness, oral retell
- **Reading — Phonics and Word Analysis** — letter sounds, blending, digraphs
- **Reading — Vocabulary and Fluency** — sight words, passage reading
- **Reading — Comprehension** — prediction, sequencing, inference, main idea
- **Writing — Conventions and Composition** — dictation, sentence building, paragraphs
- **Critical Thinking and Problem Solving** — compare/contrast, cause/effect, character motivation
## Scaffolding Design
Every module follows the **incremental 3-stage scaffold**:
1. **I do** — Tutor models the skill (sound, word, strat …