🌍 Masakhane & Lelapa AI

Language & Cognitive Intelligence

LLMs, Prompting, Translation, Coding & Cognitive Automation

Post-Workshop 35 min

Large Language Models (LLMs) like Claude and Gemini are cognitive engines — they don't just process text, they reason, translate, summarize, code, and automate tasks that previously required specialized human expertise. This module covers the full spectrum: from crafting effective prompts to building conversational AI, from translating African languages to "vibe coding" (generating software from plain language descriptions). Whether you're a researcher summarizing papers, a small business owner drafting contracts, or a field worker automating reports, LLMs can amplify your cognitive capacity. "The 4th industrial revolution in Africa cannot take place in English."

LLMs Prompting Claude Translation Summarization Vibe Coding Automation
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Start Guided Lesson

Learn language & cognitive intelligence step by step with narration, interactive theory, and hands-on pipeline activities. Everything you need is inside the lesson — no coding required.

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Already know the basics? Go straight to building language & cognitive intelligence pipelines visually.

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Learning Objectives

What you'll learn in this module

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Sector Applications

How this technology is used across African sectors

Healthcare

Summarize clinical notes, translate patient consent forms into local languages, build triage chatbots, and auto-generate medical intake forms

Education

Generate lesson plans, create adaptive tutoring chatbots, translate learning materials, and build assessment tools with vibe coding

Governance

Summarize policy documents, translate laws into local languages, build citizen service chatbots, and automate permit and compliance workflows

Research

Summarize literature, extract themes from interviews, translate survey instruments, generate analysis scripts, and draft structured reports

Small Business & Blue Collar

Generate invoices, draft contracts, translate business communications, automate inventory tracking, and create simple apps via vibe coding

Software & Vibe Coding

Use LLMs to generate code from natural language descriptions — build dashboards, data pipelines, and prototypes without deep programming expertise

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