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AI Tools
The Modern AI Ecosystem – Tools diagram presents the modern AI landscape as a collection of i...
AI Factory Stack
The AI Factory Stack illustrates the key components required to transform a general-purpos...
AI Layers
The diagram presents AI as a progression of interconnected layers, from traditional rule-based s...
What is Agentic AI?
Agentic systems are AI systems that can: ● Maintain internal state ● Plan and decompo...
Design Principles
Control > Convenience: Explicit systems outperform hidden automation. Context > Prompting: Prompt...
Executive Summary
Agentic RAG systems combine: ● Reasoning models ● Retrieval systems ● Tool use...
PART II — DESIGN THE DATASET
5. Choose Scripted vs Unscripted Collection 5.1 Scripted Collection Participants read prepared se...
PART I — BEFORE YOU COLLECT ANYTHING
1. Define Why You Are Collecting Voice Data Before recruiting anyone, answer: 1.1 What will the d...
How to Use this Playbook
This playbook is for anyone who wants to collect voice data in an African language, whether the p...
Module 1: Introduction to AI Safety
Module Overview Artificial intelligence is transforming industries, improving service delivery, a...
Safety by Design: Guidance for AI Bot Builders
A THiNK AI Safety Resource for Innovators and AI/ML Developers Introduction AI bots are increasin...
About This Playbook
Kenya is rapidly embracing artificial intelligence (AI) as a driver of innovation, economic grow...
Purpose
This Standard Operating Procedure (SOP) establishes a standardized process for managing the entir...
Phase 4 – Project Infrastructure Development (Weeks 2–6)
Objectives Build the systems required to manage implementation effectively. Activities Develop th...
Phase 3 – Team and Resource Planning (Weeks 2–8)
Objectives Ensure the necessary people, tools, and resources are ready before implementation begi...
Phase 6 – Pre-Launch Activities (Final 1–2 Weeks Before Project Start)
Objectives Confirm implementation readiness across all project functions. Activities 1. Conduct a...
Phase 5 – Compliance and Reporting Setup (Weeks 4–8)
Objectives Ensure all ethical, legal, and reporting requirements are met before implementation. A...
Phase 2 – Administrative and Financial Setup (Weeks 1–4)
Objectives Establish the administrative, financial, and contractual foundations necessary for imp...
Phase 1 — Immediate Response (Days 0–7)
Objectives Understand the terms of the award. Confirm acceptance requirements. Notify all r...
Objective
The period between receiving an award notice and receiving funds should be treated as a Project R...