AI Lab
Where I experiment with what AI can become.
Experiments, prototypes, research, and ideas exploring AI engineering, intelligent systems, automation, and practical applications for Zimbabwe and Africa.
Explore Experiments ↓What I'm exploring
AI Agents
Building systems that can reason, use tools, retrieve information and complete tasks.
AI Engineering
Turning LLM capabilities into reliable software systems.
AI + WhatsApp
Exploring how conversational AI can reach people through platforms they already use.
AI for African Businesses
Finding practical applications of AI for local businesses and entrepreneurs.
AI + Education
Exploring how AI can make technical learning more accessible.
Featured Experiments
01
AI Opportunity Intelligence
An experimental system exploring how AI can identify emerging business opportunities from news, market signals and local problems.
Exploring
- • LLM analysis
- • Information retrieval
- • Opportunity scoring
- • African market intelligence
Stack
02
AI Engineering Copilot
Exploring whether AI can help workers without traditional engineering degrees solve practical engineering problems.
Exploring
- • Domain-specific prompting
- • Tool-use agents
- • Knowledge retrieval
- • Practical guidance
Stack
03
WhatsApp AI Assistant
Exploring how AI-powered services can be delivered through WhatsApp rather than requiring users to learn a new application.
Exploring
- • Conversational AI
- • WhatsApp integration
- • African connectivity
- • Accessibility
Stack
AI should work for the context it is deployed in.
Exploring how AI can serve African users, businesses, and communities - not just replicate solutions built for other contexts.
Agriculture
AI for farmers and agricultural businesses.
Education
AI-assisted learning and teaching.
Small businesses
Automation, customer support, marketing and analytics.
Healthcare
Information and administrative applications.
Engineering
AI assistance for technical workers.
Financial services
Automation and information systems.
How I experiment
01
Question
02
Hypothesis
03
Build
04
Test
05
Measure
06
Learn
Questions I'm trying to answer
Can AI make advanced technical knowledge accessible to workers without formal engineering degrees?
How can AI products work effectively on unreliable internet connections?
What does useful AI look like for a small business in Zimbabwe?
How can African developers build AI products without massive infrastructure budgets?
Tools I experiment with
LLMs · AI Agents · RAG · Python · FastAPI · PostgreSQL · Vector Databases · APIs · Automation · WhatsApp · Cloud Infrastructure
All Experiments
WhatsApp AI Assistant
Exploring how AI-powered services can be delivered through WhatsApp rather than requiring users to learn a new application.
AI Engineering Copilot
Exploring whether AI can help workers without traditional engineering degrees solve practical engineering problems.
AI Opportunity Intelligence
An experimental system exploring how AI can identify emerging business opportunities from news, market signals and local problems.
Have an interesting AI problem?
I'm interested in practical AI applications, ambitious experiments, and problems worth exploring.
Let's explore it →