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AI WORKFLOWS
I build AI systems that data into useful product experiences. The focus is on retrieval, reasoning, evaluation and interfaces that make the model easier to trust.
I am Marvellous Chitenga a developer in Eastern Europe. Over time I have worked on backend and AI systems that move data between services, keep applications stable and make release cycles safer, faster and more reliable. Over the last couple of years my work has centered on Python, AI, ML, & DE
marvellous.system
development console
Selected work
Each case study will focus on the problem, the decisions, the stack, and the outcome.
Support platform for expats with localized content, translation caching, feedback flows, and a Gemini assistant.
View projectExam prep tool that studies past papers, generates likely questions, and helps students practice with AI support.
View projectRAG assistant for uploading files, searching document chunks, and answering questions with Qdrant and OpenAI.
View projectLab
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I build AI systems that data into useful product experiences. The focus is on retrieval, reasoning, evaluation and interfaces that make the model easier to trust.
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I move early ideas into working software quickly that can be tested before they become full products.
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I design pipelines and prediction workflows that collect, process and explain data clearly. The goal is simple: make raw signals useful for decisions, automation, and product feedback.
Tools
Proof
This becomes the home for metrics, certifications, testimonials, shipped products, and career milestones.
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Public GitHub repositories
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Lines of code written across projects
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Hours of hackathon experience