01 / 04 In progress
Claims · Agents · RAG
Insurance AI Platform
An AI-assisted claims workflow that grounds recommendations in policy documents and leaves consequential decisions with people.
Project overviewSenior Software Engineer
AI Engineering · Full Stack · Cloud
Building production-ready AI systems.
I’m Xolani Masuku, a software engineer with 10+ years of experience across frontend, backend and cloud. Now I’m focused on AI applications, retrieval and agents built for real use.
Field note / 001Applied AI
System outline01—04
Question→Retrieve
& reason→Checked
answer
& reason→Checked
answer
Evidence inHuman in the loop
Currently exploring reliable AI workflows
Tools I work with
PythonFastAPIReactNext.jsLLMsRAGLangGraphPostgreSQLAWSDocker
Selected work / in progress
Projects with a point of view.
Small, focused systems that show how I think about building AI features for the real world.
02 / 04 In progress
Retrieval · Search · Citations
Production RAG
A document question-answering service built around traceable retrieval, useful citations and measurable answer quality.
Project overview03 / 04 In progress
Orchestration · Tools · MCP
Agent Workflows
A workflow lab for routing work across focused agents, typed tools and explicit human approval steps.
Project overview04 / 04 In progress
Quality · Regression · Observability
AI Evaluation Framework
A practical test harness for retrieval, citations, structured outputs and tool selection across changing prompts and models.
Project overviewCurrent focus
Make the clever part dependable.
Building reliable AI applications means bringing together language models, structured outputs, retrieval, agents, evaluation, security and cloud infrastructure.
LLM applicationsRAGAI agentsMCPEvaluationAI security
Engineering toolkit
Depth across the stack.
AI engineering
LLMs · RAG · agents · LangGraph · MCP · evaluation
Application engineering
Python · FastAPI · TypeScript · React · Next.js
Data & infrastructure
PostgreSQL · pgvector · Redis · AWS · Docker
A foundation in software
Experience before the hype.
More than a decade building and maintaining software across frontend, backend and cloud. Now applying that engineering discipline to AI systems that people can understand, trust and operate.
10+years building
Notes from the work
Latest articles.
01 / NOTES
The first field notes are taking shape alongside the projects. Check back soon.
Open to good conversations