I am an AI engineer & Pharmacy student building practical tech solutions to improve healthcare delivery, support clinical decisions, and drive real-world impact. My goal is to design and implement intelligent, patient-centered healthcare systems.
def build_ai_stack(task: str) -> dict:
"""
Given a task, returns the right AI stack.
"""
if task == "RAG pipeline":
return {
"retrieval": "LlamaIndex + ChromaDB",
"orchestration": "LangChain",
"evaluation": "RAGAS",
"tracing": "LangSmith",
}
elif task == "multi-agent system":
return {
"graph_engine": "LangGraph",
"memory_store": "ChromaDB",
"tool_protocol": "MCP",
"monitoring": "LangSmith",
}
elif task == "workflow automation":
return {
"orchestrator": "n8n",
"llm_layer": "LangChain",
"data_pipeline": "Python + Pandas",
}
elif task == "ML experiment":
return {
"modeling": "Scikit-Learn",
"numerics": "NumPy + Pandas",
"nlp": "spaCy",
"visualization": "Matplotlib",
}
elif task == "deploy to users":
return {
"ui": "Streamlit",
"container": "Docker",
"vcs": "Git & GitHub",
"editor": "VSCode",
}