class SystemsEngineer:
    def __init__(self):
        self.languages = ["C++ (Buffer Pools, Indexing)", "Python (RAG, Agents)", "Rust (Exposure)"]
        self.infrastructure = ["LangChain", "Vector DBs (LanceDB, Qdrant)", "Docker", "AWS"]
        
        self.current_work = {
            "role": "AI Engineer @ SmatBot",
            "focus": "Optimizing inference latency & shipping agentic workflows"
        }
        
        self.open_source_contributions = [
            "Docling (IBM) - Optimized table detection (BFS/Flood Fill)",
            "LanceDB - Implemented Sync/Async API parity in Python SDK"
        ]

    def current_projects(self):
        return [
            "CMU BusTub (Database Internals Implementation)",
            "High-Throughput RAG Ingestion Pipeline",
            "Autonomous Content Agent (LangGraph + Map-Reduce Architecture)"
        ]

    def challenge(self):
        return "Building database internals and reducing hallucination rates in production."