Bridging the gap between strategic technology management and deep-level system engineering.
I am a Management Information Systems (MIS) student focusing on practical cybersecurity, network traffic analysis, and Python C-level performance optimizations. I thrive on analyzing complex architectures, identifying hidden bottlenecks, and engineering solutions that deliver measurable performance gains.
- 🔭 Currently focusing on: High-throughput packet parsing and hardware-level network optimizations.
- 💡 Engineering Philosophy: Data-driven profiling and benchmarking over speculative optimization.
💻 Languages & Scripting (Click to expand)
🛡️ Cybersecurity & Network Analysis
⚙️ Systems & Version Control
I actively engineer performance solutions for open-source systems that process tens of thousands of network packets per second:
- ⚡ PyPCAPKit (Network Parsing): Eliminated a ~40% execution time bottleneck during packet extraction by implementing a static cache mechanism for dynamically imported
importlibmodules, significantly reducing CPU lock overhead on large PCAP files. - ⚡ Session-Sniffer (P2P Listener): Replaced heavy f-string IPv4 formatting with zero-dispatch overhead
socket.inet_ntoaC-level calls, achieving a ~60% speedup in the packet capture hot path.
