Natsuhan

Key Skills

Freelancer Overview

I am a computer engineering undergraduate with hands-on experience in building and operating AI-driven systems, including multi-agent workflows and automation pipelines. I have practical exposure to evaluating and debugging AI outputs through real-world projects involving LLM integration (DeepSeek, Claude, and other APIs), system orchestration, and prompt-driven interactions. My experience includes analyzing model behavior, identifying failure modes in multi-instance environments, and iterating on system design to improve reliability and output consistency. My technical background includes Python, C, Linux/WSL, Shell scripting, and Git, combined with extensive use of AI tools for development and experimentation. I have contributed to open-source projects by reporting and analyzing production-level bugs, supported by log-level debugging and system tracing. I am comfortable working in English environments and remote workflows, and I bring a strong engineering mindset focused on reasoning, structured problem-solving, and AI system evaluation. I also have additional experience in hardware-related projects, which strengthens my understanding of full-stack system integration.

Education

Work History