Phanvic is a dedicated AI research lab founded by Junyu Huo and Zihao Wan, who recognized a gap between powerful language models and practical AI solutions for real-world challenges. The company focuses on uncovering the fundamental principles of intelligence and responsibly developing agentic AI systems that deliver beneficial outcomes for humanity. Phanvic transitioned into a specialized research organization committed to translating deep AI insights into applications in education and enterprise. Their inaugural project analyzed AI agents' software engineering discourse, highlighting differences from human developer communities. Partnering with OVHcloud has strengthened infrastructure support for their experiments and deployments. Always seeking collaboration, Phanvic aims to advance beneficial intelligence through a research-first, safety-conscious approach that bridges foundational theory and practical impact.