At Code Class 2026, Ethan (Yuanming) Hu, Founder and CEO of Meshy AI, gave a talk titled "The 500-Day Countdown to AGI." In his view, the most consequential changes of the AI era are not confined to model capability itself. They are also rewriting how founders work, how organizations are managed, and the basic logic by which a founder evaluates technology, deploys talent, and allocates organizational resources.

At Code Class 2026, Zhang Xun, Managing Director of Source Code Capital, delivered a talk titled "Accelerating Exponential Growth". In his view, AI now sits on an exponential curve that is about to turn nearly vertical, while the human brain, shaped by two million years of evolution, is hardwired to underestimate the explosive effects of compounding. At the same time, value is concentrating in an ever-smaller number of companies as the power-law distribution becomes increasingly extreme.

At Code Class 2026, Han Guang, Managing Director at Source Code Capital, who leads the firm's growth-stage and AI-focused investments, delivered a talk titled "Standing at 1769 of the Intelligence Revolution". In his view, this wave of AI is not an extension of the previous revolution in communications, but another revolution in productivity—one in which "intelligence itself" is being industrialized. Scaling laws continue to hold; "one year in AI is like three years in the human world." Given that 68% of the global population of 8.3 billion has yet to use AI, we are not at the peak of this wave—we are in its earliest days.

At Code Class 2026, Sun Weijie, founder of DP Technology, an early portfolio company of Source Code Capital, delivered a talk on "AI for Science." From systematically building the field's underlying infrastructure from the outset to seeing AI for Science become a national strategic priority shared by China, the United States, and Europe in 2025, DP Technology has remained focused on one difficult but necessary task: building a common scientific foundation for research and discovery worldwide.