Ecosystem
AI Startups' Research Secrecy: Why Developers Must Pay Attention in the Vibe Coding Era
As AI startups reduce research publications and increase secrecy, the opacity of vibe coding tools is fueling developers' loss of code comprehension and technical debt. The transparency of open-source AI is emerging as the only verifiable alternative.