Data Scarcity

The Voice AI Stack Big Tech Doesn’t Want You to Build

Big tech ignores thousands of languages because they don’t see profit in them. But that neglect is forcing developers to build modular, open-source speech-to-speech stacks that outperform commercial APIs for these communities. Here’s the blueprint for building real-time voice AI for any language—without asking permission.

The Internet Is Quietly Starving AI. And No One’s Talking About It.

Data from SiteStatsDB reveals GPTBot is the most blocked crawler among websites that drive organic traffic. This quiet rebellion—as creators lock out AI to protect their search traffic—is creating a severe data scarcity bottleneck. AI’s next crisis isn’t compute; it’s permission.