Beyond Cloud Dependency: The Paradigm Shift Toward Local Execution and Dedicated AI Hardware
As of February 2026, the AI ecosystem is rapidly shifting from cloud-centric models to a decentralized, edge-heavy paradigm. Explore how the integration of llama.cpp into Hugging Face, Sarvam AI’s edge strategy, and OpenAI’s upcoming hardware are redefining the developer's role.