2025 is a breakout year for PC-based AI, with small language model (SLM) accuracy doubling from 2024 levels and closing the gap with cloud LLMs. Popular developer tools like Ollama, ComfyUI, and llama.cpp have seen user growth double, while model downloads increased tenfold. At CES, NVIDIA announced significant upgrades for GeForce RTX, RTX PRO, and DGX Spark devices. These updates provide the necessary performance and memory bandwidth to accelerate generative AI workflows directly on consumer hardware.

Specifically, the hardware advancements enable high-fidelity 4K AI video generation, a task previously limited to cloud infrastructure. This shift democratizes content creation, allowing developers and creators to run complex models locally without latency or subscription costs, signaling a major move toward decentralized, on-device AI processing.