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This is the most hardware-intensive part. The AI studies both faces simultaneously, learning how to map the Source’s features onto the Destination’s expressions and lighting.
The technology itself is powerful and can be used for legitimate creative and entertainment purposes. However, the same capabilities that make it entertaining also make it dangerous when wielded maliciously. The rise of deepfake technology has fundamentally challenged our collective assumption that "seeing is believing".
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The same tools are frequently used to create non-consensual explicit content or political misinformation (Deepfakes). This is the most hardware-intensive part
: Always clearly label modified videos with watermarks or disclosures indicating the media is AI-generated.
: Full integration with Microsoft's DirectML API, enabling cross-vendor GPU acceleration (NVIDIA, AMD, and Intel) without strict CUDA restrictions. However, the same capabilities that make it entertaining
Usually an NVIDIA card with significant VRAM (8GB+) to handle the complex math required for neural network training.