Pppd515mp4 - Extra Quality Updated

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def forward(self, x): """ x: (B, T, in_dim) """ # 1️⃣ Project to hidden dim x = self.proj(x) # (B, T, hidden) # 2️⃣ Positional encoding (simple sin/cos) pos = torch.arange(x.shape[1], device=x.device).float() pos = pos.unsqueeze(0).unsqueeze(-1) # (1, T, 1) x = x + torch.sin(pos) * 0.1 # tiny sinusoid – cheap but effective Running them from a fast internal Solid State

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