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Text encoder: fine-tuned T5-small → 77-token prompt embedding.
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Video decoder: diffusion-based latent model (3D U-Net) operating at 64×64×16 latent space → up-sampled to 1280×720×300 via ESRGAN temporal variant.
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Audio: separate CLAP-conditioned diffusion generates 48 kHz stereo SFX, auto-synced via cross-modal attention.
UX Optimisations
Progress bar shows perceptual steps (denoising jumps) rather than wall-clock to avoid user abandonment at 80 %. Credit wallet uses Stripe metered billing—user buys 10 credits, consumes 0.8 per 30 s video; partial cent rounding handled with integer ledger to stay PSD2-compliant.
Progress bar shows perceptual steps (denoising jumps) rather than wall-clock to avoid user abandonment at 80 %. Credit wallet uses Stripe metered billing—user buys 10 credits, consumes 0.8 per 30 s video; partial cent rounding handled with integer ledger to stay PSD2-compliant.
Community Hooks
Public API lets creators bulk-generate 100 clips/day; webhooks fire when render finishes so you can auto-upload to YouTube or TikTok.
Public API lets creators bulk-generate 100 clips/day; webhooks fire when render finishes so you can auto-upload to YouTube or TikTok.
Ethics & Safety
Prompt filter blocks NSFW or violence; hash list updated hourly. Watermark is optional and removable via paid tier—keeps platform honest while still rewarding pros.
Prompt filter blocks NSFW or violence; hash list updated hourly. Watermark is optional and removable via paid tier—keeps platform honest while still rewarding pros.
Ready to clone serenity at scale? Hit the docs → aiasmrfree.com

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