The task is to run publications through this filter so that Instagram does not block the page!
Create a 7-level monster filter
1. Stage 1: Diffusion initialization — light noise + restoration of the basic structure. Removes all artifacts from phone/camera shooting, creates a "clean" base as if the photo was taken in the brand's studio.
2. Stage 2: GAN texture detailing — the generative network adds branded micro-textures of skin, metal, and fabric. Adversarial training makes it "fool" any detector.
3. Stage 3: Adversarial refinement (first hit on AI) — the discriminator is specifically trained to recognize a "copy," while the generator learns to hide all traces. This is where we hit Instagram's AI agents.
4. Stage 4: Multi-scale color & lighting fusion — synchronization of color and light according to the brand's original campaigns (taking references from their official accounts).
5. Stage 5: Deep adversarial consistency — the second round of adversarial training. Now the network already "knows" all the patterns of AI detectors from 2026 and neutralizes them.
6. Stage 6: Diffusion fine-tuning — final "polishing" with the diffusion model: removes the last microscopic discrepancies, adds natural noise of skin/materials.
7. Stage 7: Final adversarial lock — the last pass through a custom adversarial module. The output photo receives a "digital passport of authenticity" — metadata and pixel footprint that AI reads as 100% original.
