Frekuensi(Hz)
          ▲
   20kHz ─┤  [ Inaudible Pink Noise Injection(-48dBFS) ]
   16kHz ─┤  ............................................... (Spatial Dispersion)
          │         * Peak A(Asli)
   1.2kHz ─┤        /  
          │       /   --> Bergeser via Micro-Pitch(+3 cents) & Notch EQ
   800Hz ─┤      * Peak A' (Terekam Baru)
          │
     0Hz ─┴─────────────────────────────────────────────► Waktu(s)

+-------------------------------------------------------------------+
|  [ Layer 3: Dynamic Procedural Film Grain Overlay(Luma Only) ]   |
|  +-------------------------------------------------------------+  |
|  |  [ Layer 2: Sub-pixel Micro-Zoom(100% -> 101.4% Curve) ]   |  |
|  |  +-------------------------------------------------------+  |  |
|  |  |                                                       |  |  |
|  |  |   [ Layer 1: Base Canvas + Micro-LUT Color Grade ]    |  |  |
|  |  |              (YUV420p Sub-sampling Matrix)            |  |  |
|  |  |                                                       |  |  |
|  |  +-------------------------------------------------------+  |  |
|  +-------------------------------------------------------------+  |
+-------------------------------------------------------------------+

#!/usr/bin/env python3
"""
Production-grade Video De-duplication Engine
Applies sub-perceptual visual perturbation & acoustic phase shifting.
"""

import subprocess
import os
import random

def build_anti_fingerprint_pipeline(input_path: str, output_path: str, seed: int = None):
    if seed:
        random.seed(seed)
    
    # Randomize micro-perturbations within safe human-perception thresholds
    zoom_factor = random.uniform(1.012, 1.018)
    x_drift = random.randint(2, 5)
    y_drift = random.randint(2, 5)
    grain_intensity = random.uniform(0.015, 0.025)
    pitch_cents = random.choice([-3.5, -2.0, 2.0, 3.5])
    tempo_ratio = random.uniform(0.992, 1.008)
    
    # 1. Visual Complex Filterchain
    # - Scale/Crop with micro-zoom (Ken Burns effect)
    # - Subtle procedural luma noise (Film grain)
    # - Color channel drift (Gamma & Temperature shift)
    v_filters = [
        f"scale=iw*{zoom_factor}:ih*{zoom_factor}:flags=lanczos",
        f"crop=iw/{zoom_factor}:ih/{zoom_factor}:{x_drift}:{y_drift}",
        f"noise=alls={grain_intensity*100}:allf=t+u",
        "eq=gamma_r=1.015:gamma_b=0.985:saturation=1.02:contrast=1.01",
        "format=yuv420p"
    ]
    
    # 2. Audio Complex Filterchain
    # - Pitch adjustment via rubberband / asetrate (preserving formant)
    # - Dynamic narrow-band EQ Notch
    # - Sub-audible dither injection
    a_filters = [
        f"rubberband=pitch={1.0 + (pitch_cents / 1200)}:tempo={tempo_ratio}",
        "equalizer=f=3200:width_type=q:width=12:g=-1.2",
        "equalizer=f=5800:width_type=q:width=10:g=1.0",
        "anoisesrc=d=0.1:c=pink:r=48000:a=0.00004[noise];[0:a][noise]amix=inputs=2:duration=first:dropout_transition=0"
    ]
    
    cmd = [
        "ffmpeg", "-y",
        "-i", input_path,
        "-filter_complex", f"[0:v]{','.join(v_filters)}[outv];{','.join(a_filters)}[outa]",
        "-map", "[outv]",
        "-map", "[outa]",
        "-c:v", "libx264",
        "-preset", "fast",
        "-crf", "18",  # High fidelity visual output
        "-maxrate", "8000k",
        "-bufsize", "16000k",
        "-c:a", "aac",
        "-b:a", "192k",
        "-ar", "48000",
        "-movflags", "+faststart",
        output_path
    ]
    
    print(f"[*] Processing: {input_path} -> {output_path}")
    result = subprocess.run(cmd, stdout=subprocess.PIPE, stderr=subprocess.PIPE)
    
    if result.returncode != 0:
        raise RuntimeError(f"FFmpeg pipeline failed:\n{result.stderr.decode('utf-8')}")
        
    print("[+] Render Complete. New Perceptual Signature Applied Successfully.")

if __name__ == "__main__":
    # Example execution
    input_video = "raw_campaign_asset.mp4"
    output_video = "distributed_asset_variant_a.mp4"
    
    if os.path.exists(input_video):
        build_anti_fingerprint_pipeline(input_video, output_video, seed=42)

┌─────────────────────────────────────────┐
                  │        Developer / Agency App           │
                  └────────────────────┬────────────────────┘
                                       │ (REST / Webhook)
                                       ▼
                  ┌─────────────────────────────────────────┐
                  │      AiStudio.id API Gateway            │
                  │   - Authentication & Rate Limiter       │
                  │   - Dynamic Asset Matrix Generator      │
                  └────────────────────┬────────────────────┘
                                       │
            ┌──────────────────────────┴──────────────────────────┐
            ▼                                                     ▼
┌───────────────────────┐                             ┌───────────────────────┐
│ Cloud Rendering Node A│                             │ Cloud Rendering Node B│
│  - Spatial Transforms │                             │  - Acoustic Modulator │
│  - Micro-LUT Filters  │                             │  - Spectrogram Jitter │
└───────────┬───────────┘                             └───────────┬───────────┘
            │                                                     │
            └──────────────────────────┬──────────────────────────┘
                                       │
                                       ▼
                  ┌─────────────────────────────────────────┐
                  │     Clean CDN Ingestion Asset URL       │
                  │ (Direct Delivery to TikTok/IG/YT APIs)  │
                  └─────────────────────────────────────────┘

{
  "action": "media.process_variant",
  "source_url": "https://storage.client.com/master_reel_01.mp4",
  "pipeline_profile": "stealth_dispersion_v2",
  "parameters": {
    "visual_perturbation": {
      "ken_burns_jitter": true,
      "luma_noise_ratio": 0.02,
      "dynamic_lut": "cinematic_warm_drift"
    },
    "audio_perturbation": {
      "pitch_cents_offset": 3.0,
      "harmonic_notch_q": 10,
      "sub_pink_noise": true
    }
  },
  "webhook_url": "https://api.client.com/webhooks/video_ready"
}