| Step | Tech | Notes | |------|------|-------| | Keyword & pattern detection | Custom regex + BERT‑based classifier | Fine‑tuned on platform‑specific community standards. | | Audio censoring | Real‑time audio ducking + beep overlay | Works on the audio stream before it reaches viewers. | | Video blur | OpenCV + GPU shader | Blurs the region where profanity appears in the on‑screen text or gestures. | | Dashboard | Moderation panel for the streamer | Shows timestamps, severity, and “review later” button. |

| Step | Tech | Notes | |------|------|-------| | Data ingestion | Combine Redis heat‑map + analytics logs | Normalise timestamps. | | Clip selection | Simple rule‑engine (top 3 peaks, min 15 s each) | Option to manually fine‑tune. | | Auto‑editing | FFmpeg + AI‑based transition generator | Add intro/outro branding automatically. | | Export options | MP4 (1080p), vertical 9:16, GIF | Direct upload to social APIs. |

Without more context, it's difficult to provide a detailed response, but I can offer some general information:

The INDO18 platform has provided Toket Jembut Zahra with an opportunity to share her creativity, connect with her audience, and grow her online presence. By leveraging this platform, Zahra has been able to reach a broader audience, fostering a sense of community and belonging among her followers.