# Pseudocode / architecture

import yt_dlp from youtube_comment_scraper import get_comments import re import ffmpeg

def extract_timestamp_comments(video_url): comments = get_comments(video_url) # or use YouTube API timestamp_pattern = r'(\d1,2):(\d2)(?::(\d2))?' hits = [] for c in comments: match = re.search(timestamp_pattern, c['text']) if match: seconds = parse_to_seconds(match.group()) hits.append( 'time': seconds, 'likes': c['likes'], 'text': c['text'] ) return hits

def cluster_hotspots(timestamps, window=15): # group timestamps within 'window' seconds # score each cluster by sum(likes) + comment_count return ranked_clusters

def cut_video(video_url, start_sec, duration=15): # download video (or use direct URL + ffmpeg) # output clip.mp4 pass


Go to YouTube and find the video containing the clip you want. Click the address bar and copy the full URL (e.g., https://www.youtube.com/watch?v=dQw4w9WgXcQ).

Once you download the hot cut, use a free editor (DaVinci Resolve or Clipchamp) to reverse the footage. Reversed speech and backward movements are a massive trend right now.

In the fast-paced world of digital media, consuming full-length videos isn't always efficient. This has led to the popularity of YouTube Cutters—online tools that allow users to trim videos and download specific segments without editing software.

Attention spans are shrinking. If your cut is longer than 7 seconds, you lose 80% of viewers. Use the YouTubeCutter to slice strictly between the setup and the punchline. No intros, no outros.