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2 posts tagged with "Automation"

Automation

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Building SceneFlow: The Intelligent Video Cutter

· 9 min read
Aman Kumar Singh
Software Engineer Intern
TL;DR:

SceneFlow isn't just a video cutter, it's an intelligent editor. By combining signal processing with Multimodal AI, it finds the perfect cut points, ensuring your videos never end with awkward freezes, mid-sentence chops, or blinking eyes.

If you've ever worked with AI-generated videos, you know the problem. The content is great, but the endings are... weird. The avatar freezes, stares blankly into the soul of the viewer, or cuts off mid-breath.

Notice the awkward movement of the subject at the end of this AI-generated video

To make these videos production-ready, you have to manually trim that awkward tail. For one video, it's fine. For 1,000 personalized outreach videos? It's a nightmare.

We wanted to automate this. But simple tools like ffmpeg or basic silence detectors aren't enough. They don't "see" the video. They don't know if an avatar's face looks unnatural.

So we built SceneFlow.

Building a LinkedIn Scraper (and Turning It Into an MCP Integration)

· 6 min read
Aman Kumar Singh
Software Engineer Intern
TL;DR:

We recently built a LinkedIn scraping tool that can extract profiles, company data, and connections without getting flagged.
Sounds simple, right? Well, three weeks and countless "unusual activity detected" warnings later, We learned that scraping LinkedIn is less about parsing HTML and more about outsmarting their anti-bot systems.

Full source code: github.com/vertexcover-io/linkedin-spider