naikas82

I used GenAI to create an audio summary of several YouTube videos, incorporating transcripts and key points from the content. The final output is an audio overview that sounds like a human summarizing the videos.

Before uploading this to the internet, I’m wondering about potential intellectual property (IP) concerns. Specifically:

- Does summarizing YouTube videos (without using direct quotes) count as fair use? - If the AI-generated summary is transformative, does it reduce legal risk? - Would citing the original video creators help, or do I need explicit permission? - Are there any known cases where platforms like Spotify or YouTube took action against AI-generated summaries?

I’d love to hear from anyone with experience in copyright law, content creation, or platform policies.

I see a rising trend to hire MBA grads for product management roles. As one matures in a PM role, is it important to do an MBA to advance in more executive type of roles e.g. Head/Director or Product Management? Is it a company or industry-specific culture? What is your take?

I noticed that I don't read the entire news article anymore. I look for most important details, but they are scattered and not always crisp. I have looked around for APIs and toolboxes. They aren't at par with what ML stacks (NLP/BERT/Deep Learning) has to offer. Can anyone suggest what is the best package/tool/API to do summarize news articles, say in 5 bullet points.

I noticed that I don't read the entire news article anymore. I look for most important details, but they are scattered and not always crisp. I have looked around for APIs and toolboxes. They aren't at par with what ML stacks (NLP/BERT/Deep Learning) has to offer. Can anyone suggest what is the best package/tool/API to do summarize news articles, say in 5 bullet points.

In my recent discussion with my manager, I was told about the "usual" (aka Inc.com, Glassdoor, etc.) rules of promotion. Be visible, prepare your case, share results. I find them odd, especially confusing. Should I work the rules out or do my job? Do I spend time in my function, or keep promoting my work internally. Why can't you just do your job, instead of wasting time in self-promotion. That way the odds are lesser, are't they?