Tech, Media & Telecom Roundup: Market Talk
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PLOT: Enhancing Preference Learning via Optimal Transport
arXiv:2604.01837v1 Announce Type: new Abstract: Preference learning in Large Language Models (LLMs) has advanced significantly, yet existing methods remain limited by modest performance gains, high computational costs, hyperparameter sensitivity, and insufficient modeling of global token-level relationships. We introduce PLOT, which enhances Preference Learning in fine-tuning-based alignment through a token-level loss derived from Optimal Transport. By formulating preference learning as an Optimal Transport Problem, PLOT aligns model outputs with human preferences while preserving the original distribution of LLMs, ensuring stability and robustness. Furthermore, PLOT leverages token embeddings to capture semantic relationships, enabling globally informed optimization. Experiments across tw
Faceless YouTube Automation with AI: Complete Guide 2026
Faceless YouTube Automation with AI: Complete Guide 2026 How Indians are building ₹20K-₹2L/month YouTube channels without showing their face Why Faceless YouTube is Exploding in 2026 Let's address the elephant in the room: You don't need to be on camera to make money on YouTube. Some of the biggest channels in India—Think School, FinShiksha, Nitish Rajput—prove that content quality beats personality every time. And in 2026, AI tools make it easier than ever to produce high-quality videos without ever turning on your webcam. The Numbers: Top faceless channels in India: 500K-5M subscribers Average RPM (Revenue Per Mille): ₹40-₹300 per 1,000 views Monthly income range: ₹20K-₹2L+ per channel Time to monetization: 4-8 months (with consistent uploads) Best Niches for Faceless YouTube in India (2
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