AI Beyond LLM

20251222

LLMs as we know them are already on their way out. In this video, I break down five breakthroughs that will redefine AI over the next 18 months: Diffusion LLMs (with Stanford’s Stefano Ermon), Power Attention for massive context, hidden/latent-space thinking and private chains of thought, Google’s Nested Learning for continual learning, and the most … Read more

Subdomains vs Subdirs for Ranking, Discovery and Citation in Light of AI

Excellent question — it is absolutely right to reframe this in the context of AI-driven search and ranking systems (Google’s SGE, Bing Copilot, Perplexity, etc.). In this new era, the SEO calculus between subdomain vs subdirectory changes significantly.Here’s a modern, AI-aware evaluation: 1. AI systems are far less “domain-centric” than legacy search Traditional SEO rewarded … Read more

Google Preferred Sources HOWTO 1 Oct 2025

Google launched a feature called Preferred Sources in the U.S. and India.* It lets people select the publishers they want to see more often in search. Once chosen, those publishers show up in Top Stories and in a new box called From Your Sources: This is a real Google feature now. It’s called Preferred Sources, … Read more