📝 SilkGeo Blog

The Post-Transformers Era: Is Mamba Rethinking Long-Context Efficiency? 导读 ：As the dominance of Transformers faces scrutiny regarding linear scaling and inf

The Agentic Leap: Why Autonomous AI Workers Are Redefining Enterprise Efficiency This Week 导读 ：The recent transition from passive chatbots to autonomous AI

The End of Keywords: How Generative AI is Rewriting Search and Killing the Click 导读 ：As Google expands AI Overviews and Microsoft integrates Copilot into Bi

Google's AI Overviews Shift SEO: Adapting to the New GEO Era 导读 ： As Google’s AI Overviews reshape the SERPs, industry experts are divided on the path forwa

Traditional SEO is failing because it optimizes for lists, not trust. Learn how to shift your strategy to Generative Engine Optimization (GEO) by focusing on entity definition, citation accuracy, and structured data.

AI Search Just Crossed the Credibility Threshold: OpenAI, Perplexity, and the 5% Hallucination Benchmark 导读 ：OpenAI、Perplexity 与斯坦福 HAI 实验室的新一轮发布，将 AI 搜索的可信

Real data from my audits shows traditional SEO is dying. Here’s what actually works: GEO, first-party data, and hybrid human-AI workflows.

I broke 5 top rank trackers to find the truth. Here is the data on proxies, SERP features, and why most of your ranking alerts are lies.

Regulatory changes are now direct ranking factors. This guide covers the practical impact of AI laws on SEO, from disclosure strategies to trust signals.

keyword research methods

I stopped chasing keywords for GEO. Here’s what actually moved the needle.

How I reversed a 34% traffic drop after the March 2024 core update using a 14-day forensic checklist — from competitor signal analysis to AI citation recovery.