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SEO
Technical SEO
Rendering
Server side rendering vs Client side rendering (SSR vs CSR) in SEO
GRAPHICS: https://codepen.io/alwayswannaflyyy/full/xbZJVGG 1. Topic Overview & Core Definitions Web rendering refers to the process by which a web page's content is assembled and displayed in a user's browser. The choice of rendering strategy profoun...
Deep Research
Information Retrieval
Information Retrieval for Search Engines: A Deep Dive Curriculum Guide
:::info Research Cost Breakdown Total Cost: $0.0052 Token Usage: Input Tokens: 5,413 Output Tokens: 15,880 Total Tokens: 21,293 Cost by Phase: Brief: $0.0002 (670 tokens) Queries: $0.0001 (839 tokens) Findings: $0.0005 (2,622 tokens) News: $0.0002 (893 toke...
Hierarchy
GPT Hierarchy
Naming + ID system for your KB (so it stays scalable) Use stable IDs like T0.2.3 (topic) + optional type suffix: C Concept (explain) S Skill (do) P Procedure / SOP (repeatably do) D Diagnostic (debug) M Metric (measure) A Artifact...
Gemini Hierarchy
🗺️ The SEO Epistemology: Master Knowledge Hierarchy 1.0 THE AXIOMATIC LAYER: Information Retrieval & Web Protocols Before one can optimize, one must understand the environment in which optimization occurs. 1.1 Information Retrieval (IR) Science ...
bm25
:::info Research Cost Breakdown Total Cost: $0.0035 Token Usage: Input Tokens: 5,372 Output Tokens: 10,369 Total Tokens: 15,741 Cost by Phase: Brief: $0.0001 (513 tokens) Queries: $0.0001 (707 tokens) Findings: $0.0004 (2,959 tokens) News: $0.0002 (880 toke...
What is TF-IDF - Term frequency inverse document frequency
Written on: 2025-12-16 03:56:38 1. Topic Overview & Core Definitions TF-IDF (Term Frequency-Inverse Document Frequency) is a statistical measure used in information retrieval and text mining to evaluate how important a word is to a document within a corpus (a...
WordPress Development
New Page
PHP
Elementor Plugin & Theme
Analytics & Tracking
Data Analysis
A/B Testing for SEO
A/B Testing for SEO: The Definitive Knowledge Base Article 1. Topic Overview & Core Definitions What it is: A/B testing for SEO, often referred to as SEO split-testing or experimentation, is a scientific methodology used to determine the causal impact of spec...