About — Recursive AI SEO Framework & Symbolic Content Architecture

Conceived outside the Grace of God;

Devoured by Sin;

Hello, my name is Andrew.

It's nice to meet you!

About Portrait

This site documents a personal system for applying machine learning to content strategy and SEO, tested through a body of grotesque, surreal, and technically experimental (but otherwise shitty) artwork.

It is not a product or service.
It is a working environment—used to develop, test, and deploy a methodology across real pages.


🔷 What This Site Is

A modular, content-driven website that demonstrates:

  • Programmatic SEO deployment
  • Semantic clustering and internal linking
  • Automated metadata generation
  • Iterative content refinement under real constraints

The artwork is not decoration.
It functions as difficult subject matter, used to test whether the system can extract structure and generate coherence in unstable or unconventional domains.


🔧 Technical Core

  • Reusable Site Structure
    One underlying logic; content and design vary without changing system behaviour

  • Markdown-Driven Content
    Pages are generated from structured files rather than hardcoded layouts

  • Incremental Static Regeneration (ISR)
    Content updates dynamically without requiring full redeployment

  • Metadata Automation
    File watchers (e.g. chokidar) generate and update metadata in real time

  • SEO Implementation

    • Topic clustering and entity grouping
    • Programmatic internal linking
    • Automated metadata derived from LLM summarisation

🧠 Methodological Framework

The system is built around a personal methodology referred to as Emergent Structural Mapping (ESM).

Its function is to:

  • Extract structure from noisy or unorganised inputs
  • Identify redundancy, suppression, and adjacency
  • Apply pressure through iteration and recompression
  • Retain only what remains coherent under constraint

Outputs are treated as artefacts under pressure, not final answers.

This methodology is applied across all pages on the site.
Documentation and implementation examples are available throughout the project.


🎨 Artistic Context

  • Themes: grotesque surrealism, digital decay, semantic corruption, pop horror
  • Mediums:
    • AI-enhanced mass drawings
    • Procedural Houdini systems
    • Symbolic alphabets
    • High-contrast, jarring colour palettes

The artwork exists to introduce instability, ambiguity, and resistance—conditions where structure must be actively constructed rather than assumed.


📦 What This Site Produces

  • A live demonstration of automated SEO deployment
  • Applied LLM workflows for:
    • Semantic clustering
    • Consumer signal extraction
    • Content optimisation
  • An art archive
  • A research log documenting system behaviour
  • A template for future topic-specific sites

🧱 Positioning

This is not a traditional portfolio.

It is a procedural artefact that integrates:

  • Design logic
  • Research methodology
  • Symbolic and aesthetic systems
  • Technical deployment infrastructure

Each page is both output and test case.