Building a custom SERP pipeline
How I moved from manual SERP checks to a structured scrape-and-diff pipeline for SEO experiments. Demo content.
Blog
Notes on SEO, automation, AI, security and building tools.
AI-assisted development without losing control
Practical guardrails for vibe coding: when agents help, when they hallucinate structure, and how I keep diffs reviewable. Demo content.
Automating vulnerability reporting
Drafting a reporting system for authorized security work: templates, severity mapping, and reproducible evidence packs. Demo content.
Programmatic SEO without thin pages
Constraints I use before generating pages at scale: intent clusters, unique data joins, and kill-switches for low-quality output. Demo content.