Blog
Technical SEO, GEO/AEO and Python development — notes from practice, no fluff.
16 posts
Five AI Agent Protocols in 2026: What to Ship Now and What Can Wait
llms.txt, OKF, ARD, MCP, UCP — a guide to the protocols deciding whether an AI agent finds you, connects to your data, and buys from you. Simple to complex, with a table and recommendations.
PythonGoogle's Former Chief Scientist Just Described Orakul Architecture
Orakul is a platform for a team of AI agents that installs on the client's own server and takes over part of the work usually done by hired staff: sales, support, paperwork. Jeff Dean, Google's former Chief Scientist, said in a recent Y Combinator interview what actually decides the fate of AI products — not the model, but the tools, memory, and orchestration built around it. We didn't rewrite Orakul after this interview. That architecture was already there. Google just signed off on the blueprint we'd already built the house from.
AEOYesterday: Keywords. Today: LSI. Tomorrow: Intent?
Google patented search that doesn't end at the results page: the session waits in the background until an answer exists. See what it means for your content.
AEOGoogle Patented Trust: The Content Brief That Survives the Next Core Update
Google's patent computes Author Score as math. Here's what that means for a copywriter brief — rewritten live, for a real published page.
GEOWhere to Find an E-E-A-T Expert: I Built One — and Google Believed It in Two Months
A virtual expert backed by real practice: within two months Google AI answered by his name. The method, the rhythm and the platforms — repeat it yourself.
SEOHow to Write a Meta Description That Google Will Use
Google now builds snippets on the fly — CTR drops follow. The data-nosnippet trap and a recipe for a meta description Google will use: check your pages.
AEOChatGPT has already been to your website. And left to quote a competitor
How does ChatGPT choose which sources to cite, and why does it prefer your competitors even if your content is superior? Two 2026 studies analyzed ChatGPT's internal network traffic and how AI agents "see" web pages. It turns out that AI values machine-readability and web accessibility (the Accessibility Tree) over beautiful design. Read our detailed breakdown of ChatGPT's logs and a practical checklist on how to optimize your website for AI agents.