Blog
Technical SEO, GEO/AEO and Python development — notes from practice, no fluff.
2 posts
Chris Green Built a Chrome Extension for This. In Orakul It's Just Text
On September 30, Chris Green wrote in Search Engine Journal that not every SEO task needs a frontier model: exact operations belong in code, light interpretation in a small local model, and the expensive frontier model should be called only for judgment. I built a product on exactly that principle. Here's how the same architecture gets assembled in text, with no code, and where my stack falls short of his design.
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.