AI helps, accelerates and amplifies… but it does not decide for you. Here’s the system I use to avoid outsourcing my judgment to tools that are brilliant at predicting words, not …
Language models look magical, but they work like obsessive bakers: they mix patterns, repeat recipes and predict what comes next. Understanding this changes everything.
When the environment becomes complex, tactics stop being enough. Thinking in systems becomes a way to make better decisions.
In an environment shaped by language models and generated answers, authority can’t be forced: it’s built over time, through coherence and judgement.
When answers no longer generate clicks, measuring SEO impact requires a shift in mindset, not just in metrics.
Three years after ChatGPT’s public release, a professional reflection on SEO, language models, and learning again.