As part of my work, I closely study the strategies of SEO experts and take notes. There are many notes. This year, I decided to turn them into articles - each designed to help small companies understand what they actually need from the approaches proposed by specific SEO experts. I
For engineers and product tech leads who want to understand why Gemini 3 performs so well in visual reasoning and what this means for AI system architecture. Introduction Something unusual is happening in real-world tasks: models of roughly the same "size" and training era were trained on similar
Why long-running coding agents degrade over time - and how controlled forgetting makes them smarter Introduction: the hidden failure mode of long-running agents If you run a coding agent on the same project for weeks, something subtle but destructive happens. The chat history slowly turns into a massive few-shot database: