*SEO Week day 1 thought #8.*

Andrea Volpini

Bigger context windows create deeper model reasoning, not just “more text.” Techniques like Google DeepMind’s TurboQuant compress the model’s internal scratch pad (the KV cache) so it can remember many more reasoning steps without losing semantic meaning. That allows an agent to compare more sources, run more cross-checks and perform more internal critique before giving an answer. So as reasoning depth increases with new models, well-structured, consistent and well-connected information gains the edge over messy, loosely connected content.