Gradient-Descent on socratic noteshttps://socraticagent.dev/tags/gradient-descent/Recent content in Gradient-Descent on socratic notesHugoenTue, 25 Aug 2026 00:00:00 +0000The Persona Is a Pathway, Not a Personalityhttps://socraticagent.dev/blog/the-persona-is-a-pathway-not-a-personality/Tue, 25 Aug 2026 00:00:00 +0000https://socraticagent.dev/blog/the-persona-is-a-pathway-not-a-personality/Why persona prompts change tone and confidence but never accuracy, why longer conversations erode their grip, and why some personas hold up while others quietly don't - traced back to how attention actually works inside a transformer.