https://yuanchang.org/en/tags/methodology/ Recent content in Methodology on Yuanchang's Blog Hugo -- gohugo.io en-us Mon, 23 Mar 2026 14:00:00 +0100 https://yuanchang.org/en/posts/ai-personal-evolution-system/ Mon, 23 Mar 2026 14:00:00 +0100 https://yuanchang.org/en/posts/ai-personal-evolution-system/ AI models keep getting cheaper and smarter, but if they don’t know you, they’ll always give average-level answers. I built a system based on Apple’s Voice Memos, local transcription, AI auto-classification, and email notifications that continuously accumulates personal context. The longer you use it, the better it understands you. This article breaks down the architecture, cognitive framework, cost model, and remote terminal pitfalls. https://yuanchang.org/en/posts/yage-context-infrastructure/ Mon, 16 Mar 2026 16:30:00 +0100 https://yuanchang.org/en/posts/yage-context-infrastructure/ An LLM’s default output is consensus: correct but mediocre. Deep Research is really Wide Research. Ya Ge found a systematic way to pull LLMs out of consensus using personal cognitive context.