https://cubxxw.com/columns/info-to-creation/ Tech blog by Xinwei Xiong — AI Builder, open source contributor and digital nomad sharing Kubernetes, Go, AI projects and travel. https://cubxxw.com/assets/og-image.png https://cubxxw.com/ Hugo -- gohugo.io en-us Sat, 11 Jul 2026 20:00:00 +0800 https://cubxxw.com/ai-agent/posts/info-to-creation-creation/ Sat, 11 Jul 2026 14:40:00 +0800 Tue, 14 Jul 2026 15:40:24 +0800 熊鑫伟 (Xinwei Xiong) https://cubxxw.com/ai-agent/posts/info-to-creation-creation/ Creation is the finished product of the pipeline, and it solves other people's problems. This essay explains the fundamental difference between creation and knowledge, how to build a content flywheel that runs "inspiration → processing → article → video → feedback → new insight," why you must "present yourself manually first" before AI can actually help, and exactly where AI should stand at the creation layer. This is the finale of the "From Information to Creation" column. Product Strategy Personal Growth AI LLM Self-Discovery Super Individual Automation The creation layer — recombining knowledge for an audience into a finished product, forming a flywheel https://cubxxw.com/ai-agent/posts/info-to-creation-knowledge/ Sat, 11 Jul 2026 14:30:00 +0800 Tue, 14 Jul 2026 15:40:24 +0800 熊鑫伟 (Xinwei Xiong) https://cubxxw.com/ai-agent/posts/info-to-creation-knowledge/ Knowledge is structured, repeatedly reusable capability sediment that solves your own problems. This essay explains how to transform a knowledge base from a "bookmark folder" into a "capability sediment zone": separating the production zone from the sediment zone, only admitting validated content, using PARA and knowledge cards for structure, treating your folder structure as a map for AI, and the retirement mechanism of "if it's unused, delete it." This is the fourth essay in the "From Information to Creation" column, and the one most tightly bound to context engineering. AI LLM Agent Context Engineering RAG Automation The knowledge layer — turning validated output into reusable capability https://cubxxw.com/ai-agent/posts/info-to-creation-record/ Sat, 11 Jul 2026 14:20:00 +0800 Tue, 14 Jul 2026 15:40:24 +0800 熊鑫伟 (Xinwei Xiong) https://cubxxw.com/ai-agent/posts/info-to-creation-record/ Records are the semi-finished product between information and knowledge, and the highest-conversion stage in the entire pipeline. This essay explains why "writing something every day" is the most underrated action, why the act of writing is itself a retrospective, how to let the semi-finished product settle with the lowest possible friction, and how a "next-day polish" uses a cooling-off period to push a record toward knowledge. This is the third essay in the "From Information to Creation" column. Personal Growth Self-Discovery AI LLM Automation Product Strategy The record layer — the first site where information is processed into semi-finished knowledge https://cubxxw.com/ai-agent/posts/info-to-creation-information/ Sat, 11 Jul 2026 14:10:00 +0800 Tue, 14 Jul 2026 15:40:24 +0800 熊鑫伟 (Xinwei Xiong) https://cubxxw.com/ai-agent/posts/info-to-creation-information/ Information is the first stage of the pipeline, and most of it is noise. This essay splits information into three categories — what to show AI, what to skim casually yourself, and pure noise that should be kept out — and explains how to capture, how to reduce noise, and how to hunt for scarce signal instead, in an era when AI mass-produces content and the signal-to-noise ratio keeps deteriorating. This is the second essay in the "From Information to Creation" column. AI LLM Personal Growth Self-Discovery Product Strategy Automation The information layer — capturing and reducing noise, keeping it out at the door https://cubxxw.com/ai-agent/posts/info-to-creation-the-framework/ Sat, 11 Jul 2026 14:00:00 +0800 Tue, 14 Jul 2026 15:40:24 +0800 熊鑫伟 (Xinwei Xiong) https://cubxxw.com/ai-agent/posts/info-to-creation-the-framework/ Most people's notes keep piling up while they themselves stay the same — because they treat information, records, knowledge, and creation as the same thing. This essay splits it into four stages: information handles capture and noise reduction, records are the highest-conversion semi-finished product, knowledge is reusable capability sediment, and creation recombines it for an audience. This is the overview of the "From Information to Creation" column, and the underlying framework I use to rebuild my note-taking system in the AI era. AI LLM Personal Growth Context Engineering Product Strategy Self-Discovery Automation Diagram of the four-stage pipeline of information, records, knowledge, and creation