https://blog.chuanxilu.net/en/series/ai-path-l0l1-upgrade-guide/Recent content in AI Path L0→L1 Upgrade Guide on Chuanxilu for Skilled Homo sapiensHugoen-USSat, 30 May 2026 07:00:00 +0800https://blog.chuanxilu.net/en/posts/2026/05/ai-path-l0-l1-graduation/Sat, 30 May 2026 07:00:00 +0800https://blog.chuanxilu.net/en/posts/2026/05/ai-path-l0-l1-graduation/Final part of the AI Path L0→L1 Upgrade Guide series. Use the L1 graduation checklist to assess your four weeks of progress, then preview the two paths from L1 to L2: API-based automation or autonomous execution AI.https://blog.chuanxilu.net/en/posts/2026/05/ai-prompt-library-template/Thu, 28 May 2026 06:00:00 +0800https://blog.chuanxilu.net/en/posts/2026/05/ai-prompt-library-template/Not sure how to organize a Prompt library? Here's a complete directory structure and three real examples you can copy directly.https://blog.chuanxilu.net/en/posts/2026/05/ai-practice-build-prompt-library/Wed, 27 May 2026 06:00:00 +0800https://blog.chuanxilu.net/en/posts/2026/05/ai-practice-build-prompt-library/Series companion practice: Pick 5 prompts that actually worked from your recent AI conversations, record them using the template. Starting your prompt library from 0 to 5 is the hardest step.https://blog.chuanxilu.net/en/posts/2026/05/ai-path-l0-l1-week4/Tue, 26 May 2026 07:00:00 +0800https://blog.chuanxilu.net/en/posts/2026/05/ai-path-l0-l1-week4/Part 4 of the AI Path L0→L1 Upgrade Guide. Build a prompt library, pick the right tool for each job (with separate maps for international and Chinese users), and learn a tiered approach to knowledge management, because not every AI output is worth saving.https://blog.chuanxilu.net/en/posts/2026/05/ai-devils-advocate-role-play/Mon, 25 May 2026 07:00:00 +0800https://blog.chuanxilu.net/en/posts/2026/05/ai-devils-advocate-role-play/Follow-up questions let you dig for assumptions yourself. Role-playing lets AI dig for you. Use one prompt to make AI a harsh critic of your plan: far faster than self-review, far more convenient than asking a friend.https://blog.chuanxilu.net/en/posts/2026/05/ai-follow-up-hidden-assumptions/Sun, 24 May 2026 07:00:00 +0800https://blog.chuanxilu.net/en/posts/2026/05/ai-follow-up-hidden-assumptions/Follow-up questions are not just for getting AI to say more. They can expose the default assumptions behind an answer. Use three questions to check hidden premises, find unanswered questions, and identify conditions that would invalidate the conclusion before accepting a suggestion.https://blog.chuanxilu.net/en/posts/2026/05/ai-3-long-conversation-fails/Sat, 23 May 2026 06:00:00 +0800https://blog.chuanxilu.net/en/posts/2026/05/ai-3-long-conversation-fails/AI conversations often start drifting around turns 10–15, but not always in the same way. Three real failures: work directions cross-contaminating, data citations going wrong, and requirements bleeding across strategy documents, each broken down into what happened, why, and how to prevent it.https://blog.chuanxilu.net/en/posts/2026/05/ai-practice-15-turn-conversation/Fri, 22 May 2026 06:00:00 +0800https://blog.chuanxilu.net/en/posts/2026/05/ai-practice-15-turn-conversation/Series companion practice: pick a multi-step task and hold at least 15 turns of conversation with AI. Experience drift and recovery in long conversations, and practice progress summaries and context management.https://blog.chuanxilu.net/en/posts/2026/05/ai-path-l0-l1-week3/Thu, 21 May 2026 06:00:00 +0800https://blog.chuanxilu.net/en/posts/2026/05/ai-path-l0-l1-week3/Part 3 of the AI Path L0→L1 Upgrade Guide: follow-up iteration is the most underrated skill in multi-turn conversation, context management keeps AI from drifting off track, and role-playing unlocks entirely different depths of insight from the same question.https://blog.chuanxilu.net/en/posts/2026/05/ai-tip-format-constraints/Wed, 20 May 2026 06:00:00 +0800https://blog.chuanxilu.net/en/posts/2026/05/ai-tip-format-constraints/Tired of reformatting AI responses every time? Six common format constraints, each with a ready-to-use prompt template you can copy and paste directly into your query.https://blog.chuanxilu.net/en/posts/2026/05/ai-tip-when-to-use-cot/Tue, 19 May 2026 06:00:00 +0800https://blog.chuanxilu.net/en/posts/2026/05/ai-tip-when-to-use-cot/While Chain-of-Thought can dramatically improve AI output quality, you shouldn't use it every time. Three signals to help you decide: when adding 'please reason step by step' helps, and when it just wastes time.https://blog.chuanxilu.net/en/posts/2026/05/ai-5-rbgo-examples/Mon, 18 May 2026 06:00:00 +0800https://blog.chuanxilu.net/en/posts/2026/05/ai-5-rbgo-examples/The RBGO framework sounds straightforward, but when you actually sit down to write a prompt, it's easy to get stuck. Here are 5 everyday scenarios, each with a full side-by-side comparison of the vague version and the rewritten version. Emails, analysis, learning, planning, code review. Copy them, use them directly.https://blog.chuanxilu.net/en/posts/2026/05/ai-practice-rbgo-rewrite/Sun, 17 May 2026 06:00:00 +0800https://blog.chuanxilu.net/en/posts/2026/05/ai-practice-rbgo-rewrite/Series practice challenge: rewrite your first AI question of the day using the RBGO framework. Same need, four extra lines of context: see how dramatically the answer improves.https://blog.chuanxilu.net/en/posts/2026/05/ai-path-l0-l1-week2/Sat, 16 May 2026 06:00:00 +0800https://blog.chuanxilu.net/en/posts/2026/05/ai-path-l0-l1-week2/Part 2 of the AI Path L0→L1 Upgrade Guide. Master the RBGO prompt framework (Role–Background–Goal–Output), learn Chain-of-Thought reasoning to improve analytical answers, and use format constraints to make AI output ready to use.https://blog.chuanxilu.net/en/posts/2026/05/ai-tip-which-ai-to-use/Fri, 15 May 2026 06:00:00 +0800https://blog.chuanxilu.net/en/posts/2026/05/ai-tip-which-ai-to-use/Tried ChatGPT, Claude, Gemini, DeepSeek, still not sure which one to use? A scenario-based framework to find the right fit.https://blog.chuanxilu.net/en/posts/2026/05/ai-tip-working-vs-long-term-memory/Thu, 14 May 2026 06:00:00 +0800https://blog.chuanxilu.net/en/posts/2026/05/ai-tip-working-vs-long-term-memory/Why your AI forgets what you said five minutes ago, and what to do about it.https://blog.chuanxilu.net/en/posts/2026/05/ai-3-cognitive-shifts/Wed, 13 May 2026 00:00:00 +0800https://blog.chuanxilu.net/en/posts/2026/05/ai-3-cognitive-shifts/Open ChatGPT, type a keyword, copy the answer, close the tab. That works fine, but it wastes 90% of what AI can do. Three real scenarios show you what changes when you shift how you think about AI.https://blog.chuanxilu.net/en/posts/2026/05/ai-practice-same-question-3-times/Tue, 12 May 2026 08:00:00 +0800https://blog.chuanxilu.net/en/posts/2026/05/ai-practice-same-question-3-times/Series practice challenge: ask an AI the same open-ended question three separate times and compare the answers. Experience the probabilistic nature of LLM generation firsthand, and stop treating AI like a search engine.https://blog.chuanxilu.net/en/posts/2026/05/ai-path-l0-l1-week1/Mon, 11 May 2026 08:00:00 +0800https://blog.chuanxilu.net/en/posts/2026/05/ai-path-l0-l1-week1/First part of the AI Path L0→L1 Upgrade Guide series. LLMs aren't search engines; they generate answers rather than retrieve them. Understand the difference between working memory and long-term memory, learn the strengths of mainstream platforms, and build the cognitive foundation for the next 4 weeks of practice.