Sharing practical AI workflows, tools, and insights for everyday learning and productivity.https://danyuchn.github.io/blog/https://danyuchn.github.io/blog/blog/posts/en/ai-resume-warhttps://danyuchn.github.io/blog/blog/posts/en/ai-resume-warSomething slightly absurd is happening in the job market — candidates using AI to generate hundreds of tailored applications, HR using AI to filter them. In a bilateral arms race, who actually benefits?Sat, 02 May 2026 06:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/ai-resume-warhttps://danyuchn.github.io/blog/blog/posts/zh/ai-resume-war北美職場正在發生一件有點荒謬的事：求職者用 AI 大量產出履歷，HR 用 AI 大量過濾履歷。在這場雙邊軍備競賽裡，最後是誰在受益？Sat, 02 May 2026 06:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/ai-subscription-valuehttps://danyuchn.github.io/blog/blog/posts/en/ai-subscription-valueA $7 night market steak versus a $70 restaurant steak — the expensive one isn't ten times better. AI subscriptions work the same way. A framework for deciding whether you're actually getting value.Sat, 02 May 2026 05:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/ai-subscription-valuehttps://danyuchn.github.io/blog/blog/posts/zh/ai-subscription-value兩百塊夜市牛排 vs 兩千塊餐廳牛排，差十倍的價格未必差十倍的體驗。AI 訂閱也一樣。一個判斷 AI 訂閱費有沒有在「賺」的框架。Sat, 02 May 2026 05:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/teaching-non-tech-aihttps://danyuchn.github.io/blog/blog/posts/en/teaching-non-tech-aiOne student was a seasoned HR consultant who managed all her files across several USB drives and had never heard of an API. Here are five knowledge gaps that show up constantly when teaching AI tools outside the tech world — and what actually works.Sat, 02 May 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/teaching-non-tech-aihttps://danyuchn.github.io/blog/blog/posts/zh/teaching-non-tech-ai一位企業人資顧問、USB 隨身碟管理所有檔案、從來不知道 API 是什麼。這是在技術圈外推廣 AI 工具時，你會真實碰到的起點。五個知識落差，以及我現場用的方法。Sat, 02 May 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/ai-community-digest-apr-w18https://danyuchn.github.io/blog/blog/posts/en/ai-community-digest-apr-w18Reddit AI community top posts from 4/28–4/29: r/ClaudeAI agent safety concerns, r/ChatGPT's GPT 5.5 content policy drama, r/LocalLLaMA on local model benchmarks, and Anthropic announcing Claude for Creative Work.Fri, 01 May 2026 06:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/ai-community-digest-apr-w18https://danyuchn.github.io/blog/blog/posts/zh/ai-community-digest-apr-w184/28–4/29 的 Reddit AI 社群熱門話題整理：r/ClaudeAI 的 agent 安全性爭議、r/ChatGPT 的 GPT 5.5 guardrail 爭議、r/LocalLLaMA 的本機 LLM 現況，以及 Anthropic 宣布 Claude for Creative Work。Fri, 01 May 2026 06:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/context-session-managementhttps://danyuchn.github.io/blog/blog/posts/en/context-session-managementClaude Code's context window grew from 200k to 1M. The instinct is to put more in. That instinct is wrong. Five session management operations, four strategy rules, and the two most common ways to break your own context.Fri, 01 May 2026 05:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/knowledge-base-audit-2026https://danyuchn.github.io/blog/blog/posts/en/knowledge-base-audit-2026Rules trimmed from 13,020 to 7,590 tokens. 92 broken wikilinks. Five root causes behind a failing todo system. Four days of cleanup, one quarterly SOP.Fri, 01 May 2026 05:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/context-session-managementhttps://danyuchn.github.io/blog/blog/posts/zh/context-session-managementClaude Code 的 context window 從 200k 長到 1M，但更大不代表更好用。這篇整理五種 session 管理操作（Continue / rewind / clear / compact / Subagents）、四大策略、以及最容易踩的兩個坑。Fri, 01 May 2026 05:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/claude-code-tips-apr-w18https://danyuchn.github.io/blog/blog/posts/en/claude-code-tips-apr-w18Observations from 4/23–4/29: the right mental model for 1M context, Claude quota anxiety as a subscription design phenomenon, SpaceX beating Microsoft to Cursor for $60B, Claude 4.7 identifying a journalist from 125 words, and what happens when you let Claude Code DJ.Fri, 01 May 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/enterprise-ai-training-designhttps://danyuchn.github.io/blog/blog/posts/en/enterprise-ai-training-designAfter running AI adoption training for several companies — manufacturing to services, 20 to 100+ people — three mistakes come up almost every time.Fri, 01 May 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/video-production-gotchas-2026https://danyuchn.github.io/blog/blog/posts/en/video-production-gotchas-2026Running a fully automated video pipeline with Remotion, ffmpeg, yt-dlp, SiliconFlow ASR, and the YouTube API — here are nine specific bugs from April, in the order I hit them.Fri, 01 May 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/youtube-growth-mechanismhttps://danyuchn.github.io/blog/blog/posts/en/youtube-growth-mechanismReal analytics breakdown of how EP.18 went viral — not through SEO, but retention triggering subscriber activation, then spreading via sidebar. Plus what I actually did to make it happen.Fri, 01 May 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/claude-code-tips-apr-w18https://danyuchn.github.io/blog/blog/posts/zh/claude-code-tips-apr-w184/23–4/29 這週的觀察與整理：1M context window 的正確心態、Claude 額度焦慮進化成集體現象、SpaceX 搶在微軟前面拿下 Cursor、Claude 4.7 根據 125 字認出記者、live coding 做音樂的副作用。Fri, 01 May 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/enterprise-ai-training-designhttps://danyuchn.github.io/blog/blog/posts/zh/enterprise-ai-training-design從實際的企業培訓案例中，整理出三個教案設計的核心錯誤：統一任務不等於統一方法論、開放式問卷無效、以及缺少「自主應用」這一步。Fri, 01 May 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/knowledge-base-audit-2026https://danyuchn.github.io/blog/blog/posts/zh/knowledge-base-audit-2026Rules 從 13,020 降到 7,590 tokens、92 個 wikilink 斷連、待辦系統五大根因——記錄一次花了四天的知識庫健檢，以及整理出來的季度 SOP。Fri, 01 May 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/video-production-gotchas-2026https://danyuchn.github.io/blog/blog/posts/zh/video-production-gotchas-2026用 Remotion、ffmpeg、yt-dlp、SiliconFlow ASR、YouTube API 自動化影片製作流程，四月份踩到的九個具體 bug 與解法。Fri, 01 May 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/youtube-growth-mechanismhttps://danyuchn.github.io/blog/blog/posts/zh/youtube-growth-mechanism用真實數據拆解 EP.18 爆款的完整機制：不是 SEO，是留存率觸發訂閱者激活，再透過 sidebar 擴散。以及我做了什麼讓這件事發生。Fri, 01 May 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/ai-micro-noteshttps://danyuchn.github.io/blog/blog/posts/en/ai-micro-notesShort AI hot takes from 2026 onwards, accumulated from Threads and IG. Model roasts, dev pitfalls, industry observations, tool impressions — each no more than three lines.Thu, 23 Apr 2026 09:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/ai-micro-noteshttps://danyuchn.github.io/blog/blog/posts/zh/ai-micro-notes2026 年起在 Threads 和 IG 上累積的 AI 短碎念。模型吐槽、開發踩坑、行業觀察、工具心得，每則不超過三行。Thu, 23 Apr 2026 08:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/my-automation-workflowhttps://danyuchn.github.io/blog/blog/posts/en/my-automation-workflowFrom /loop clocking in for me at ERP, to Monitor Tool as a background event gatekeeper, to Google Map MCP saving browser clicks, to Obsidian + Mirror framework for weekly reflection. Here's my six-month Claude Code automation stack, plus a clarification of how commands and skills actually split.Wed, 22 Apr 2026 10:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/my-automation-workflowhttps://danyuchn.github.io/blog/blog/posts/zh/my-automation-workflow從 /loop 指令幫我打 ERP 卡、Monitor Tool 做背景事件守門員、Google Map MCP 省瀏覽器操作、到 Obsidian 搭 Mirror 框架做反思週報——整理這半年我家 Claude Code 的自動化架構，順便釐清 commands 跟 skills 到底怎麼分。Wed, 22 Apr 2026 10:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/claude-code-half-year-journeyhttps://danyuchn.github.io/blog/blog/posts/en/claude-code-half-year-journeyFrom January to April, my state of mind with Claude Code went from "that PTT-generation affection for the CLI" to "20x hesitation" to "AI detox" to "practicing Thai at a Bangkok meetup." Here's the six-month arc, along with the nights agents worked overtime for me until 5 AM.Wed, 22 Apr 2026 09:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/claude-code-half-year-journeyhttps://danyuchn.github.io/blog/blog/posts/zh/claude-code-half-year-journey從 1 月到 4 月陪著 Claude Code 一起長大半年，我的心態從「PTT 世代對 CLI 的莫名好感」變成「20x 的猶豫」變成「AI detox」變成「泰國社群練泰語」。整理一下這半年的軌跡，連同那些對自己講越來越 nerdy、agent 幫我加班到凌晨五點的日子。Wed, 22 Apr 2026 09:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/claude-code-harness-opshttps://danyuchn.github.io/blog/blog/posts/en/claude-code-harness-opsFrom March to April, running Claude Code as a long-running harness surfaced a bunch of issues. Survival tactics during the outage, my hook for cleaning up zombie processes, the resume cache-miss fix in 2.1.90, the silent memory bloat in 2.1.100, and the Plan-Mode-question-density problem after 4.7.Wed, 22 Apr 2026 08:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/claude-code-harness-opshttps://danyuchn.github.io/blog/blog/posts/zh/claude-code-harness-ops從 3 月到 4 月，Claude Code 作為長時間運轉的 harness，踩過的幾個點：當機時的求生策略、我自己寫的 hook 清殭屍進程、2.1.90 修好的 resume cache miss、2.1.100 的記憶體暴增修復、還有 Plan Mode 問題太多的 4.7 癥結。Wed, 22 Apr 2026 08:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/ai-marketing-routeshttps://danyuchn.github.io/blog/blog/posts/en/ai-marketing-routesA handful of AI industry observations I piled up on Threads this week — automating social posts uses AI in the wrong place, whether Skills are a mechanism for model providers to extract human knowledge, and why I went from hating on OpenAI to genuinely hoping they get better.Wed, 22 Apr 2026 07:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/ai-marketing-routeshttps://danyuchn.github.io/blog/blog/posts/zh/ai-marketing-routes這週跟朋友閒聊時累積的幾則 AI 產業觀察——用 AI 自動化產貼文是用錯場景、Skill 是不是模型商套人類知識的陰謀、為什麼我從唾棄 OpenAI 轉成期待他們越做越好。Wed, 22 Apr 2026 07:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/teachers-ai-transition-aprhttps://danyuchn.github.io/blog/blog/posts/en/teachers-ai-transition-aprWhen students have the wrong expectations, instructors are often also failing. After 15 years in cram schools and recent experience teaching Claude Code, a few thoughts on course quality basics, teacher responsibility, and the most practical one-word answer for a cram school going AI.Wed, 22 Apr 2026 06:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/teachers-ai-transition-aprhttps://danyuchn.github.io/blog/blog/posts/zh/teachers-ai-transition-apr當學員有錯誤期待時，授課者也常常不及格。15 年補教經驗加上最近試教 Claude Code 的觀察，聊一下教學品質的基本盤、老師的責任心、以及補習班 AI 轉型最實用的一句答案。Wed, 22 Apr 2026 06:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/claude-code-tips-apr-w17https://danyuchn.github.io/blog/blog/posts/en/claude-code-tips-apr-w17A handful of Claude Code settings and money-saving tricks I picked up this week — how Rules/Memory/Hooks offload CLAUDE.md, fixing cmd+click in Ghostty No Flicker mode, dispatching long-read work to Haiku for quota relief, and the cache difference between pasting images and editing prior messages after 4.7.Wed, 22 Apr 2026 05:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/claude-code-tips-apr-w17https://danyuchn.github.io/blog/blog/posts/zh/claude-code-tips-apr-w17本週 Claude Code 累積的幾個實用設定與省錢技巧——Rules/Memory/Hooks 如何分擔 CLAUDE.md、Ghostty No Flicker 模式下連結點擊的修法、長文本用 Haiku 分派省 quota、4.7 後貼圖片跟改訊息對快取的差別。Wed, 22 Apr 2026 05:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/opus-47-week-reviewhttps://danyuchn.github.io/blog/blog/posts/en/opus-47-week-reviewOpus 4.7 launched on 4/16 and the Chinese and English communities ended up with opposite takes. The system card reads like a full win, but real usage burns quota at roughly 2x what Anthropic claimed, and Reddit spent the week roasting it. Here's what I saw, and why I rolled back to 4.6.Wed, 22 Apr 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/opus-47-week-reviewhttps://danyuchn.github.io/blog/blog/posts/zh/opus-47-week-reviewOpus 4.7 上線一週，系統卡數據看起來全面超越 4.6，但實測下來燒 quota 是官方宣稱的 2 倍，Reddit 一片火烤文。整理這週的災情、逆向分析、以及我自己退回 4.6 的路徑。Wed, 22 Apr 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/ai-adoption-gaphttps://danyuchn.github.io/blog/blog/posts/en/ai-adoption-gapI demonstrated Claude Code to friends and they were all amazed. Then I gave them free Pro trial passes — three of them. Not a single one was used. That told me a lot about how AI adoption actually works.Thu, 16 Apr 2026 02:30:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/claude-code-subscription-guidehttps://danyuchn.github.io/blog/blog/posts/en/claude-code-subscription-guideHow much does Pro actually give you? Is Max worth it? Why does Cowork burn through tokens so fast? What does "2x usage" actually mean? These questions come up constantly — here's everything I've figured out over the past few months.Thu, 16 Apr 2026 02:30:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/cli-terminal-philosophyhttps://danyuchn.github.io/blog/blog/posts/en/cli-terminal-philosophyThe terminal isn't just another way to open Claude. It's the environment where Claude actually gets to operate without constraints. Multi-window workflows, speed, resources, Ghostty — a full confession from a CLI believer.Thu, 16 Apr 2026 02:30:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/ai-adoption-gaphttps://danyuchn.github.io/blog/blog/posts/zh/ai-adoption-gap我把 Claude Code 示範給朋友看，他們都說驚艷。然後我把免費的 Pro 體驗 pass 發給他們——三張，一張都沒被用過。這件事讓我想清楚了很多關於 AI 採用的事。Thu, 16 Apr 2026 02:30:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/claude-code-subscription-guidehttps://danyuchn.github.io/blog/blog/posts/zh/claude-code-subscription-guidePro 的額度到底有多少？Max 值不值？Cowork 為什麼很燒 token？週額度的「雙倍」到底是哪個雙倍？這些問題我都被問過不只一次，用這篇把幾個月來的觀察整理清楚。Thu, 16 Apr 2026 02:30:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/cli-terminal-philosophyhttps://danyuchn.github.io/blog/blog/posts/zh/cli-terminal-philosophy終端機不只是另一種打開 Claude 的方式。它是讓 Claude 真正解放的環境。多視窗、速度、資源、Ghostty——這是一個 CLI 信徒的完整自白。Thu, 16 Apr 2026 02:30:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/anthropic-cache-controversy-apr2026https://danyuchn.github.io/blog/blog/posts/en/anthropic-cache-controversy-apr2026Starting in early April, some Max and higher accounts had their subagent cache duration quietly reduced from 1 hour to 5 minutes — no announcement. Around the same time, users found a hardcoded "token remaining" warning being injected into Claude's context, causing it to cut work short prematurely. How to check your own setup, and what this pattern means.Thu, 16 Apr 2026 02:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/claude-desktop-vs-clihttps://danyuchn.github.io/blog/blog/posts/en/claude-desktop-vs-cliClaude released a redesigned desktop application — better looking, friendlier for newcomers. But if you ask me which one to use, the answer is still CLI. Not nostalgia, just feature gap and resource efficiency.Thu, 16 Apr 2026 02:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/hermes-ccc-claude-code-skillshttps://danyuchn.github.io/blog/blog/posts/en/hermes-ccc-claude-code-skillsSomeone ported the entire NousResearch Hermes Agent into 46 native Claude Code Skills. No OAuth, no external processes, just restart CC and you're ready. The core philosophy is "procedures-as-prompt" — structured markdown instruction scripts drive AI behavior without writing a single line of code.Thu, 16 Apr 2026 02:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/obsidian-vs-notebooklm-agenthttps://danyuchn.github.io/blog/blog/posts/en/obsidian-vs-notebooklm-agentThese two tools get compared a lot, but they solve fundamentally different problems. From a Claude Agent automation perspective, the difference is even clearer — one is a local knowledge base your Agent reads and writes directly, the other's API stops at "managing the Notebook itself."Thu, 16 Apr 2026 02:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/anthropic-cache-controversy-apr2026https://danyuchn.github.io/blog/blog/posts/zh/anthropic-cache-controversy-apr20264 月初起，部分 Max 以上帳號的 subagent 快取維持時間被偷偷從 1 小時改成 5 分鐘，零公告。同期有用戶發現 Claude 被注入固定的「剩餘 token 警告」，導致 Claude 提前縮短工作。怎麼自查，以及這件事代表什麼。Thu, 16 Apr 2026 02:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/claude-desktop-vs-clihttps://danyuchn.github.io/blog/blog/posts/zh/claude-desktop-vs-cliClaude 推出了改版的桌面應用程式，設計更漂亮、對新手更友善。但如果你問我要用哪個，答案還是 CLI。不是情懷，是功能差距和資源效率的問題。Thu, 16 Apr 2026 02:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/hermes-ccc-claude-code-skillshttps://danyuchn.github.io/blog/blog/posts/zh/hermes-ccc-claude-code-skills有人把 NousResearch 的 Hermes Agent 整套行為拆解成 46 個 Claude Code 原生 Skill。沒有 OAuth、沒有外部進程、重啟 CC 就能用。核心設計哲學是「procedures-as-prompt」：用結構化 markdown 指令稿驅動 AI 行為，不用寫一行程式碼。Thu, 16 Apr 2026 02:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/obsidian-vs-notebooklm-agenthttps://danyuchn.github.io/blog/blog/posts/zh/obsidian-vs-notebooklm-agent這兩個工具常被拿來比較，但解決的問題其實不同。從 Claude Agent 自動化的角度來看，差異更明顯：一個是 Agent 直接讀寫的本機知識庫，另一個的 API 在「管理 Notebook」這件事上就停了。Thu, 16 Apr 2026 02:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/claude-code-ecosystem-roundup-apr08https://danyuchn.github.io/blog/blog/posts/en/claude-code-ecosystem-roundup-apr08Enterprise office tools, Taiwan local services, a hobby vertical, beginner onboarding—four different corners of the Claude Code ecosystem all shipped something this week. Each represents a use case that's still underexplored.Wed, 08 Apr 2026 16:30:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/claude-code-ecosystem-roundup-apr08https://danyuchn.github.io/blog/blog/posts/zh/claude-code-ecosystem-roundup-apr08企業辦公工具、台灣本地服務、興趣領域、初學者入門——這四個角落本週都冒出了新的 Claude Code 資源。每一個都代表一類還沒被充分開發的使用場景。Wed, 08 Apr 2026 16:30:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/html-pdf-rendering-trapshttps://danyuchn.github.io/blog/blog/posts/en/html-pdf-rendering-trapsThis week I exported a client proposal as HTML→PDF and split an internal report from PDF→images page by page. Both flows had a seemingly unsolvable trap. Each fix is one line of code, but tracking down that line cost me real time.Wed, 08 Apr 2026 16:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/html-pdf-rendering-trapshttps://danyuchn.github.io/blog/blog/posts/zh/html-pdf-rendering-traps這禮拜寫了客戶提案的 HTML→PDF 和內部報告的 PDF→圖逐頁拆分，兩個流程都有一個看似無解的陷阱。解法都是一行事情，但找到那一行花了我一小時。Wed, 08 Apr 2026 16:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/claude-code-jsonl-internalshttps://danyuchn.github.io/blog/blog/posts/en/claude-code-jsonl-internalsClaude Code's `/stats` only tells you the total token count, but the JSONL files hide a lot more—cache types, compact triggers, image-triggered cache misses. Here are the useful formulas I collected while building cc-audit.Wed, 08 Apr 2026 15:30:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/claude-code-jsonl-internalshttps://danyuchn.github.io/blog/blog/posts/zh/claude-code-jsonl-internalsClaude Code 的 `/stats` 只告訴你總 token 數，但 JSONL 檔案裡其實藏著更細的資訊——快取類型、compact 觸發、貼圖 cache miss 都能手動算。這是我最近做 cc-audit skill 時整理出來的幾個實用公式。Wed, 08 Apr 2026 15:30:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/cc-audit-skillhttps://danyuchn.github.io/blog/blog/posts/en/cc-audit-skillI turned my viral list of quota-saving tips into a skill. Hand the GitHub link to Claude Code to install, and it'll audit your settings, recent sessions, rules bloat, and context usage, then hand back an actionable fix list.Wed, 08 Apr 2026 15:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/cc-audit-skillhttps://danyuchn.github.io/blog/blog/posts/zh/cc-audit-skill把我之前整理的一千多讚的省額度技巧全部做成 skill。丟給 Claude Code 安裝後，它會逐條檢查你的設定、近期 session、rules 膨脹、context 用量，給出可執行的修正清單。Wed, 08 Apr 2026 15:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/remotion-claude-code-videoshttps://danyuchn.github.io/blog/blog/posts/en/remotion-claude-code-videosI'd had the Remotion skill installed for a while, mostly just playing with it. Once I started making a free Claude Code tutorial series, I realized how good it actually is—from script discussion to export, 30 minutes gets you a 15-minute video with no retakes.Wed, 08 Apr 2026 14:30:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/remotion-claude-code-videoshttps://danyuchn.github.io/blog/blog/posts/zh/remotion-claude-code-videosRemotion skill 我下載好一陣子了，一開始只是玩玩。最近開始錄 Claude Code 免費教學系列才發現真的太好用——從口白討論到剪輯渲染，半小時出一支 15 分鐘影片，不 NG 也不費力。Wed, 08 Apr 2026 14:30:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/claude-getting-dumber-datahttps://danyuchn.github.io/blog/blog/posts/en/claude-getting-dumber-dataPeople have been complaining Claude is getting dumber for weeks. Anthropic's response has been "it's a usage problem." Then someone pulled the JSONL and showed it's measurable, not vibes. The Issue got closed anyway.Wed, 08 Apr 2026 14:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/claude-getting-dumber-datahttps://danyuchn.github.io/blog/blog/posts/zh/claude-getting-dumber-data大家抱怨 Claude 變笨已經好幾個禮拜了，Anthropic 的回應一貫是「使用習慣問題」。終於有人從 JSONL 扒出數據，證明不是體感而是實測——但 Issue 還是被秒關。Wed, 08 Apr 2026 14:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/claude-code-cache-crisishttps://danyuchn.github.io/blog/blog/posts/en/claude-code-cache-crisisA Reddit user reverse-engineered two official bugs, and combined with the compounding effect of 1M-token context, your quota might be silently burning at 20x the expected rate.Wed, 01 Apr 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/claude-code-skills-mechanismhttps://danyuchn.github.io/blog/blog/posts/en/claude-code-skills-mechanismSkills don't dump all their prompts into context by default. They load layer by layer on demand. But passive trigger rate is only 30-50%, so slash commands are your safest bet.Wed, 01 Apr 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/claude-code-cache-crisishttps://danyuchn.github.io/blog/blog/posts/zh/claude-code-cache-crisisReddit 大神逆向工程挖出兩個官方 Bug，再加上百萬 token 上下文的複合效應，你的額度可能在背後被吃掉 20 倍。完整事件始末與修復紀錄。Wed, 01 Apr 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/claude-code-skills-mechanismhttps://danyuchn.github.io/blog/blog/posts/zh/claude-code-skills-mechanismSkills 不會把全部提示詞預設注入上下文。它是一層一層按需載入的。但被動觸發率只有 30-50%，打 slash 才是最保險的。Wed, 01 Apr 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/claude-code-source-leakhttps://danyuchn.github.io/blog/blog/posts/en/claude-code-source-leakSomeone reverse-engineered Claude Code and found a hidden virtual pet system, next-gen model deception rate data, and an "Undercover Mode" that strips AI attribution from Anthropic employees' commits.Tue, 31 Mar 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/claude-code-source-leakhttps://danyuchn.github.io/blog/blog/posts/zh/claude-code-source-leak有人對 Claude Code 做了逆向工程，挖出了隱藏的電子寵物系統、下一代模型的欺騙率數據、以及讓 Anthropic 員工隱藏 AI 身份的 Undercover Mode。Tue, 31 Mar 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/pii-guard-twhttps://danyuchn.github.io/blog/blog/posts/en/pii-guard-twThere's no off-the-shelf de-identification tool for Taiwan's PII formats. So I built one that keeps sensitive data on your machine while you send the rest to AI.Mon, 30 Mar 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/pii-guard-twhttps://danyuchn.github.io/blog/blog/posts/zh/pii-guard-tw台灣的個資格式沒有現成的去識別化工具。所以我自己做了一個，讓機敏資料不離開你的電腦就能安全送 AI 處理。Mon, 30 Mar 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/anthropic-trust-crisis-backuphttps://danyuchn.github.io/blog/blog/posts/en/anthropic-trust-crisis-backupThey quietly slashed quotas, went silent for a week, and only responded when they got caught. When your work is deeply tied to a service that can't even hit two nines of uptime, a backup plan isn't optional—it's essential.Fri, 27 Mar 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/anthropic-trust-crisis-backuphttps://danyuchn.github.io/blog/blog/posts/zh/anthropic-trust-crisis-backup偷改額度、裝死一週、被發現才滅火。當你的工作已經深度綁定一個不到兩個 9 uptime 的服務，備援方案不是選項，是必要。Fri, 27 Mar 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/mirror-system-weekly-reviewhttps://danyuchn.github.io/blog/blog/posts/en/mirror-system-weekly-reviewNormal weekly reviews let you make excuses for yourself. Mirror System doesn't offer reassurance — just feed your daily notes to Claude and watch it surface the patterns you've been avoiding.Tue, 24 Mar 2026 06:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/mirror-system-weekly-reviewhttps://danyuchn.github.io/blog/blog/posts/zh/mirror-system-weekly-review普通的週回顧，你會幫自己找理由。Mirror System 不要肯定，不要安慰，只要事實——把本週 daily notes 餵給 Claude，看它反照出你不想正視的模式。Tue, 24 Mar 2026 06:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/cowork-vs-claude-codehttps://danyuchn.github.io/blog/blog/posts/en/cowork-vs-claude-codeSame Max plan, same Claude — but Cowork burns through tokens ten times faster. Here's why, and when to use which.Tue, 24 Mar 2026 05:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/cowork-vs-claude-codehttps://danyuchn.github.io/blog/blog/posts/zh/cowork-vs-claude-code同樣是 Max 方案，Cowork 和 Claude Code CLI 的 token 消耗差距可以到十倍以上。這篇解釋為什麼，以及什麼時候用哪個。Tue, 24 Mar 2026 05:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/claude-code-five-levelshttps://danyuchn.github.io/blog/blog/posts/en/claude-code-five-levelsFrom Raw Prompting to Orchestration — the 778-upvote Reddit framework where every level exists because the previous one broke.Tue, 24 Mar 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/claude-code-five-levelshttps://danyuchn.github.io/blog/blog/posts/zh/claude-code-five-levels從 Raw Prompting 到 Orchestration，Reddit 上 778 個讚的框架——每一層存在的原因，是因為上一層壞掉了。Tue, 24 Mar 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/book-to-skillhttps://danyuchn.github.io/blog/blog/posts/en/book-to-skillTurning books, frameworks, and methodologies into Claude Skills — making knowledge executable as interactive coaches. A roundup of popular examples and practical lessons.Sun, 22 Mar 2026 06:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/book-to-skillhttps://danyuchn.github.io/blog/blog/posts/zh/book-to-skill把書籍、框架、方法論轉成 Claude Skill，讓知識變成可執行的互動式教練。國外的熱門案例整理和實作心得。Sun, 22 Mar 2026 06:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/context-management-hookshttps://danyuchn.github.io/blog/blog/posts/en/context-management-hooksFrom Claude.md to Hooks — sharing the context management upgrade after heavy daily Claude Code usage. When rules pile up and compliance drops, Hooks become the perfect gatekeeper.Sun, 22 Mar 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/context-management-hookshttps://danyuchn.github.io/blog/blog/posts/zh/context-management-hooks從 Claude.md 到 Hooks，分享大量使用 Claude Code 後對上下文管理的理解升級。規則塞太多怎麼辦？Hooks 就是那個完美的守門員。Sun, 22 Mar 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/obsidian-claude-code-workflowhttps://danyuchn.github.io/blog/blog/posts/en/obsidian-claude-code-workflowPut your entire life into Obsidian, then let Claude Code tap in. How I do daily logs, manage to-dos, and why local Markdown beats Notion.Fri, 20 Mar 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/obsidian-claude-code-workflowhttps://danyuchn.github.io/blog/blog/posts/zh/obsidian-claude-code-workflow把人生都放到 Obsidian，再讓 Claude Code 接入。日誌怎麼記、待辦怎麼管、為什麼本地 Markdown 勝過 Notion。Fri, 20 Mar 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/one-ai-tool-to-rule-them-allhttps://danyuchn.github.io/blog/blog/posts/en/one-ai-tool-to-rule-them-allInstead of subscribing to a dozen AI tools, master one. What n8n, Lobster, and fomofly can do, Claude Code handles with a single skill.Sun, 15 Mar 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/one-ai-tool-to-rule-them-allhttps://danyuchn.github.io/blog/blog/posts/zh/one-ai-tool-to-rule-them-all與其訂十幾個 AI 工具，不如把一個用到極致。n8n、Lobster、fomofly 能做的，Claude Code 加一個 skill 就搞定了。Sun, 15 Mar 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/ai-security-boundaryhttps://danyuchn.github.io/blog/blog/posts/en/ai-security-boundaryWhen everyone is going wild with AI automation, I chose to understand my own capability boundaries first. Sharing Presidio for data privacy and my security practices with Claude Code.Fri, 13 Mar 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/ai-security-boundaryhttps://danyuchn.github.io/blog/blog/posts/zh/ai-security-boundary當所有人都在瘋 AI 自動化的時候，我選擇先搞清楚自己的能力邊界。分享 Presidio 隱私工具和用 Claude Code 工作的安全實踐。Fri, 13 Mar 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/claude-code-workshop-noteshttps://danyuchn.github.io/blog/blog/posts/en/claude-code-workshop-notesDesigning a Claude Code workshop for non-engineers — from analyzing signup demand to crafting the curriculum, plus 15 quick-start tips for zero-coding-background learners.Sun, 08 Mar 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/claude-code-workshop-noteshttps://danyuchn.github.io/blog/blog/posts/zh/claude-code-workshop-notes規劃一場給非工程師的 Claude Code 工作坊，從報名需求分析到教學設計，再到 15 條速成心法的完整備課歷程。Sun, 08 Mar 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/claude-work-timerhttps://danyuchn.github.io/blog/blog/posts/en/claude-work-timerBilling clients by the hour with Claude Code? I built an open-source plugin to track actual working time automatically.Fri, 27 Feb 2026 02:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/claude-work-timerhttps://danyuchn.github.io/blog/blog/posts/zh/claude-work-timer用 Claude Code 接案按時計費，甲方要看工時怎麼辦？寫了一個開源外掛自動算。Fri, 27 Feb 2026 02:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/claude-code-initial-prompt-tipshttps://danyuchn.github.io/blog/blog/posts/en/claude-code-initial-prompt-tipsSix practical tips for writing effective initial prompts in Claude Code, from clarifying your goals to leveraging plan mode for better AI collaboration.Thu, 19 Feb 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/claude-code-initial-prompt-tipshttps://danyuchn.github.io/blog/blog/posts/zh/claude-code-initial-prompt-tips分享六個下 Claude Code 起始指令的實戰心法，從釐清目標到善用計畫模式，讓你的 AI 協作更高效。Thu, 19 Feb 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/claude-code-usage-insightshttps://danyuchn.github.io/blog/blog/posts/en/claude-code-usage-insights46 days, 6 projects, 7,843 conversations. This is not a manual — it's a diary of trial and error.Mon, 16 Feb 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/claude-code-usage-insightshttps://danyuchn.github.io/blog/blog/posts/zh/claude-code-usage-insights46 天、6 個專案、7843 條對話，整理出來的 Claude Code 實戰心法。不是教學手冊，是踩坑日記。Mon, 16 Feb 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/ai-reading-list-feb-2026https://danyuchn.github.io/blog/blog/posts/en/ai-reading-list-feb-2026AI articles I read in early February 2026 — coding agents, AI's impact on work, the future of programming languages, and more.Fri, 13 Feb 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/self-improving-claude-mdhttps://danyuchn.github.io/blog/blog/posts/en/self-improving-claude-mdI used claude-log to scan 500+ Claude Code sessions across 6 projects, extracted every time I yelled at the AI, and turned those into CLAUDE.md rules. Here's what I found.Fri, 13 Feb 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/ai-reading-list-feb-2026https://danyuchn.github.io/blog/blog/posts/zh/ai-reading-list-feb-2026二月上旬讀到的 AI 好文，涵蓋 coding agent、AI 對工作的影響、程式語言的未來等主題。Fri, 13 Feb 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/self-improving-claude-mdhttps://danyuchn.github.io/blog/blog/posts/zh/self-improving-claude-md用 claude-log 工具掃描歷史對話，從你罵 AI 的紀錄中提煉規則寫進 claude.md，讓 Claude Code 真正學會不再踩同一個坑。Fri, 13 Feb 2026 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/ai-era-critical-thinkinghttps://danyuchn.github.io/blog/blog/posts/en/ai-era-critical-thinkingAI won't replace your thinking, but it will expose the fact that you can't think. From rediscovering how to learn through AI interactions, to the growing demand for "AI collaboration skills" in exams and workplaces — observations from an educator.Thu, 12 Feb 2026 11:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/ai-era-critical-thinkinghttps://danyuchn.github.io/blog/blog/posts/zh/ai-era-critical-thinkingAI 不會取代你的思考，但會暴露你不會思考。從跟 AI 互動中重新發現的學習態度，到未來考試與職場對「AI 協作力」的需求，一個教學者的觀察。Thu, 12 Feb 2026 11:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/teachers-embrace-aihttps://danyuchn.github.io/blog/blog/posts/en/teachers-embrace-aiA 15-year teaching veteran shares how AI reignited his passion for teaching, how to build an AI clone of yourself, open-source your knowledge, and why "teachers who use AI" are the real threat.Thu, 12 Feb 2026 10:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/teachers-embrace-aihttps://danyuchn.github.io/blog/blog/posts/zh/teachers-embrace-ai一個教學從業 15 年的人，分享如何用 AI 重燃教學熱情、建立教學分身、開源知識庫，以及為什麼「會用 AI 的老師」才是真正的威脅。Thu, 12 Feb 2026 10:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/ai-workflow-convergence-divergencehttps://danyuchn.github.io/blog/blog/posts/en/ai-workflow-convergence-divergenceDistilling my AI collaboration philosophy into two modes -- convergence and divergence. Plus how I build a personal knowledge base, and my day-to-day practice of running multiple agents in parallel.Thu, 12 Feb 2026 09:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/ai-workflow-convergence-divergencehttps://danyuchn.github.io/blog/blog/posts/zh/ai-workflow-convergence-divergence把跟 AI 協作的心法整理成「收斂」與「發散」兩個模式。加上個人知識庫的建構方法，以及多 Agent 並行的日常實踐。Thu, 12 Feb 2026 09:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/fire-planning-with-claudehttps://danyuchn.github.io/blog/blog/posts/en/fire-planning-with-claudeI fed all my assets, liabilities, income, and expenses into Claude Code, then just asked "am I going broke?" A month of conversations turned into a full FIRE planning toolkit — and why I open-sourced it.Thu, 12 Feb 2026 08:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/fire-planning-with-claudehttps://danyuchn.github.io/blog/blog/posts/zh/fire-planning-with-claude把資產、負債、收支全部餵進 Claude Code，直接用對話問「我會不會破產」。一個月下來累積的 FIRE 理財規劃工具，以及為什麼我把它開源了。Thu, 12 Feb 2026 08:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/ai-product-buildinghttps://danyuchn.github.io/blog/blog/posts/en/ai-product-buildingA teacher-turned-builder shares the real story of four generations of AI tool development—RAG, platform architecture, cross-border deployment, and open-source strategy, with all the pitfalls along the way.Thu, 12 Feb 2026 07:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/ai-product-buildinghttps://danyuchn.github.io/blog/blog/posts/zh/ai-product-building一個教學從業者，從 GPT 自訂 Agent 起步，歷經四代 AI 工具開發，分享 RAG、平台架構、跨國部署、開源策略的真實踩坑紀錄。Thu, 12 Feb 2026 07:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/vibe-coding-truthhttps://danyuchn.github.io/blog/blog/posts/en/vibe-coding-truthWe shouldn't uniformly trash Vibe Coding, but we do need to recognize the traps in course quality. A teacher with 10+ years in the game shares how to tell the real deal from the fakes.Thu, 12 Feb 2026 06:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/vibe-coding-truthhttps://danyuchn.github.io/blog/blog/posts/zh/vibe-coding-truth不該統一貶低 Vibe Coding，但也要認清課程品質的陷阱。一個教學從業十年以上的人，分享辨識有料與沒料的方法。Thu, 12 Feb 2026 06:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/claude-code-dunning-krugerhttps://danyuchn.github.io/blog/blog/posts/en/claude-code-dunning-krugerA heavy user with zero engineering background shares the Dunning-Kruger curve of Claude Code from day one to week three, and the workflow that finally clicked.Thu, 12 Feb 2026 05:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/claude-code-dunning-krugerhttps://danyuchn.github.io/blog/blog/posts/zh/claude-code-dunning-kruger一個非工程師背景的重度使用者，分享 Claude Code 從第一天到第三週的達克曲線效應，以及最終找到的高效互動方式。Thu, 12 Feb 2026 05:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/ai-anxiety-and-adaptationhttps://danyuchn.github.io/blog/blog/posts/en/ai-anxiety-and-adaptationAI is iterating so fast that I can't see where I'll be in three years. The journey from anxiety to finding my footing, and why I believe AI is a Kingmaker.Thu, 12 Feb 2026 03:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/ai-anxiety-and-adaptationhttps://danyuchn.github.io/blog/blog/posts/zh/ai-anxiety-and-adaptationAI 飛速迭代，讓我看不見自己三年後的職場位置。從焦慮到找到定位的心路歷程，以及「AI 是造王者」的核心觀點。Thu, 12 Feb 2026 03:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/claude-vs-gemini-vs-gpthttps://danyuchn.github.io/blog/blog/posts/en/claude-vs-gemini-vs-gptSix months of daily-driving all three major AI models. Claude's reliability, Gemini's self-doubt spirals, GPT's decline, and what I ended up subscribing to.Thu, 12 Feb 2026 02:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/claude-vs-gemini-vs-gpthttps://danyuchn.github.io/blog/blog/posts/zh/claude-vs-gemini-vs-gpt同時使用三大 AI 模型半年多的真實體感記錄。Claude 的穩定、Gemini 的自我懷疑、GPT 的退場，以及我最後的訂閱選擇。Thu, 12 Feb 2026 02:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/hello-worldhttps://danyuchn.github.io/blog/blog/posts/en/hello-worldWelcome to Dustin's AI Lab — a blog about practical AI workflows, tools, and insights for learning and productivity.Thu, 12 Feb 2026 00:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/hello-worldhttps://danyuchn.github.io/blog/blog/posts/zh/hello-world歡迎來到 Dustin's AI Lab — 分享 AI 工作流、工具與學習心得的技術部落格。Thu, 12 Feb 2026 00:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/en/ai-micro-notes-2025https://danyuchn.github.io/blog/blog/posts/en/ai-micro-notes-2025Short AI hot takes from the second half of 2025, accumulated from Threads and IG. Model roasts, dev pitfalls, industry observations, tool impressions — each no more than three lines.Wed, 31 Dec 2025 04:00:00 GMThttps://danyuchn.github.io/blog/blog/posts/zh/ai-micro-notes-2025https://danyuchn.github.io/blog/blog/posts/zh/ai-micro-notes-20252025 年下半年在 Threads 和 IG 上累積的 AI 短碎念。模型吐槽、開發踩坑、行業觀察、工具心得，每則不超過三行。Wed, 31 Dec 2025 04:00:00 GMT