James Huang The $100 Million Moat is Now a Text File: Why Vertical SaaS is Dying and The Monolith is Returning TL;DR: The era of "defensible software" is over. Nicolas Bustamante reveals that complex business logic, once hard-coded into millions of lines of Python, is now just a Markdown file written by a doma... Innovative Growth LLM Large Language Model Large Language Models SEO For Growth SEO Fundamentals SEO In Japan SEO Strategies SEO 挑戰 Selling
James Huang The Monolith is Dead: How We Cut Hosting Costs by 90% and Hit 0.2s Load Times TL;DR: The migration wasn't just about AI automation; it was a fundamental architectural rescue mission. By moving from a Monolithic CMS (Server + Database) to a Headless Edge Architecture , we didn't... Accelerate Digitality LLM LLMs Mercury Mercury Technology Solution SEO SEO For Growth SEO In Japan SEO Optimization Search Engine Optimization
James Huang I Fire Myself Every Morning: The 11-Step Automation Stack Behind the New MTS Blog TL;DR: We didn't just migrate a blog; we built a Content Factory . In our move to a Headless CMS, we implemented 11 specific automations. I write in Markdown once, and the system auto-generates code, ... LLM LLM SEO LLMs Local SEO SEO SEO For Growth SEO In Japan SEO Optimization SEO Strategies SEO Tool
James Huang Stop "Crafting" Prompts. Start Reverse-Engineering Them TL;DR: Most people treat Prompt Engineering like creative writing. This is why their AI implementations fail. True Prompt Engineering is not about "asking nicely"—it is about Constraints, Architecture... LLM LLM SEO Prompt Engineering SEO Optimization SEO Performance SEO Services SEO Strategies SEO Strategy SEO Tool SEO 挑戰
James Huang 1,000 Posts, 3 Days, Zero Sleep: How We Migrated to a Headless CMS to Survive the AI Era TL;DR: Since April 2025, I’ve written over 1,000 blog posts. My old CMS was drowning in technical debt, high hosting bills, and slow load times. I decided to burn the ships. In a 72-hour sprint, we mi... LLM LLM SEO Llama Mercury Technology Solution SEO SEO And CRO Integration SEO For Growth SEO Optimization SEO Strategies SEO 挑戰
James Huang The End of "Hollywood" as a Place, The Rise of "Hollywood" as a Prompt TL;DR: The release of Seedance 2.0 (and tools like it) isn't just an upgrade for video editors; it is the De-Industrialization of the film industry. We are moving from a "Pyramid" labor structure to a... Generative Ai LLM Mercury Technology Solution Mercury Technology Solutions SEO Editor SEO For Growth SEO Strategies SEO 挑戰 SLA Commitment Search Engine Optimization
James Huang The Death of "Execution": Why Kimi 2.5 Just Made Your Coding Skills Obsolete TL;DR: A Chinese AI company, Moonshot AI, just released Kimi 2.5 . It features "Visual Agentic Intelligence"—meaning it can look at a video of a website and clone the code instantly. This marks a pivo... LLM LLM SEO Large Language Model SEO For Growth SEO In Japan SEO Integration SEO Optimization SEO Performance SEO Strategies SEO 挑戰
James Huang Moltworker/OpenClaw is a Warning Shot: What Cloudflare's Move Means for the Future of LLMOps TL;DR: While developers are buying Mac Minis to run Moltbot (the viral open-source AI agent), Cloudflare quietly launched Moltworker —a $5/month serverless solution to run the same agent. This isn't j... LLM Large Language Model SEO For Growth SEO Friendly SEO In Japan SEO Optimization SEO Strategies SEO Strategy SEO 挑戰 Selling
James Huang 邏輯陷阱:為什麼在人工智能時代,人類的本能會戰勝資料? TL;DR: Google 發明了變形金剛,但 OpenAI 贏得了未來。為什麼?因為 Google 是靠 Logic 運作,而 OpenAI 則是靠 Instinct 運作。Sergey Brin 最近在史丹佛大學的供詞揭露了一個痛苦的事實:Google 擁有所有的資料、所有的科學家,以及所有的「證據」,證明 LLM 是有缺陷的。他們所缺乏的是「直覺」(Vibe),也就是人類獨有的能力,能夠在量... LLM LLM SEO LLMs Openai SEO For Growth SEO Optimization SEO Performance SEO Services SEO Strategies SEO 挑戰
James Huang 停止與 AI「聊天」。開始工程化:Google 的 PASEC 架構 TL;DR: 大多數人之所以在人工智慧上掙扎,是因為他們將人工智慧視為對話。這不是對話,而是一個 系統 。Google 最近強調了 PASEC 提示框架,該框架可將模糊的請求轉換為精確的指令。如果您分析這個架構,就會發現它與 Systemic Design 完全相同。提示不再是一門藝術,它現在已成為需求工程的一門學科。 Mercury Technology Solutions 首席執行官 Jame... LLM Large Language Model Large Language Models Prompt Engineering SEO For Growth SEO In Japan SEO Optimization SEO Services SEO Strategies SEO 挑戰
James Huang Vibe Coding 是個陷阱。您需要 「法典」。 TL;DR: 「Vibe Coding」(隨意引導 AI 建置軟體的做法)已經成為趨勢。但是,如果沒有結構化,它將不可避免地導致 「上下文漂移」(context drift)和義大利語代碼(spaghetti code)。要使用 AI 建立企業級軟體,您需要一個嚴謹的 Context Architecture 。在 Mercury,我們稱之為 "The Codex Protocol" ,這不是將您... LLM Large Language Model Large Language Models Local SEO SEO For Growth SEO In Japan SEO Optimization SEO Strategies SEO Strategy SEO 挑戰
James Huang The "AI Ceiling" is an Illusion: Why the Next Trillion Dollars is in Video Scaling TL;DR: The market is panicking because LLMs (Text) seem to be hitting a performance ceiling, causing AI stocks like Oracle to slide. Investors worry that if the magic stops, OpenAI becomes just anothe... LLM LLMs Selling Sem Senior Executive Sensors Serp Rankings Server Maintenance Service Businesses Settlement