<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"><channel><title>Heng-Shiou Sheu</title><description>Heng-Shiou Sheu 的個人網站，聚焦 AI 系統、LLM 應用、RAG、LangGraph、Agentic Workflow、ASR、多語言翻譯、ML System Design 與技術長文寫作。</description><link>https://hengshiou.com/</link><item><title>那顆不見的滷蛋，揭露了企業 AI 最大的假象</title><link>https://hengshiou.com/posts/fde-agent-workflow-enterprise-ai/</link><guid isPermaLink="true">https://hengshiou.com/posts/fde-agent-workflow-enterprise-ai/</guid><description>企業 AI 的瓶頸不是模型會不會回答，而是公司有沒有一條能被讀取、執行、覆寫、追蹤的真實工作流。真正被重寫的不是聊天框，而是工作方式本身。</description><pubDate>Wed, 24 Jun 2026 16:00:00 GMT</pubDate></item><item><title>AI 讓寫程式變便宜，為什麼工程反而更貴？</title><link>https://hengshiou.com/posts/vibe-coding-agentic-engineering-real-work/</link><guid isPermaLink="true">https://hengshiou.com/posts/vibe-coding-agentic-engineering-real-work/</guid><description>Vibe coding 讓沒有工程背景的人第一次能把想法做成原型；但當原型要進入客服、CRM、工單、合約與真實營運流程，agentic engineering 才會進場。分水嶺在 demo 之後：你敢不敢讓系統在真實世界運作。</description><pubDate>Wed, 24 Jun 2026 16:00:00 GMT</pubDate></item><item><title>下一代公益，捐的可能不是錢，而是 AI 算力</title><link>https://hengshiou.com/posts/ai-compute-token-donation/</link><guid isPermaLink="true">https://hengshiou.com/posts/ai-compute-token-donation/</guid><description>AI credits、cloud credits、API credits 正在成為一種新的資源分配方式。這篇文章從新聞案例、資本論、貨幣基礎與制度條件出發，討論 AI 算力 token 是否可能成為可被信任的捐贈機制。</description><pubDate>Mon, 15 Jun 2026 04:10:00 GMT</pubDate></item><item><title>真正的 AI 入門，不是註冊十個工具，而是把一件你本來就要做的小事，交給它試一次</title><link>https://hengshiou.com/posts/ai-agent-start-one-small-task/</link><guid isPermaLink="true">https://hengshiou.com/posts/ai-agent-start-one-small-task/</guid><description>AI 入門的起點不是追完所有工具，而是選一件低風險、重複、可驗證的小事，逐步把 AI 從聊天對象變成日常助理。</description><pubDate>Sat, 06 Jun 2026 16:00:00 GMT</pubDate></item><item><title>Token 是你的工作貨幣，不是你的 KPI</title><link>https://hengshiou.com/posts/token-capital-white-collar-work-currency/</link><guid isPermaLink="true">https://hengshiou.com/posts/token-capital-white-collar-work-currency/</guid><description>Fortune 說 tokenmaxxing 已死。但死掉的是企業的量化管理實驗，不是個人積累 token 能力的理由。本文提出「Token 資本」框架：有 token 不等於有產出，真正的差別是你是否知道怎麼配置它、放大它、讓它產生複利。</description><pubDate>Fri, 29 May 2026 16:00:00 GMT</pubDate></item><item><title>沒有裁員，不代表你安全：AI 正在重新定價白領工作</title><link>https://hengshiou.com/posts/no-layoffs-doesnt-mean-safe-ai-repricing-white-collar-work/</link><guid isPermaLink="true">https://hengshiou.com/posts/no-layoffs-doesnt-mean-safe-ai-repricing-white-collar-work/</guid><description>AI 不一定先帶來裁員，但它已經開始拆解白領任務、重組流程，並把許多工作重新變成可計量、可驗收、可比較成本的 token 化任務。</description><pubDate>Thu, 21 May 2026 16:00:00 GMT</pubDate></item><item><title>工程團隊為什麼需要共同語境：從 Core Doc 到 AI 協作</title><link>https://hengshiou.com/posts/core-ubiquitous-language-shared-context-team/</link><guid isPermaLink="true">https://hengshiou.com/posts/core-ubiquitous-language-shared-context-team/</guid><description>從工程團隊的 Core Doc、通用語言與 AI 協作情境，說明共同語境如何降低溝通成本並提升交付品質。</description><pubDate>Wed, 06 May 2026 16:00:00 GMT</pubDate></item><item><title>AI 應用架構師實戰指南：Prompt、Workflow、RAG 與 Evaluation</title><link>https://hengshiou.com/posts/llm-ai-ai-llm-rag-langchain/</link><guid isPermaLink="true">https://hengshiou.com/posts/llm-ai-ai-llm-rag-langchain/</guid><description>從 Prompt、Workflow、RAG 到 Evaluation，整理 AI 應用架構師需要具備的四層能力與可維運思維。</description><pubDate>Wed, 06 May 2026 16:00:00 GMT</pubDate></item><item><title>微調、RAG 還是 Prompt？企業導入 LLM 的技術選型指南</title><link>https://hengshiou.com/posts/llm-sft-rl-fine-tuning-sft/</link><guid isPermaLink="true">https://hengshiou.com/posts/llm-sft-rl-fine-tuning-sft/</guid><description>用工程選型角度比較 Prompt、RAG 與 Fine-tuning，說明企業導入 LLM 時何時該微調、何時不該微調。</description><pubDate>Wed, 06 May 2026 16:00:00 GMT</pubDate></item><item><title>DSPy 實戰思維：從提示工程走向可最佳化的 AI Pipeline</title><link>https://hengshiou.com/posts/dspy-ai-dspy-prompt-optimization-ai/</link><guid isPermaLink="true">https://hengshiou.com/posts/dspy-ai-dspy-prompt-optimization-ai/</guid><description>從提示工程的不穩定痛點切入，說明 DSPy 如何把 prompt 調整轉成可測量、可最佳化的 AI pipeline。</description><pubDate>Wed, 06 May 2026 16:00:00 GMT</pubDate></item><item><title>How to add LaTeX Equations in Astro blog posts</title><link>https://hengshiou.com/posts/how-to-add-latex-equations-in-blog-posts/</link><guid isPermaLink="true">https://hengshiou.com/posts/how-to-add-latex-equations-in-blog-posts/</guid><description>Learn how to add LaTeX equations in Astro blog posts using Markdown, KaTeX, and remark/rehype plugins.</description><pubDate>Sat, 22 Mar 2025 09:25:46 GMT</pubDate></item></channel></rss>