---
title: "黃小黃 (@supra126) | Hashnode"
description: "Full-stack Product Engineer & Consultant. Sharing insights on Architecture, AI, and Real-world Solutions. Read the latest articles by 黃小黃 on Hashnode."
url: "https://hashnode.com/@supra126"
---

@supra126

# 黃小黃

@supra126 · Taiwan · Joined February 2026

Full-stack Product Engineer & Consultant. Sharing insights on Architecture, AI, and Real-world Solutions.

### [你的 AI 為什麼不準？資料治理入門：從混亂到可用的 5 個步驟](https://tw.suprahuang.cc/data-governance-for-ai?utm_source=hashnode&utm_medium=feed)

附隱性成本試算、5 步驟實戰路徑與常見問題解答

3 min read · [tw.suprahuang.cc](https://tw.suprahuang.cc/data-governance-for-ai?utm_source=hashnode&utm_medium=feed)

[Feb 28](https://hashnode.com/posts/data-governance-for-ai/69a34de0a7428b958d51f107)

### [Beyond Chatbots: Building Real-World Stateful AI Agents on Cloudflare](https://suprahuang.cc/beyond-chatbots-building-stateful-ai-agents-cloudflare-agents-sdk?utm_source=hashnode&utm_medium=feed)

Build an AI-powered site reliability agent that remembers, schedules, and escalates — no chatbot required

14 min read · [suprahuang.cc](https://suprahuang.cc/beyond-chatbots-building-stateful-ai-agents-cloudflare-agents-sdk?utm_source=hashnode&utm_medium=feed)

[Feb 17](https://hashnode.com/posts/beyond-chatbots-building-stateful-ai-agents-cloudflare-agents-sdk/69943c32f4a777784e6fc019)

### [中小企業資安防護 7 步驟：老闆必知的基礎防線與成本分析](https://tw.suprahuang.cc/sme-cybersecurity-7-steps?utm_source=hashnode&utm_medium=feed)

附 3 種規模預算試算、台灣真實案例與免費工具推薦

5 min read · [tw.suprahuang.cc](https://tw.suprahuang.cc/sme-cybersecurity-7-steps?utm_source=hashnode&utm_medium=feed)

[Feb 16](https://hashnode.com/posts/sme-cybersecurity-7-steps/69936bd520c724147fbf013b)

### [Your API Wasn't Built for AI Agents — Here's How to Fix It](https://suprahuang.cc/your-api-wasnt-built-for-ai-agents-heres-how-to-fix-it?utm_source=hashnode&utm_medium=feed)

Learn how to design and retrofit APIs for AI agent consumption. Covers OpenAPI specs, structured errors, OAuth 2.0, MCP, HATEOAS, and a migration checklist.

16 min read · [suprahuang.cc](https://suprahuang.cc/your-api-wasnt-built-for-ai-agents-heres-how-to-fix-it?utm_source=hashnode&utm_medium=feed)

[Feb 16](https://hashnode.com/posts/your-api-wasnt-built-for-ai-agents-heres-how-to-fix-it/699324bd5fcb530907525c95)

### [你的部落格真的需要這麼「重」嗎？— 一個工程師的 Less is More 實踐](https://tw.suprahuang.cc/blog-less-is-more-engineering-pe?utm_source=hashnode&utm_medium=feed)

150kB JavaScript 只為了顯示一篇文章？一個工程師的前端瘦身實踐

1 min read · [tw.suprahuang.cc](https://tw.suprahuang.cc/blog-less-is-more-engineering-pe?utm_source=hashnode&utm_medium=feed)

[Feb 15](https://hashnode.com/posts/blog-less-is-more-engineering-pe/69911a99053c2fbd6c03239a)