Developer Track

After this stage you can：You know the vocabulary, what it can do, and have run it once

1. 01
   What Is an AI Agent: From ChatGPT to AI That Acts

   用 LLM、上下文、工具、循環四個零件拆解 AI Agent 的本質，對比聊天機器人與 Agent 的差別，給出日常、開發、商業三個例子與真實失敗模式，幫你判斷自己的需求該不該用 Agent。

   11 minChinese only
2. 02
   Set Up Your LLM Dev Environment in Five Minutes

   從零搭好能呼叫 LLM API 的開發環境：Python 安裝、虛擬環境、API Key 取得與環境變數管理，最後用一條 curl 指令驗證整條鏈路。macOS 與 Windows 雙平台完整指令，重點講解金鑰安全管理與不洩漏進 git 的做法。

   15 min1 prerequisiteChinese only
3. 03
   Your First LLM API Call: Tokens, Billing, and Common Errors

   用 Python 的 openai SDK 發出第一個 LLM 請求：搞懂 system、user、assistant 三種訊息角色的分工，temperature、max_tokens 與串流輸出的取捨，以及 token 計費概念與用量估算方法，最後整理新手必遇錯誤的排查步驟。

   21 min1 prerequisiteChinese only
4. 04
   Understanding the Transformer Architecture: Attention Is All You Need

   An in-depth understanding of the core components of Transformer: Self-Attention, Multi-Head Attention, Positional Encoding, and how they replaced RNNs to become the foundational architecture of modern LLMs.

   7 min1 prerequisite
5. 05
   Prompt Engineering Systematic Methodology: From Few-shot to ReAct

   A complete methodology for Prompt Engineering: principles and practical applications of techniques such as Few-shot, Chain-of-Thought, Tree-of-Thought, ReAct, and Self-Consistency.

   6 min1 prerequisite
6. 06
   May 2026 LLM API Pricing Landscape: Complete Comparison of DeepSeek, Qwen, GLM, Kimi, MiniMax, and Doubao

   Cross-verified through multiple search engines including Exa, Tavily, and Brave, this compiles per-million-token pricing for DeepSeek V4, Qwen3.6-plus, GLM-5, Kimi K2.5, MiniMax M2.7, Volcano Engine Doubao Seed 2.0, and Claude/GPT, with a Sub2API cost setup guide.

   12 min1 prerequisite
7. 07
   Three-Layer Framework LLM API Configuration Summary: DS V4 Pro, Qwen 3.6, oMLX Local

   A complete guide to configuring DeepSeek V4 Pro, Qwen 3.6-Plus, and oMLX local Qwen3 Coder Next across Hermes Agent, OpenClaw, and Claude Code.

   9 min1 prerequisite
8. 08
   Highly Useful Claude Code System Prompt Templates

   A curated set of battle-tested Claude Code system prompts, covering common scenarios such as code review, refactoring, and documentation generation.

   5 min1 prerequisite
9. 09
   Your First Agent: A Hello World That Uses Tools

   不用任何框架，手寫一個真的會做事的 Agent：會查天氣、會算數學、自己循環到任務完成為止。逐步拆解 Agent 循環的六個步驟、終止條件與常見踩坑，寫完你就懂框架替你做了什麼。

   28 min1 prerequisiteChinese only