Claude認定開発者試験（CCDV-F）の英語ソースに基づき、語学学習と試験対策を兼ねたバイリンガルポッドキャストのオープニング台本を作成しました。
台湾出身のアイドル2名が交互にトピック（挨拶、日付・曜日、雑談、Claude認定試験およびMCPの核心概念）を展開する構成となっています。台湾華語独特の感嘆詞や口癖（「超級〜的耶」「對啊對啊」「真的假的」「傻眼」「搞定」など）を自然に盛り込み、音声合成（TTS）での朗読時にも自然に聞こえる会話フローに仕上げています。
ご指定の形式に基づき、コード内に日本語を一切含めないPythonコードとして以下に出力します。
sentences_data = []
sentences_data += [
(
"哈囉大家！歡迎收聽今天的節目！今天是2026年11月5日星期四，天氣超級好的耶！",
(
"Hello everyone! Welcome to today's show! Today is Thursday,"
" November 5th, 2026, and the weather is super nice!"
),
),
(
(
"對啊對啊！真的好適合出門踩青喔！不過我們今天要先來跟大家聊聊"
" Claude Certified Developer Exam 的考試重點喔！"
),
(
"Right, right! It's such a great day to go out, but first today,"
" we're going to chat with everyone about the key topics for the"
" Claude Certified Developer Exam!"
),
),
(
(
"真的假的！講到 CCDV-F 認證，最核心的考點之一就是 MCP，也就是 Model"
" Context Protocol 吧？"
),
(
"Really? Speaking of the CCDV-F certification, one of the core exam"
" topics is MCP, which stands for Model Context Protocol, right?"
),
),
(
(
"沒錯！MCP 就像 AI 應用的 USB-C 介面一樣，能把 Claude 連接到外部工具"
" Tool 跟唯讀資源 Resource 喔！"
),
(
"Exactly! MCP is just like a USB-C port for AI applications,"
" connecting Claude to external Tools and read-only Resources!"
),
),
(
(
"哇，超酷的！那考試的時候，是不是要特別注意 STDIO 伺服器千萬不能用"
" print() 寫入 stdout 呢？"
),
(
"Wow, super cool! So during the exam, do we need to pay special"
" attention that STDIO servers must never write to stdout using"
" print()?"
),
),
(
(
"對耶！因為 print() 會破壞 JSON-RPC 訊息導致伺服器掛掉喔！這完全是必考的實務題！"
),
(
"Yes indeed! Because print() will corrupt the JSON-RPC messages and"
" crash the server! That's definitely a practical question on the"
" test!"
),
),
(
(
"傻眼，還好有提醒！那我們接下來就要用精采的英文雙語問答，來考考大家的觀念囉！"
),
(
"Oh my, good thing you reminded us! Next up, we'll use an exciting"
" bilingual quiz in English to test everyone's concepts!"
),
),
(
"太棒了！大家準備好了嗎？跟著我們一起輕鬆學英文、搞定 Claude 認證考試吧！",
(
"Awesome! Is everyone ready? Join us to learn English effortlessly"
" and master the Claude certification exam!"
),
),
]
台本のポイント解説
-
構成の対話フロー：
- セリフ1（アイドルA）：爽やかな挨拶、日付（2026年11月5日木曜日）、天気に関する軽い雑談。
- セリフ2（アイドルB）：雑談への共感から、Claude認定開発者試験（CCDV-F）のテーマへ自然に誘導。
- セリフ3（アイドルA）：試験の超重要分野である「MCP（Model Context Protocol）」を話題に提示。
- セリフ4（アイドルB）：MCPの概念（USB-Cの例え）と構成要素（ToolとResource）を分かりやすく解説。
-
セリフ5（アイドルA）：実務・試験で頻出のハマりポイント「STDIOサーバーにおける
print()使用不可ルール」に言及。 -
セリフ6（アイドルB）：
print()がJSON-RPCメッセージを破損させる技術的理由を補足。 - セリフ7（アイドルA）：驚きのリアクション（傻眼）と、これからのクイズセッションへの繋ぎ。
- セリフ8（アイドルB）：ポッドキャストのメインコーナー（英語クイズ）への視聴者向けコールアンドレスポンス。
-
自然な台湾華語フレーズ：
- 「超級〜的耶」（〜で超いい感じだね）
- 「對啊對啊」（そうそう！ / その通り！）
- 「真的假的」（本当！？ / マジで？）
- 「講到...」（〜といえば...）
- 「傻眼」（絶句 / びっくり）
- 「搞定」（攻略する / マスターする）
Claude認定開発者試験（CCDV-F）およびClaude Platform / MCP / Claude Codeに関する英語ソースから、試験対策と技術理解において最も重要な15の要点を抽出しました。
各要点に基づき、**「クイズ出題 → 回答 → 正解と解説 → 台湾華語ワンポイント解説」**の4ステップ構成（15要点 × 4文 ＝ 全60文）でバイリンガルポッドキャスト風ロールプレイ台本を作成しました。
台湾華語の日常会話で頻出する口語表現（「劃重點」「準沒錯」「難不倒我」「眉角」「地雷」「超補的」「搞定」「妥當」「省很大」「神隊友」など）を自然に取り入れており、音声合成（TTS）でも自然に聴き取れる文章に仕上げています。
英語ソースから抽出した15の核心要点
- CCDV-F試験構造と分野比重：全53問・120分。「Applications and Integration（応用と統合）」が全体の33.1%を占める最重要分野。
- Claudeモデルファミリーの選定ルール：超高速・低コストのHaiku 5.5、汎用バランスのSonnet 5.5、高度推理・長期コード生成のOpus 5.5の使い分け。
- MCP（Model Context Protocol）の3大プリミティブ：Tools（実行アクション）、Resources（唯讀データ）、Prompts（定型テンプレート）の構成。
-
Tool Useの安全境界：Client-side toolではClaudeは直接コードを実行せず、
tool_useリクエストを返し、クライアントアプリが実行してtool_resultを返す。 -
STDIOトランスポートと
print()禁止ルール：STDIO方式のMCPサーバーでは、stdoutへのprint()出力がJSON-RPCメッセージを破壊するため厳禁。 - Prompt Cachingによるコストと延遲の削減：システムプロンプトや大容量コンテキストをキャッシュすることで、トークンコストを最大約97%、延遲を約60%削減。
- Context Management（Compaction & Pruning）：コンテキスト溢れや漂移（Drift）を防ぐため、古いツール結果の刈り込みや自動サマリー（Compaction）を実施。
-
Structured Outputsと
strict: true：レスポンスをJSON Schemaに厳密に準拠させ、strict: trueを設定してスキーマ不一致エラーを防ぐ。 - Message Batches API：リアルタイム性を求めない大量の非同期処理を、50%割引のトークン料金でバッチ実行。
- CLAUDE.mdのベストプラクティス：プロジェクトルートに配置し、コンテキスト圧迫を防ぐため200行以内の精簡な記述に留める。
- Subagents（子代理）とAgent SDK：exploreやplanなどの子代理が独立したコンテキスト視窗と権限で並行調査を行い、主代理に結果を報告。
- AIセキュリティとPrompt Injection対策：未信任のユーザー入力は絶対にシステム指示として扱わず、最小権限原則やHooksでガードレールを構築。
- Vision（視覚解析）機能の提示順序：画像をテキスト提示詞の前に配置することで、20x28ピクセルのVisual Tokensとしての解析精度が向上。
- Server Tools（Web Search / Code Execution）：Anthropicのクラウド沙盒環境で直接実行される組み込みツールで、ローカルHandler不要で利用可能。
-
評価・テスト・除錯（Debugging）：ツール呼び出し失敗時にはエラーを隠蔽せず
is_error: trueを返してモデルの自己修正を促す。
60行の台湾華語・英語対照表
| # | 台湾華語文（Taiwan Mandarin） | 英訳（English Translation） |
|---|---|---|
| 1 | 哈囉各位聽眾朋友，第一題來囉！請問在 CCDV-F 認證考試中，佔比高達 33.1% 的最高分領域是哪一個？ (A) Claude Code (B) Applications and Integration (C) Security and Safety。 | Hello everyone! Here comes the first question! In the CCDV-F exam, which domain has the highest weight at 33.1%? (A) Claude Code (B) Applications and Integration (C) Security and Safety. |
| 2 | 這題我肯定知道！答案絕對是 (B) Applications and Integration 啦！ | I definitely know this one! The answer is absolutely (B) Applications and Integration! |
| 3 | 賓果！答對了！「應用與整合」佔了整整三分之一的分數，是備考絕對要先攻克的重點喔！ | Bingo! That's correct! "Applications and Integration" accounts for a full one-third of the score, making it the top priority to master for the exam! |
| 4 | 順帶一提，剛剛說的「劃重點」在台灣華語裡就是抓出核心關鍵的意思，準備考試一定要懂得劃重點喔！ | By the way, the phrase "劃重點" mentioned earlier means identifying key concepts in Taiwan Mandarin, which is essential when preparing for exams! |
| 5 | 第二題接招！如果要開發需要高吞吐量且對延遲超敏感的分類任務，應該優先選擇哪款模型？ (A) Claude Fable 5.1 (B) Claude Opus 5.5 (C) Claude Haiku 5.5。 | Get ready for question two! If you are developing a classification task that requires high throughput and low latency, which model should you choose first? (A) Claude Fable 5.1 (B) Claude Opus 5.5 (C) Claude Haiku 5.5. |
| 6 | 恩...要求速度快又便宜的話，選 (C) Claude Haiku 5.5 準沒錯！ | Hmm... if fast speed and low cost are required, choosing (C) Claude Haiku 5.5 is guaranteed to be right! |
| 7 | 完全正確！Haiku 主打最快響應與低成本，而 Opus 適合複雜推理，Sonnet 則是日常開發的首選平衡款！ | Absolutely correct! Haiku focuses on the fastest response and lowest cost, Opus excels at complex reasoning, and Sonnet is the balanced choice for everyday development! |
| 8 | 這裡使用的「準沒錯」是非常道地的台灣口語，代表「絕對不會錯、非常有把握」的意思喔！ | The phrase "準沒錯" used here is a very authentic Taiwanese idiom meaning "guaranteed to be right" or "completely confident"! |
| 9 | 第三題！MCP 協定被譽為 AI 應用的 USB-C 介面，它主要包含哪三大核心能力？ (A) Tools, Resources, Prompts (B) Models, Embeddings, Tokens (C) Code, Terminal, Git。 | Question three! Known as the USB-C port for AI applications, what three core capabilities does the MCP protocol mainly include? (A) Tools, Resources, Prompts (B) Models, Embeddings, Tokens (C) Code, Terminal, Git. |
| 10 | 哈哈這難不倒我，答案是 (A) Tools, Resources 和 Prompts！ | Haha, this can't stump me! The answer is (A) Tools, Resources, and Prompts! |
| 11 | 太強了！Tools 是可執行的函數，Resources 是唯讀資料，而 Prompts 則是可複用的指令範本喔！ | Awesome! Tools are executable functions, Resources are read-only data, and Prompts are reusable instruction templates! |
| 12 | 剛才講的「難不倒我」就是「這對我來說很簡單、考不倒我」的意思，日常生活超級實用！ | The expression "難不倒我" means "this is easy for me and can't trick me," which is super practical in daily conversation! |
| 13 | 第四題！當 Claude 觸發 Client-side 工具呼叫時，程式碼實際上是由誰來執行？ (A) Anthropic 的伺服器 (B) 開發者自己的應用程式 (C) 使用者的瀏覽器。 | Question four! When Claude triggers a client-side tool call, who actually executes the code? (A) Anthropic's servers (B) The developer's own application (C) The user's browser. |
| 14 | 我選 (B)！Claude 只會傳回 tool_use 的請求結構，真正執行程式碼的是我們的應用程式！ | I choose (B)! Claude only returns the tool_use request structure, and it is our application that actually executes the code! |
| 15 | 答對了！這就是 Tool Use 的安全邊界，Claude 絕不會擅自直接執行你的用戶端系統程式碼！ | Correct! This is the security boundary of Tool Use: Claude will never execute your client-side system code on its own! |
| 16 | 「眉角」是台灣閩南語借詞，意思是「關鍵的細節與技巧」，掌握 Tool Use 的安全眉角非常重要喔！ | "眉角" is a Taiwanese Hokkien loanword meaning "key details or secret tricks." Mastering the security details of Tool Use is super important! |
| 17 | 第五題！在開發以 STDIO 為傳輸方式的 MCP 伺服器時，程式碼千萬不能做什麼事？ (A) 使用非同步語法 (B) 用 print() 寫入 stdout (C) 傳回 JSON 格式。 | Question five! When developing an MCP server using STDIO transport, what must the code NEVER do? (A) Use async syntax (B) Write to stdout using print() (C) Return JSON format. |
| 18 | 這個地雷我知道！答案是 (B)！因為 print() 會破壞 JSON-RPC 通訊導致伺服器崩潰！ | I know this trap! The answer is (B)! Because print() will corrupt the JSON-RPC communication and crash the server! |
| 19 | 沒錯！STDIO 是靠標準輸入輸出傳遞訊息，任何額外輸出的 print 都會讓通訊直接報廢！ | Exactly! STDIO relies on standard I/O for messaging, so any extra print output will break the communication instantly! |
| 20 | 剛剛提到的「踩雷」或「地雷」，在台灣就是指踩到禁忌或遇到坑洞的意思，開發時一定要避開地雷！ | The terms "踩雷" (step on a landmine) or "地雷" (landmine) in Taiwan refer to hitting a trap or taboo, which you must avoid when coding! |
| 21 | 第六題！啟用 Prompt Caching 提示詞快取技術，對於重複的長上下文可以帶來什麼好處？ (A) 降低高達 97% 成本並減少 60% 延遲 (B) 提高模型輸出字數 (C) 自動修正語法錯誤。 | Question six! Enabling Prompt Caching technology brings what benefits for repeated long contexts? (A) Reduces costs by up to ~97% and latency by ~60% (B) Increases model output length (C) Automatically corrects syntax errors. |
| 22 | 答案絕對是 (A)！能大幅省錢又加快速度，這簡直是開發者的神技！ | The answer is definitely (A)! Saving huge costs while boosting speed makes it a miraculous feature for developers! |
| 23 | 太聰明了！透過設定快取檢查點（Cache Checkpoints），能讓長系統提示詞與大文件重複利用，效率極高！ | So smart! By setting Cache Checkpoints, long system prompts and large documents can be reused with high efficiency! |
| 24 | 「超補的」是台灣很受歡迎的流行語，用來形容獲得巨大的好處或幫助，Prompt Caching 對省錢真的超補的！ | "超補的" is a popular Taiwanese slang phrase used to describe receiving a huge boost or benefit; Prompt Caching is truly beneficial for saving money! |
| 25 | 第七題！當對話歷史過長導致上下文視窗即將爆滿時，應該採用什麼策略？ (A) 忽略上限繼續發送 (B) 進行 Compaction 壓縮或裁切舊工具結果 (C) 直接刪除系統提示詞。 | Question seven! When conversation history grows too long and threatens to fill the context window, what strategy should be adopted? (A) Ignore limits and keep sending (B) Perform compaction or prune old tool results (C) Delete the system prompt directly. |
| 26 | 正確做法是 (B)！進行摘要壓縮與清理舊的工具輸出，才能避免 Context Bloat！ | The correct approach is (B)! Performing summary compaction and cleaning old tool outputs helps avoid Context Bloat! |
| 27 | 完全正確！有效的上下文工程（Context Engineering）能防止上下文漂移（Drift）並節省 Token 消耗！ | Perfectly correct! Effective Context Engineering prevents context drift and conserves token consumption! |
| 28 | 台灣人常講的「搞定」，意思是「順利完成或解決問題」，學會上下文管理就能輕鬆搞定長對話囉！ | Taiwanese people often say "搞定", which means "successfully finish or solve a problem." Master context management and you can easily get long conversations handled! |
| 29 | 第八題！若要確保模型輸出的 JSON 參數 100% 嚴格符合你定義的 JSON Schema，應該開啟什麼設定？ (A) strict: true (B) force: true (C) debug: true。 | Question eight! To ensure that the model's output JSON parameters 100% strictly conform to your defined JSON Schema, what setting should be turned on? (A) strict: true (B) force: true (C) debug: true. |
| 30 | 答案是 (A) strict: true！開啟之後就能強制模型進行嚴格的 Schema 匹配！ | The answer is (A) strict: true! Once enabled, it forces the model to perform strict schema matching! |
| 31 | 答對了！搭配防禦性解析（Defensive Parsing）與輸出驗證，能大幅提升應用程式的穩定度！ | That's right! Combined with Defensive Parsing and response validation, it significantly improves application stability! |
| 32 | 「妥當」是來自台語的日常用語，代表「非常穩妥、萬無一失」，設定 strict: true 就一切妥當啦！ | "妥當" is a Taiwanese phrase meaning "completely secure and foolproof." Set strict: true and everything is safe and sound! |
| 33 | 第九題！對於不需要即時回應的大量非同步任務，使用 Message Batches API 可以獲得多少折扣？ (A) 20% 折扣 (B) 50% 折扣 (C) 完全免費。 | Question nine! For large volume asynchronous tasks that do not require real-time responses, how much discount can you get by using the Message Batches API? (A) 20% discount (B) 50% discount (C) Completely free. |
| 34 | 這麼划算當然是 (B) 50% 折扣！能大幅降低非即時離線處理的成本！ | Such a bargain is definitely (B) 50% discount! It significantly lowers costs for non-real-time offline processing! |
| 35 | Bingo！Batch API 適合夜間資料處理與批量評測，每個請求都會帶上 custom_id 方便非同步比對結果！ | Bingo! Batch API is ideal for overnight data processing and batch evals, where each request carries a custom_id for matching asynchronous results! |
| 36 | 台灣華語常用「省很大」來形容折扣非常優惠、能省下巨額開銷，用 Batch API 真的省很大！ | In Taiwan Mandarin, "省很大" is commonly used to describe huge savings or great discounts; using the Batch API really saves a ton! |
| 37 | 第十題！在項目根目錄放置 CLAUDE.md 檔案時，最推薦的撰寫原則是什麼？ (A) 越長越好，寫滿上千行細節 (B) 保持精簡，最好在 200 行以內 (C) 用純文字不使用 Markdown。 | Question ten! When placing a CLAUDE.md file in the project root directory, what is the most recommended writing guideline? (A) The longer the better, write thousands of detailed lines (B) Keep it concise, preferably under 200 lines (C) Use plain text without Markdown. |
| 38 | 答案是 (B)！精簡的 CLAUDE.md 才能讓 Claude 高效讀取，過長只會浪費 Context 視窗！ | The answer is (B)! A concise CLAUDE.md allows Claude to read it efficiently, while an overly long file just wastes the context window! |
| 39 | 完全正確！CLAUDE.md 應該記載架構決定、構建指令與程式碼風格，配合 Import 拆分檔才夠專業！ | Completely correct! CLAUDE.md should record architectural decisions, build commands, and code styles, using imports to split files professionally! |
| 40 | 「掌握訣竅」意思是「抓到關鍵的方法與技巧」，掌握 CLAUDE.md 的撰寫訣竅，專案開發就事半功倍！ | "掌握訣竅" means "mastering the secret trick or key method." Master the key technique of writing CLAUDE.md, and project development becomes twice as effective! |
| 41 | 第十一題！關於 Claude Code 中的 Subagents（子代理），下列哪項敘述是正確的？ (A) 子代理與主代理共用同一個上下文視窗 (B) 子代理有獨立的上下文視窗與系統提示詞 (C) 子代理無法使用獨立的權限。 | Question eleven! Regarding Subagents in Claude Code, which of the following statements is correct? (A) Subagents share the exact same context window with the main agent (B) Subagents have independent context windows and system prompts (C) Subagents cannot have independent permissions. |
| 42 | 我選 (B)！Subagents 擁有獨立的 Context Window 和提示詞，能把複雜任務分工處理！ | I choose (B)! Subagents possess independent Context Windows and prompts, allowing complex tasks to be divided and handled separately! |
| 43 | 賓果！如 explore、plan 等內建子代理能並行探索代碼，並把最終結果回報給主代理！ | Bingo! Built-in subagents like explore and plan can explore codebase simultaneously and report the final results back to the main agent! |
| 44 | 台灣人常講的「神隊友」，意思是「超級給力、能完美分工的好夥伴」，Subagents 簡直就是開發時的神隊友！ | Taiwanese people often say "神隊友" (god-tier teammate) to mean a super reliable partner who handles teamwork perfectly. Subagents are truly god-tier teammates in development! |
| 45 | 第十二題！當應用程式接收使用者輸入並傳給 Claude 時，哪種安全防護原則最為重要？ (A) 直接相信使用者輸入 (B) 絕不將未信任的輸入當成系統指示並實施 Guardrails (C) 停用所有 API 金鑰。 | Question twelve! When an application accepts user input and passes it to Claude, which security protection principle is most important? (A) Directly trust user input (B) Never treat untrusted input as system instructions and enforce Guardrails (C) Disable all API keys. |
| 46 | 答案當然是 (B)！一定要預防 Prompt Injection，防範未信任輸入帶來的安全風險！ | The answer is of course (B)! Prompt Injection must be prevented to guard against security risks from untrusted inputs! |
| 47 | 太棒了！遵守最小權限原則（Least Privilege）、金鑰安全管理與 Hooks 護欄，才能構建安全的 AI 系統！ | Excellent! Adhering to the principle of least privilege, secure key management, and Hooks guardrails ensures a secure AI system! |
| 48 | 「防患未然」意思是「在災害發生前就做好預防工作」，做 AI 資安防護一定要有防患未然的觀念！ | "防患未然" means "taking precautions before trouble occurs." Implementing AI cybersecurity must strictly follow this precautionary mindset! |
| 49 | 第十三題！當傳送多張圖片給 Claude 進行視覺分析時，提示詞的最佳擺放結構是什麼？ (A) 圖片放在文字提示詞之前 (B) 圖片放在文字提示詞之後 (C) 圖片必須轉成文字檔。 | Question thirteen! When sending multiple images to Claude for visual analysis, what is the best structural placement for the prompt? (A) Place images before text prompts (B) Place images after text prompts (C) Images must be converted to text files. |
| 50 | 答案是 (A)！Anthropic 官方建議將圖片放在文字之前，模型的分析效果會最好！ | The answer is (A)! Official Anthropic guidance recommends placing images before text for optimal analysis performance! |
| 51 | 正確！Claude 會將圖片切成 28x28 像素的 Visual Tokens，多圖時加上標籤（如 Image 1）更能精準對照！ | Correct! Claude slices images into 28x28 pixel Visual Tokens, and adding labels (like Image 1) for multiple images enables precise cross-referencing! |
| 52 | 台灣話講的「眼明手快」，形容「反應敏捷、看得準動作快」，Claude 的 Vision 功能就像眼明手快的大師一樣厲害！ | The Taiwanese phrase "眼明手快" describes someone sharp-eyed and quick to act. Claude's Vision capability is just as impressive as an agile master! |
| 53 | 第十四題！Anthropic 提供的 Server Tools（如 Web Search 與 Code Execution）與一般 Client Tools 的最大差異是什麼？ (A) Server Tools 在 Anthropic 託管環境執行無需自寫 Handler (B) Server Tools 只能傳回文字 (C) Server Tools 無法在 API 中使用。 | Question fourteen! What is the main difference between Anthropic's Server Tools (such as Web Search and Code Execution) and regular Client Tools? (A) Server Tools run in Anthropic's hosted environment without needing custom handlers (B) Server Tools only return text (C) Server Tools cannot be used in the API. |
| 54 | 我選 (A)！Server Tools 直接在 Anthropic 雲端沙盒中執行，我們不用自己編寫執行邏輯！ | I choose (A)! Server Tools execute directly inside Anthropic's cloud sandbox, so we don't need to write execution logic ourselves! |
| 55 | 答對了！例如開啟 Web Search 就能直接取得最新網頁資訊與引用來源，大幅節省開發基礎設施的時間！ | That's right! For example, enabling Web Search gives instant access to live web information and citations, saving substantial infra setup time! |
| 56 | 「省時省力」意思是「節省時間與精力」，善用 Server Tools 真的能幫開發者省時省力！ | "省時省力" means "saving time and effort." Leveraging Server Tools truly helps developers save both time and effort! |
| 57 | 第十五題！當工具呼叫失敗時，在 tool_result 區塊中應該如何處理才是正確的除錯實踐？ (A) 吞掉錯誤傳回空字串 (B) 帶上錯誤訊息並設定 is_error: true (C) 直接中斷整個對話。 | Question fifteen! When a tool call fails, what is the correct debugging practice inside the tool_result block? (A) Swallow the error and return an empty string (B) Include the error message and set is_error: true (C) Terminate the entire conversation directly. |
| 58 | 答案是 (B)！傳回 is_error: true 能讓 Claude 理解失敗原因並進行自我修正或適當解釋！ | The answer is (B)! Returning is_error: true allows Claude to understand the reason for failure and self-correct or explain appropriately! |
| 59 | 完全正確！區分錯誤是來自模型輸出還是整合層，並建立完整的 Trace 分析，是通過 CCDV-F 考試的關鍵！ | Completely correct! Distinguishing whether errors stem from model outputs or integration layers, and establishing trace analysis, is key to passing the CCDV-F exam! |
| 60 | 「功德圓滿」常用來形容「一件大事順利圓滿地完成」，恭喜大家學完這 15 個核心考點，準備考試一定功德圓滿！ | "功德圓滿" is commonly used to describe a great task being successfully and smoothly fulfilled. Congratulations to everyone on completing these 15 core exam topics—you're sure to succeed on the exam! |
Pythonコード形式での出力（コード内日本語排除）
ご指定の形式に基づき、コード内に日本語を一切含めないPythonコードを作成しました。
sentences_data += [
(
(
"哈囉各位聽眾朋友，第一題來囉！請問在 CCDV-F 認證考試中，佔比高達 33.1%"
" 的最高分領域是哪一個？ (A) Claude Code (B) Applications and Integration"
" (C) Security and Safety。"
),
(
"Hello everyone! Here comes the first question! In the CCDV-F"
" exam, which domain has the highest weight at 33.1%? (A) Claude"
" Code (B) Applications and Integration (C) Security and Safety."
),
),
(
"這題我肯定知道！答案絕對是 (B) Applications and Integration 啦！",
(
"I definitely know this one! The answer is absolutely (B)"
" Applications and Integration!"
),
),
(
(
"賓果！答對了！「應用與整合」佔了整整三分之一的分數，是備考絕對要先攻克的重點喔！"
),
(
"Bingo! That's correct! \"Applications and Integration\" accounts for"
' a full one-third of the score, making it the top priority to'
" master for the exam!"
),
),
(
(
"順帶一提，剛剛說的「劃重點」在台灣華語裡就是抓出核心關鍵的意思，準備考試一定要懂得劃重點喔！"
),
(
'By the way, the phrase "劃重點" mentioned earlier means'
" identifying key concepts in Taiwan Mandarin, which is essential"
" when preparing for exams!"
),
),
(
(
"第二題接招！如果要開發需要高吞吐量且對延遲超敏感的分類任務，應該優先選擇哪款模型？"
" (A) Claude Fable 5.1 (B) Claude Opus 5.5 (C) Claude Haiku 5.5。"
),
(
"Get ready for question two! If you are developing a classification"
" task that requires high throughput and low latency, which model"
" should you choose first? (A) Claude Fable 5.1 (B) Claude Opus 5.5"
" (C) Claude Haiku 5.5."
),
),
(
"恩...要求速度快又便宜的話，選 (C) Claude Haiku 5.5 準沒錯！",
(
"Hmm... if fast speed and low cost are required, choosing (C) Claude"
" Haiku 5.5 is guaranteed to be right!"
),
),
(
(
"完全正確！Haiku 主打最快響應與低成本，而 Opus 適合複雜推理，Sonnet"
" 則是日常開發的首選平衡款！"
),
(
"Absolutely correct! Haiku focuses on the fastest response and"
" lowest cost, Opus excels at complex reasoning, and Sonnet is the"
" balanced choice for everyday development!"
),
),
(
(
"這裡使用的「準沒錯」是非常道地的台灣口語，代表「絕對不會錯、非常有把握」的意思喔！"
),
(
'The phrase "準沒錯" used here is a very authentic Taiwanese idiom'
' meaning "guaranteed to be right" or "completely confident"!'
),
),
(
(
"第三題！MCP 協定被譽為 AI 應用的 USB-C 介面，它主要包含哪三大核心能力？ (A)"
" Tools, Resources, Prompts (B) Models, Embeddings, Tokens (C)"
" Code, Terminal, Git。"
),
(
"Question three! Known as the USB-C port for AI applications, what"
" three core capabilities does the MCP protocol mainly include? (A)"
" Tools, Resources, Prompts (B) Models, Embeddings, Tokens (C)"
" Code, Terminal, Git."
),
),
(
"哈哈這難不倒我，答案是 (A) Tools, Resources 和 Prompts！",
(
"Haha, this can't stump me! The answer is (A) Tools, Resources, and"
" Prompts!"
),
),
(
(
"太強了！Tools 是可執行的函數，Resources 是唯讀資料，而 Prompts"
" 則是可複用的指令範本喔！"
),
(
"Awesome! Tools are executable functions, Resources are read-only"
" data, and Prompts are reusable instruction templates!"
),
),
(
(
"剛才講的「難不倒我」就是「這對我來說很簡單、考不倒我」的意思，日常生活超級實用！"
),
(
'The expression "難不倒我" means "this is easy for me and can\'t'
' trick me," which is super practical in daily conversation!'
),
),
(
(
"第四題！當 Claude 觸發 Client-side 工具呼叫時，程式碼實際上是由誰來執行？"
" (A) Anthropic 的伺服器 (B) 開發者自己的應用程式 (C) 使用者的瀏覽器。"
),
(
"Question four! When Claude triggers a client-side tool call, who"
" actually executes the code? (A) Anthropic's servers (B) The"
" developer's own application (C) The user's browser."
),
),
(
(
"我選 (B)！Claude 只會傳回 tool_use"
" 的請求結構，真正執行程式碼的是我們的應用程式！"
),
(
"I choose (B)! Claude only returns the tool_use request"
" structure, and it is our application that actually executes the"
" code!"
),
),
(
(
"答對了！這就是 Tool Use 的安全邊界，Claude"
" 絕不會擅自直接執行你的用戶端系統程式碼！"
),
(
"Correct! This is the security boundary of Tool Use: Claude will"
" never execute your client-side system code on its own!"
),
),
(
(
"「眉角」是台灣閩南語借詞，意思是「關鍵的細節與技巧」，掌握 Tool Use"
" 的安全眉角非常重要喔！"
),
(
'"眉角" is a Taiwanese Hokkien loanword meaning "key details or'
' secret tricks." Mastering the security details of Tool Use is'
" super important!"
),
),
(
(
"第五題！在開發以 STDIO 為傳輸方式的 MCP"
" 伺服器時，程式碼千萬不能做什麼事？ (A) 使用非同步語法 (B) 用 print()"
" 寫入 stdout (C) 傳回 JSON 格式。"
),
(
"Question five! When developing an MCP server using STDIO"
" transport, what must the code NEVER do? (A) Use async syntax (B)"
" Write to stdout using print() (C) Return JSON format."
),
),
(
(
"這個地雷我知道！答案是 (B)！因為 print() 會破壞 JSON-RPC"
" 通訊導致伺服器崩潰！"
),
(
"I know this trap! The answer is (B)! Because print() will corrupt"
" the JSON-RPC communication and crash the server!"
),
),
(
(
"沒錯！STDIO 是靠標準輸入輸出傳遞訊息，任何額外輸出的 print"
" 都會讓通訊直接報廢！"
),
(
"Exactly! STDIO relies on standard I/O for messaging, so any extra"
" print output will break the communication instantly!"
),
),
(
(
"剛剛提到的「踩雷」或「地雷」，在台灣就是指踩到禁忌或遇到坑洞的意思，開發時一定要避開地雷！"
),
(
'The terms "踩雷" (step on a landmine) or "地雷" (landmine) in Taiwan'
" refer to hitting a trap or taboo, which you must avoid when"
" coding!"
),
),
(
(
"第六題！啟用 Prompt Caching 提示詞快取技術，對於重複的長上下文可以帶來什麼好處？"
" (A) 降低高達 97% 成本並減少 60% 延遲 (B) 提高模型輸出字數 (C)"
" 自動修正語法錯誤。"
),
(
"Question six! Enabling Prompt Caching technology brings what"
" benefits for repeated long contexts? (A) Reduces costs by up to"
" ~97% and latency by ~60% (B) Increases model output length (C)"
" Automatically corrects syntax errors."
),
),
(
(
"答案絕對是 (A)！能大幅省錢又加快速度，這簡直是開發者的神技！"
),
(
"The answer is definitely (A)! Saving huge costs while boosting"
" speed makes it a miraculous feature for developers!"
),
),
(
(
"太聰明了！透過設定快取檢查點（Cache Checkpoints），能讓長系統提示詞與大文件重複利用，效率極高！"
),
(
"So smart! By setting Cache Checkpoints, long system prompts and"
" large documents can be reused with high efficiency!"
),
),
(
(
"「超補的」是台灣很受歡迎的流行語，用來形容獲得巨大的好處或幫助，Prompt"
" Caching 對省錢真的超補的！"
),
(
'"超補的" is a popular Taiwanese slang phrase used to describe'
" receiving a huge boost or benefit; Prompt Caching is truly"
" beneficial for saving money!"
),
),
(
(
"第七題！當對話歷史過長導致上下文視窗即將爆滿時，應該採用什麼策略？ (A)"
" 忽略上限繼續發送 (B) 進行 Compaction 壓縮或裁切舊工具結果 (C)"
" 直接刪除系統提示詞。"
),
(
"Question seven! When conversation history grows too long and"
" threatens to fill the context window, what strategy should be"
" adopted? (A) Ignore limits and keep sending (B) Perform"
" compaction or prune old tool results (C) Delete the system prompt"
" directly."
),
),
(
(
"正確做法是 (B)！進行摘要壓縮與清理舊的工具輸出，才能避免 Context"
" Bloat！"
),
(
"The correct approach is (B)! Performing summary compaction and"
" cleaning old tool outputs helps avoid Context Bloat!"
),
),
(
(
"完全正確！有效的上下文工程（Context Engineering）能防止上下文漂移（Drift）並節省"
" Token 消耗！"
),
(
"Perfectly correct! Effective Context Engineering prevents context"
" drift and conserves token consumption!"
),
),
(
(
"台灣人常講的「搞定」，意思是「順利完成或解決問題」，學會上下文管理就能輕鬆搞定長對話囉！"
),
(
'Taiwanese people often say "搞定", which means "successfully finish'
' or solve a problem." Master context management and you can easily'
" get long conversations handled!"
),
),
(
(
"第八題！若要確保模型輸出的 JSON 參數 100% 嚴格符合你定義的 JSON Schema，應該開啟什麼設定？"
" (A) strict: true (B) force: true (C) debug: true。"
),
(
"Question eight! To ensure that the model's output JSON parameters"
" 100% strictly conform to your defined JSON Schema, what setting"
" should be turned on? (A) strict: true (B) force: true (C) debug:"
" true."
),
),
(
(
"答案是 (A) strict: true！開啟之後就能強制模型進行嚴格的 Schema 匹配！"
),
(
"The answer is (A) strict: true! Once enabled, it forces the model"
" to perform strict schema matching!"
),
),
(
(
"答對了！搭配防禦性解析（Defensive Parsing）與輸出驗證，能大幅提升應用程式的穩定度！"
),
(
"That's right! Combined with Defensive Parsing and response"
" validation, it significantly improves application stability!"
),
),
(
(
"「妥當」是來自台語的日常用語，代表「非常穩妥、萬無一失」，設定 strict:"
" true 就一切妥當啦！"
),
(
'"妥當" is a Taiwanese phrase meaning "completely secure and'
' foolproof." Set strict: true and everything is safe and sound!'
),
),
(
(
"第九題！對於不需要即時回應的大量非同步任務，使用 Message Batches API"
" 可以獲得多少折扣？ (A) 20% 折扣 (B) 50% 折扣 (C) 完全免費。"
),
(
"Question nine! For large volume asynchronous tasks that do not"
" require real-time responses, how much discount can you get by"
" using the Message Batches API? (A) 20% discount (B) 50% discount"
" (C) Completely free."
),
),
(
(
"這麼划算當然是 (B) 50% 折扣！能大幅降低非即時離線處理的成本！"
),
(
"Such a bargain is definitely (B) 50% discount! It significantly"
" lowers costs for non-real-time offline processing!"
),
),
(
(
"Bingo！Batch API 適合夜間資料處理與批量評測，每個請求都會帶上 custom_id"
" 方便非同步比對結果！"
),
(
"Bingo! Batch API is ideal for overnight data processing and batch"
" evals, where each request carries a custom_id for matching"
" asynchronous results!"
),
),
(
(
"台灣華語常用「省很大」來形容折扣非常優惠、能省下巨額開銷，用 Batch API"
" 真的省很大！"
),
(
'In Taiwan Mandarin, "省很大" is commonly used to describe huge'
" savings or great discounts; using the Batch API really saves a"
" ton!"
),
),
(
(
"第十題！在項目根目錄放置 CLAUDE.md 檔案時，最推薦的撰寫原則是什麼？ (A)"
" 越長越好，寫滿上千行細節 (B) 保持精簡，最好在 200 行以內 (C)"
" 用純文字不使用 Markdown。"
),
(
"Question ten! When placing a CLAUDE.md file in the project root"
" directory, what is the most recommended writing guideline? (A) The"
" longer the better, write thousands of detailed lines (B) Keep it"
" concise, preferably under 200 lines (C) Use plain text without"
" Markdown."
),
),
(
(
"答案是 (B)！精簡的 CLAUDE.md 才能讓 Claude 高效讀取，過長只會浪費"
" Context 視窗！"
),
(
"The answer is (B)! A concise CLAUDE.md allows Claude to read it"
" efficiently, while an overly long file just wastes the context"
" window!"
),
),
(
(
"完全正確！CLAUDE.md 應該記載架構決定、構建指令與程式碼風格，配合 Import"
" 拆分檔才夠專業！"
),
(
"Completely correct! CLAUDE.md should record architectural"
" decisions, build commands, and code styles, using imports to split"
" files professionally!"
),
),
(
(
"「掌握訣竅」意思是「抓到關鍵的方法與技巧」，掌握 CLAUDE.md"
" 的撰寫訣竅，專案開發就事半功倍！"
),
(
'"掌握訣竅" means "mastering the secret trick or key method."'
" Master the key technique of writing CLAUDE.md, and project"
" development becomes twice as effective!"
),
),
(
(
"第十一題！關於 Claude Code 中的 Subagents（子代理），下列哪項敘述是正確的？"
" (A) 子代理與主代理共用同一個上下文視窗 (B)"
" 子代理有獨立的上下文視窗與系統提示詞 (C) 子代理無法使用獨立的權限。"
),
(
"Question eleven! Regarding Subagents in Claude Code, which of the"
" following statements is correct? (A) Subagents share the exact"
" same context window with the main agent (B) Subagents have"
" independent context windows and system prompts (C) Subagents"
" cannot have independent permissions."
),
),
(
(
"我選 (B)！Subagents 擁有獨立的 Context Window"
" 和提示詞，能把複雜任務分工處理！"
),
(
"I choose (B)! Subagents possess independent Context Windows and"
" prompts, allowing complex tasks to be divided and handled"
" separately!"
),
),
(
(
"賓果！如 explore、plan"
" 等內建子代理能並行探索代碼，並把最終結果回報給主代理！"
),
(
"Bingo! Built-in subagents like explore and plan can explore"
" codebase simultaneously and report the final results back to the"
" main agent!"
),
),
(
(
"台灣人常講的「神隊友」，意思是「超級給力、能完美分工的好夥伴」，Subagents"
" 簡直就是開發時的神隊友！"
),
(
'Taiwanese people often say "神隊友" (god-tier teammate) to mean a'
" super reliable partner who handles teamwork perfectly. Subagents"
" are truly god-tier teammates in development!"
),
),
(
(
"第十二題！當應用程式接收使用者輸入並傳給 Claude 時，哪種安全防護原則最為重要？"
" (A) 直接相信使用者輸入 (B)"
" 絕不將未信任的輸入當成系統指示並實施 Guardrails (C) 停用所有 API"
" 金鑰。"
),
(
"Question twelve! When an application accepts user input and passes"
" it to Claude, which security protection principle is most"
" important? (A) Directly trust user input (B) Never treat"
" untrusted input as system instructions and enforce Guardrails"
" (C) Disable all API keys."
),
),
(
(
"答案當然是 (B)！一定要預防 Prompt Injection，防範未信任輸入帶來的安全風險！"
),
(
"The answer is of course (B)! Prompt Injection must be prevented to"
" guard against security risks from untrusted inputs!"
),
),
(
(
"太棒了！遵守最小權限原則（Least Privilege）、金鑰安全管理與 Hooks"
" 護欄，才能構建安全的 AI 系統！"
),
(
"Excellent! Adhering to the principle of least privilege, secure"
" key management, and Hooks guardrails ensures a secure AI system!"
),
),
(
(
"「防患未然」意思是「在災害發生前就做好預防工作」，做 AI"
" 資安防護一定要有防患未然的觀念！"
),
(
'"防患未然" means "taking precautions before trouble occurs."'
" Implementing AI cybersecurity must strictly follow this"
" precautionary mindset!"
),
),
(
(
"第十三題！當傳送多張圖片給 Claude 進行視覺分析時，提示詞的最佳擺放結構是什麼？"
" (A) 圖片放在文字提示詞之前 (B) 圖片放在文字提示詞之後 (C)"
" 圖片必須轉成文字檔。"
),
(
"Question thirteen! When sending multiple images to Claude for"
" visual analysis, what is the best structural placement for the"
" prompt? (A) Place images before text prompts (B) Place images"
" after text prompts (C) Images must be converted to text files."
),
),
(
(
"答案是 (A)！Anthropic 官方建議將圖片放在文字之前，模型的分析效果會最好！"
),
(
"The answer is (A)! Official Anthropic guidance recommends placing"
" images before text for optimal analysis performance!"
),
),
(
(
"正確！Claude 會將圖片切成 28x28 像素的 Visual Tokens，多圖時加上標籤（如"
" Image 1）更能精準對照！"
),
(
"Correct! Claude slices images into 28x28 pixel Visual Tokens, and"
" adding labels (like Image 1) for multiple images enables precise"
" cross-referencing!"
),
),
(
(
"台灣話講的「眼明手快」，形容「反應敏捷、看得準動作快」，Claude 的 Vision"
" 功能就像眼明手快的大師一樣厲害！"
),
(
'The Taiwanese phrase "眼明手快" describes someone sharp-eyed and'
" quick to act. Claude's Vision capability is just as impressive as"
" an agile master!"
),
),
(
(
"第十四題！Anthropic 提供的 Server Tools（如 Web Search 與 Code"
" Execution）與一般 Client Tools 的最大差異是什麼？ (A) Server Tools 在"
" Anthropic 託管環境執行無需自寫 Handler (B) Server Tools 只能傳回文字"
" (C) Server Tools 無法在 API 中使用。"
),
(
"Question fourteen! What is the main difference between Anthropic's"
" Server Tools (such as Web Search and Code Execution) and regular"
" Client Tools? (A) Server Tools run in Anthropic's hosted"
" environment without needing custom handlers (B) Server Tools only"
" return text (C) Server Tools cannot be used in the API."
),
),
(
(
"我選 (A)！Server Tools 直接在 Anthropic"
" 雲端沙盒中執行，我們不用自己編寫執行邏輯！"
),
(
"I choose (A)! Server Tools execute directly inside Anthropic's"
" cloud sandbox, so we don't need to write execution logic"
" ourselves!"
),
),
(
(
"答對了！例如開啟 Web Search"
" 就能直接取得最新網頁資訊與引用來源，大幅節省開發基礎設施的時間！"
),
(
"That's right! For example, enabling Web Search gives instant"
" access to live web information and citations, saving substantial"
" infra setup time!"
),
),
(
(
"「省時省力」意思是「節省時間與精力」，善用 Server Tools"
" 真的能幫開發者省時省力！"
),
(
'"省時省力" means "saving time and effort." Leveraging Server Tools'
" truly helps developers save both time and effort!"
),
),
(
(
"第十五題！當工具呼叫失敗時，在 tool_result"
" 區塊中應該如何處理才是正確的除錯實踐？ (A) 吞掉錯誤傳回空字串 (B)"
" 帶上錯誤訊息並設定 is_error: true (C) 直接中斷整個對話。"
),
(
"Question fifteen! When a tool call fails, what is the correct"
" debugging practice inside the tool_result block? (A) Swallow the"
" error and return an empty string (B) Include the error message and"
" set is_error: true (C) Terminate the entire conversation"
" directly."
),
),
(
(
"答案是 (B)！傳回 is_error: true 能讓 Claude"
" 理解失敗原因並進行自我修正或適當解釋！"
),
(
"The answer is (B)! Returning is_error: true allows Claude to"
" understand the reason for failure and self-correct or explain"
" appropriately!"
),
),
(
(
"完全正確！區分錯誤是來自模型輸出還是整合層，並建立完整的 Trace"
" 分析，是通過 CCDV-F 考試的關鍵！"
),
(
"Completely correct! Distinguishing whether errors stem from model"
" outputs or integration layers, and establishing trace analysis,"
" is key to passing the CCDV-F exam!"
),
),
(
(
"「功德圓滿」常用來形容「一件大事順利圓滿地完成」，恭喜大家學完這 15"
" 個核心考點，準備考試一定功德圓滿！"
),
(
'"功德圓滿" is commonly used to describe a great task being'
" successfully and smoothly fulfilled. Congratulations to everyone"
" on completing these 15 core exam topics—you're sure to succeed on"
" the exam!"
),
),
]
Claude認定開発者試験（CCDV-F）の解説と台湾華語学習を合わせたバイリンガルポッドキャストのエンディング台本（2セリフ分）を作成しました。
今日のまとめ（MCP協定、Prompt Caching、Claude CodeのSubagentsなど）と感謝・お別れの挨拶を網羅し、「收穫滿滿」「超級補的」「眉角」「搞定」「平安順心」といった台湾華語特有の自然な感嘆詞や口語表現を取り入れています。音声合成（TTS）でも非常に自然に聞こえるリズムに仕上げています。
ご指定の通り、コード内に日本語を一切含めないPythonコードとして以下に出力します。
sentences_data += [
(
(
"哇，今天我們聊了超多 CCDV-F 認證考試的重點，從 MCP 協定、Prompt Caching 到"
" Claude Code 的 Subagents，大家是不是也覺得收穫滿滿、超級補的呢？"
),
(
"Wow, today we chatted about so many key points for the CCDV-F"
" exam, from the MCP protocol and Prompt Caching to Subagents in"
" Claude Code. Do you feel as enriched and super-boosted as we do?"
),
),
(
(
"對啊！只要把這些眉角跟觀念搞定，考試絕對沒問題啦！那我們今天的節目就到這裡囉，非常感謝大家的收聽，祝大家備考順利、平安順心，我們下次見囉，拜拜！"
),
(
"Right! As long as you get all these key details and concepts"
" handled, you'll definitely ace the exam! That's all for today's"
" episode, thank you so much for listening, wish everyone smooth"
" exam prep and peace of mind. See you next time, bye-bye!"
),
),
]
エンディング台本の解説ポイント
-
セリフ1（DJ 1）：
- 今日のメインテーマである「CCDV-F試験」「MCP協定」「Prompt Caching」「Claude Code Subagents」を軽やかに振り返ります。
- 台湾で人気の口語表現「收穫滿滿（実りが多い）」や「超級補的（すごく身になる、ためになる）」を使ってリスナーに共感を問いかけています。
-
セリフ2（DJ 2）：
- 台湾語由来の「眉角（コツ・要点）」や「搞定（マスターする・攻略する）」を用いて試験合格への自信を後押しします。
- 台湾のラジオ・ポッドキャストのエンディングで定番の温かみのある挨拶「平安順心（平穏で順調でありますように）」と「拜拜（バイバイ）」で爽やかに番組を締めくくっています。