import marimo

__generated_with = "0.23.16"
app = marimo.App(width="medium", app_title="Agent Skills：把 SOP 打包成 AI 的技能（實驗場）")


@app.cell(hide_code=True)
def _(mo):
    mo.md(
        r"""
    # 🧪 Agent Skills：把 SOP 打包成 AI 的技能（實驗場）

    這是本課的**實驗場**：教學頁讀到哪，就回到這裡對應的號碼動手。
    每一節都有選單或滑桿，拉完立刻重算。

    這裡的數字分兩種，看清楚再下結論：

    - **當場算的**：token 帳、工時加總、SKILL.md 驗證——真的在你的瀏覽器裡跑。
    - **實測紀錄**：Claude Code 與小模型的觸發行為、心算答案、完整執行紀錄——
      是我們 2026-09-24 在本機真的跑出來、原封不動嵌進來重播的，
      每一段都標了模型名。模型換了、版本改了，紀錄就會不同。
    """
    )
    return


@app.cell
def _():
    import marimo as mo
    return (mo,)


@app.cell
def _():
    # 共用套件集中在這格 import，回傳給全 notebook 用
    import html as html_mod
    import json
    import unicodedata

    import matplotlib.pyplot as plt
    import numpy as np
    import yaml
    return html_mod, json, np, plt, unicodedata, yaml


@app.cell
def _(json):
    # 實測資料：由 content/genai-intro/_spikes/spike_genai_skills.py 的 inject 段寫進來（不要手改）
    # === DATA:BEGIN ===
    DATA = json.loads('{"tokens":{"tokenizer":"tiktoken o200k_base","measured":"2026-09-24","fit":{"coef_cjk":1.1227,"coef_other":0.2538,"coef_space":0.2334,"n_samples":548,"median_rel_err":0.099,"p90_rel_err":0.2566},"skills":[{"name":"grill-me","symlink":true,"model_invocable":false,"desc_chars":51,"l1_tokens":14,"files":[{"path":"SKILL.md","layer":"L2","chars":157,"tokens":36,"lines":8},{"path":"agents/openai.yaml","layer":"L3-other","chars":137,"tokens":34,"lines":6}],"by_layer":{"L2":36,"L3-other":34}},{"name":"make-lesson","symlink":false,"model_invocable":true,"desc_chars":205,"l1_tokens":156,"files":[{"path":"SKILL.md","layer":"L2","chars":6922,"tokens":4189,"lines":165},{"path":"assets/templates/lesson.py","layer":"L3-asset","chars":2816,"tokens":1297,"lines":134},{"path":"assets/templates/lesson_ext.py","layer":"L3-asset","chars":3623,"tokens":1806,"lines":145},{"path":"assets/templates/page.html","layer":"L3-asset","chars":5306,"tokens":2398,"lines":159},{"path":"assets/templates/page_ext.html","layer":"L3-asset","chars":5884,"tokens":2676,"lines":165},{"path":"assets/templates/quiz-section.html","layer":"L3-asset","chars":1978,"tokens":952,"lines":47},{"path":"assets/templates/smoke-test-ext.mjs","layer":"L3-asset","chars":4657,"tokens":1541,"lines":106},{"path":"assets/templates/smoke-test.mjs","layer":"L3-asset","chars":6270,"tokens":2045,"lines":142},{"path":"assets/templates/topic.html","layer":"L3-asset","chars":1821,"tokens":771,"lines":56},{"path":"references/engineering.md","layer":"L3-ref","chars":20855,"tokens":11127,"lines":376},{"path":"references/site.md","layer":"L3-ref","chars":8906,"tokens":5619,"lines":239},{"path":"scripts/mini-dist.sh","layer":"L3-script","chars":1896,"tokens":760,"lines":38},{"path":"scripts/mobile-smoke.mjs","layer":"L3-script","chars":4115,"tokens":1352,"lines":98},{"path":"scripts/nb-outputs.py","layer":"L3-script","chars":2514,"tokens":775,"lines":69},{"path":"scripts/new-lesson.sh","layer":"L3-script","chars":6679,"tokens":3163,"lines":152},{"path":"scripts/page-fill.py","layer":"L3-script","chars":5838,"tokens":2188,"lines":140},{"path":"scripts/preview-shots.mjs","layer":"L3-script","chars":3129,"tokens":1148,"lines":65},{"path":"scripts/pyodide-spike.mjs","layer":"L3-script","chars":2446,"tokens":851,"lines":70},{"path":"scripts/smoke-all.sh","layer":"L3-script","chars":2690,"tokens":1049,"lines":63},{"path":"scripts/verify-ext.sh","layer":"L3-script","chars":1168,"tokens":510,"lines":28}],"by_layer":{"L2":4189,"L3-asset":13486,"L3-ref":16746,"L3-script":11796}},{"name":"openspec-apply-change","symlink":false,"model_invocable":true,"desc_chars":135,"l1_tokens":31,"files":[{"path":"SKILL.md","layer":"L2","chars":7646,"tokens":1741,"lines":186}],"by_layer":{"L2":1741}},{"name":"openspec-archive-change","symlink":false,"model_invocable":true,"desc_chars":147,"l1_tokens":31,"files":[{"path":"SKILL.md","layer":"L2","chars":10631,"tokens":2371,"lines":183}],"by_layer":{"L2":2371}},{"name":"openspec-explore","symlink":false,"model_invocable":true,"desc_chars":191,"l1_tokens":39,"files":[{"path":"SKILL.md","layer":"L2","chars":14719,"tokens":3262,"lines":309}],"by_layer":{"L2":3262}},{"name":"openspec-propose","symlink":false,"model_invocable":true,"desc_chars":214,"l1_tokens":47,"files":[{"path":"SKILL.md","layer":"L2","chars":11187,"tokens":2431,"lines":150}],"by_layer":{"L2":2431}},{"name":"openspec-sync-specs","symlink":false,"model_invocable":true,"desc_chars":152,"l1_tokens":38,"files":[{"path":"SKILL.md","layer":"L2","chars":12473,"tokens":2785,"lines":263}],"by_layer":{"L2":2785}},{"name":"openspec-update-change","symlink":false,"model_invocable":true,"desc_chars":252,"l1_tokens":55,"files":[{"path":"SKILL.md","layer":"L2","chars":6832,"tokens":1550,"lines":92}],"by_layer":{"L2":1550}},{"name":"publish-videos","symlink":false,"model_invocable":true,"desc_chars":211,"l1_tokens":164,"files":[{"path":"SKILL.md","layer":"L2","chars":4348,"tokens":2330,"lines":114},{"path":"evals/evals.json","layer":"L3-other","chars":2637,"tokens":1245,"lines":52},{"path":"references/format.md","layer":"L3-ref","chars":2606,"tokens":1373,"lines":74},{"path":"scripts/plan.py","layer":"L3-script","chars":12078,"tokens":3705,"lines":284},{"path":"scripts/publish.py","layer":"L3-script","chars":7004,"tokens":2022,"lines":157},{"path":"scripts/ship.sh","layer":"L3-script","chars":3319,"tokens":1310,"lines":83}],"by_layer":{"L2":2330,"L3-other":1245,"L3-ref":1373,"L3-script":7037}}]},"overhead":{"model":"claude-haiku-4-5","measured":"2026-09-24","runs":{"none":{"ctx":[21012],"debug":["Sending 13 skills via attachment (initial)"],"answer":""},"none_again":{"ctx":[21012],"debug":["Sending 13 skills via attachment (initial)"],"answer":""},"make-lesson":{"ctx":[21210],"debug":["Sending 14 skills via attachment (initial)"],"answer":""},"publish-videos":{"ctx":[21224],"debug":["Sending 14 skills via attachment (initial)"],"answer":""},"all9":{"ctx":[21480],"debug":["Sending 21 skills via attachment (initial)","Skill listing over budget: 21 skills, 8210 chars > 8000 budget — descriptions will be truncated. Run /skills to disable some, or raise skillListingBudgetFraction in settings."],"answer":""},"invoke_make_lesson":{"ctx":[26856],"debug":[],"answer":""},"lenient_yaml":{"ctx":null,"debug":[],"answer":"Based on the available skills listing:\\n\\n**broken-yaml**: \\"[unclosed list, Use this for weekly reports\\"\\n\\n**weekly-report**: \\"Use when: the user asks for a weekly report\\""}}},"validate_cases":{"ok-minimal":{"dir":"weekly-report","skill_md":"---\\nname: weekly-report\\ndescription: 產生每週工作週報。當使用者要寫週報時使用。\\n---\\n# SOP\\n","official":[]},"uppercase":{"dir":"Weekly-Report","skill_md":"---\\nname: Weekly-Report\\ndescription: 產生週報。\\n---\\n","official":["Skill name \'Weekly-Report\' must be lowercase"]},"dir-mismatch":{"dir":"weekly_report","skill_md":"---\\nname: weekly-report\\ndescription: 產生週報。\\n---\\n","official":["Directory name \'weekly_report\' must match skill name \'weekly-report\'"]},"underscore":{"dir":"weekly_report","skill_md":"---\\nname: weekly_report\\ndescription: 產生週報。\\n---\\n","official":["Skill name \'weekly_report\' contains invalid characters. Only letters, digits, and hyphens are allowed."]},"double-hyphen":{"dir":"weekly--report","skill_md":"---\\nname: weekly--report\\ndescription: 產生週報。\\n---\\n","official":["Skill name cannot contain consecutive hyphens"]},"no-description":{"dir":"weekly-report","skill_md":"---\\nname: weekly-report\\n---\\n# SOP\\n","official":["Missing required field in frontmatter: description"]},"cc-only-field":{"dir":"grill-me","skill_md":"---\\nname: grill-me\\ndescription: A relentless interview to sharpen a plan or design.\\ndisable-model-invocation: true\\n---\\n","official":["Unexpected fields in frontmatter: disable-model-invocation. Only [\'allowed-tools\', \'compatibility\', \'description\', \'license\', \'metadata\', \'name\'] are allowed."]},"no-frontmatter":{"dir":"weekly-report","skill_md":"# 週報 SOP\\n1. 先跑 hours.py\\n","official":["SKILL.md must start with YAML frontmatter (---)"]},"long-description":{"dir":"weekly-report","skill_md":"---\\nname: weekly-report\\ndescription: 產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週報產生週","official":["Description exceeds 1024 character limit (1040 chars)"]},"chinese-name":{"dir":"週報","skill_md":"---\\nname: 週報\\ndescription: 產生週報。\\n---\\n","official":[]},"yaml-colon":{"dir":"weekly-report","skill_md":"---\\nname: weekly-report\\ndescription: 用途: 產生週報: 每週五用\\n---\\n","official":["Invalid YAML in frontmatter: mapping values are not allowed here\\n  in \\"<unicode string>\\", line 3, column 16:\\n    description: 用途: 產生週報: 每週五用\\n                   ^ (line: 3)"]}},"validate_repo":{"grill-me":["Unexpected fields in frontmatter: disable-model-invocation. Only [\'allowed-tools\', \'compatibility\', \'description\', \'license\', \'metadata\', \'name\'] are allowed."],"make-lesson":[],"openspec-apply-change":[],"openspec-archive-change":[],"openspec-explore":[],"openspec-propose":[],"openspec-sync-specs":[],"openspec-update-change":[],"publish-videos":[]},"timesheet":"date,member,project,hours,note\\n2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n2026-09-14,Mei,客服機器人,4.5,意圖分類標註\\n2026-09-14,Mei,會員系統改版,2.5,會員等級規則訪談\\n2026-09-14,志明,會員系統改版,7,點數折抵 API\\n2026-09-15,小林,會員系統改版,5,登入頁 E2E 測試\\n2026-09-15,小林,內部維運,2.5,資料庫備份演練\\n2026-09-15,阿哲,官網改版,4,產品頁元件化\\n2026-09-15,阿哲,客服機器人,3,聊天視窗前端\\n2026-09-15,Mei,客服機器人,6.5,FAQ 向量索引建置\\n2026-09-15,志明,會員系統改版,5.5,點數折抵 API 單元測試\\n2026-09-15,志明,內部維運,1.5,監控告警調整\\n2026-09-16,小林,客服機器人,4,串接工單系統\\n2026-09-16,小林,會員系統改版,3,修正登入逾時 bug\\n2026-09-16,阿哲,官網改版,7.5,部落格頁與 SEO 標籤\\n2026-09-16,Mei,會員系統改版,3.5,等級規則文件\\n2026-09-16,Mei,客服機器人,3,回覆語氣測試\\n2026-09-16,志明,會員系統改版,6,會員等級計算批次\\n2026-09-16,志明,官網改版,1.5,協助首頁效能調校\\n2026-09-17,小林,會員系統改版,6.5,會員中心頁面串接\\n2026-09-17,小林,內部維運,1,憑證更新\\n2026-09-17,阿哲,官網改版,5,多語系切換\\n2026-09-17,阿哲,內部維運,2.5,CDN 設定調整\\n2026-09-17,Mei,客服機器人,7,轉真人客服流程\\n2026-09-17,志明,會員系統改版,4.5,等級計算批次效能優化\\n2026-09-17,志明,客服機器人,3,會員查詢 API 給機器人用\\n2026-09-18,小林,會員系統改版,4,上線前回歸測試\\n2026-09-18,小林,客服機器人,2.5,工單串接錯誤處理\\n2026-09-18,阿哲,官網改版,6.5,上線前跨瀏覽器測試\\n2026-09-18,Mei,客服機器人,5,內部試用回饋整理\\n2026-09-18,Mei,內部維運,1.5,週報工具需求整理\\n2026-09-18,志明,會員系統改版,7,等級計算上線\\n2026-09-18,志明,內部維運,0.5,值班交接\\n","descriptions":{"vague":"協助處理報告。","precise":"產生 ACME 團隊的每週工作週報：用 scripts/hours.py 精確加總 timesheet.csv 的工時，套公司固定的週報格式。當使用者要寫週報、本週工作摘要、status report、進度彙整，或要把本週做了什麼整理成給主管／週會看的報告時使用——即使他沒說出「週報」兩個字。不用於修改或檢查工時資料、一般書信、寫程式。","broad":"只要任務跟 timesheet.csv、工時、主管或撰寫文件有任何關係，就使用這個技能。"},"queries":[["s1",true,"幫我寫這週的週報"],["s2",true,"主管說週五前要交本週工作摘要，幫我根據 timesheet 整理一份"],["s3",true,"這週各專案花了多少時間、做了什麼，整理成可以直接貼給老闆的東西"],["s4",true,"write up this week\'s status update for the team lead from timesheet.csv"],["s5",true,"週會要用，幫我彙整一下這週大家的進度"],["s6",true,"下週一要跟 PM 報告，先把本週的工作整理成固定格式給我"],["n1",false,"timesheet.csv 裡 9/17 小林那筆憑證更新的工時打錯了，應該是 1.5，幫我改"],["n2",false,"幫我寫一封信給主管，說我下週三要請假一天"],["n3",false,"寫一個 Python 腳本把 timesheet.csv 轉成 Excel 檔"],["n4",false,"timesheet.csv 每個欄位代表什麼意思？"],["n5",false,"什麼是 OKR？跟 KPI 差在哪？"],["n6",false,"幫我檢查 timesheet.csv 有沒有重複或格式錯誤的紀錄"]],"trigger":{"model":"claude-haiku-4-5","measured":"2026-09-24","cost_usd":2.641,"rows":[{"v":"vague","q":"s1","k":0,"trig":true,"steps":[{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"python3 .claude/skills/weekly-report/scripts/hours.py …"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "},{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"}]},{"v":"vague","q":"s1","k":1,"trig":true,"steps":[{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"text","t":"我幫你寫週報。先執行工時計算腳本。"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"python3 .claude/skills/weekly-report/scripts/hours.py timesheet.csv\\"}"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"vague","q":"s1","k":2,"trig":true,"steps":[{"k":"text","t":"我來幫你寫週報。先讓我調用週報技能，並查看一下你這週的工作記錄。"},{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"我來按照週報 SOP 幫你生成週報。先執行工時計算腳本。"}]},{"v":"vague","q":"s2","k":0,"trig":true,"steps":[{"k":"text","t":"我来帮你读取 timesheet 并生成本周工作摘要。"},{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"我来用週報工具幫你整理一份正式的工作摘要。"},{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\", \\"args\\": \\"timesheet.csv 本週工作摘要\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"}]},{"v":"vague","q":"s2","k":1,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"看到你的 timesheet 数据了，这是一份 9 月 14-18 日的本周工作记录。让我根据数据为你整理一份工作摘要。"},{"k":"tool","name":"Write","t":"{\\"file_path\\": \\"本週工作摘要.md\\", \\"content\\": \\"# 本週工作摘要\\\\n**週期：2026年9月14日 - 2026年9月18日**\\\\n\\\\n---\\\\n\\\\n## 📊 工時概況\\\\n\\\\n| 成員 | 總工時 | 主要項目 |\\\\n|------|-------|--------|\\\\n| 小林 | 28.5 小時 | 會員系統改版"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"vague","q":"s2","k":2,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"我来帮你整理一份工作摘要。我看到这周有 4 位成员在多个项目上的工时记录。"},{"k":"tool","name":"Write","t":"{\\"file_path\\": \\"週報摘要_2026.09.14-09.18.md\\", \\"content\\": \\"# 本週工作摘要\\\\n**統計周期：2026/09/14 - 2026/09/18**\\\\n\\\\n---\\\\n\\\\n## 📊 周工時總覽\\\\n- **總工時**：128.5 小時\\\\n- **平均日工時**：25.7 小時/日\\\\n- **成員人數**：4"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"vague","q":"s3","k":0,"trig":true,"steps":[{"k":"text","t":"我來幫你整理這週的工作報告。先讓我查看時間紀錄和最近的工作內容。"},{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"git log --oneline --since=\\\\\\"7 days ago\\\\\\" --all\\"}"},{"k":"res","err":false,"t":"(Bash completed with no output)"},{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\", \\"args\\": \\"timesheet.csv\\"}"}]},{"v":"vague","q":"s3","k":1,"trig":true,"steps":[{"k":"text","t":"我先看一下時間表的內容。"},{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"}]},{"v":"vague","q":"s3","k":2,"trig":true,"steps":[{"k":"text","t":"我幫您整理這週的工作報告。先讓我查看一下您的時間記錄和工作內容。"},{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"text","t":"好的，我按照 SOP 來幫您整理主管版週報。讓我執行腳本和讀取相關文件。"}]},{"v":"vague","q":"s4","k":0,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"Based on the timesheet data from Sept 14-18, here\'s a status update for your team lead:\\n\\n---\\n\\n## 本週工作進度回報 (Week of Sept 14-18, 2026)\\n\\n### 📊 工時概況\\n- **小林**: 35.5 小時\\n- **阿哲**: 35.5 小時  \\n- **Mei**: 33.5 小時\\n- **志明**: 36.5 小時\\n"}]},{"v":"vague","q":"s4","k":1,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"Based on the timesheet data for Sept 14-18, here\'s a status update:\\n\\n---\\n\\n## Weekly Status Update – Sept 14-18, 2026\\n\\n### Team Overview\\nTotal team hours: 141 hours | Average per member: 35.25 hours\\n\\n**Project Allocation:"}]},{"v":"vague","q":"s4","k":2,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"I\'ll create a status update based on the timesheet data from September 14-18:"},{"k":"tool","name":"Write","t":"{\\"file_path\\": \\"status_update.md\\", \\"content\\": \\"# 週報 | 2026年9月14-18日\\\\n\\\\n## 工時總結\\\\n- **總工時**: 138 小時\\\\n- **團隊**: 4人（小林、阿哲、Mei、志明）\\\\n\\\\n## 專案進度\\\\n\\\\n### 會員系統改版 (58小時)\\\\n**主要進展:**\\\\n- 登入頁"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"vague","q":"s5","k":0,"trig":true,"steps":[{"k":"text","t":"我來幫你彙整這周的進度。先讓我查看一下工作目錄中有什麼信息。"},{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"我看到了時間表數據。讓我使用 weekly-report 技能來幫你彙整這周大家的進度。"},{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"}]},{"v":"vague","q":"s5","k":1,"trig":true,"steps":[{"k":"text","t":"我幫你整理這週的進度報告。先讓我查看現有的資料。"},{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"讀取到了時間表數據。現在用專門的技能來幫你整理成正式的週會報告。"},{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\", \\"args\\": \\"timesheet.csv 2026-09-14 2026-09-18\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"}]},{"v":"vague","q":"s5","k":2,"trig":true,"steps":[{"k":"text","t":"我看到您有 timesheet.csv 檔案。先讓我查看一下檔案內容，然後使用周報技能幫您整理進度。"},{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\", \\"args\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"}]},{"v":"vague","q":"s6","k":0,"trig":true,"steps":[{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"text","t":"明白了，我按照 SOP 来整理你的周报。先执行脚本获取工时数据。"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"python3 .claude/skills/weekly-report/scripts/hours.py timesheet.csv\\"}"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"vague","q":"s6","k":1,"trig":false,"steps":[{"k":"text","t":"我来帮您整理本周的工作报告。我先查看一下项目背景和最近的工作进展。"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"git log --oneline -20\\", \\"description\\": \\"View recent commit history\\"}"},{"k":"res","err":true,"t":"Exit code 128\\nfatal: 您的目前分支 \'master\' 尚無任何提交"},{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"…\\"}"},{"k":"res","err":true,"t":"EISDIR: illegal operation on a directory, read \'…\'"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"ls -la\\", \\"description\\": \\"List files in current directory\\"}"}]},{"v":"vague","q":"s6","k":2,"trig":true,"steps":[{"k":"text","t":"我帮你整理本周的工作报告。先让我看看当前有什么记录。"},{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\", \\"args\\": \\"timesheet.csv 固定格式 PM報告\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"}]},{"v":"vague","q":"n1","k":0,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"tool","name":"Edit","t":"{\\"replace_all\\": false, \\"file_path\\": \\"timesheet.csv\\", \\"old_string\\": \\"2026-09-17,小林,內部維運,1,憑證更新\\", \\"new_string\\": \\"2026-09-17,小林,內部維運,1.5,憑證更新\\"}"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"vague","q":"n1","k":1,"trig":false,"steps":[{"k":"text","t":"我来帮你查看和修改这个文件。"},{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"找到了，第25行是9/17小林的憑證更新，目前是1小時。我改成1.5。"},{"k":"tool","name":"Edit","t":"{\\"replace_all\\": false, \\"file_path\\": \\"timesheet.csv\\", \\"old_string\\": \\"2026-09-17,小林,內部維運,1,憑證更新\\", \\"new_string\\": \\"2026-09-17,小林,內部維運,1.5,憑證更新\\"}"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"vague","q":"n1","k":2,"trig":false,"steps":[{"k":"text","t":"我来查看一下timesheet.csv文件的内容。"},{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"tool","name":"Edit","t":"{\\"replace_all\\": false, \\"file_path\\": \\"timesheet.csv\\", \\"old_string\\": \\"2026-09-17,小林,內部維運,1,憑證更新\\", \\"new_string\\": \\"2026-09-17,小林,內部維運,1.5,憑證更新\\"}"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"vague","q":"n2","k":0,"trig":false,"steps":[{"k":"text","t":"我来帮你写一封请假信。下周三是9月30日。\\n\\n---\\n\\n**主管您好：**\\n\\n我想向您提出一个请假申请。我计划于下周三（9月30日）请假一天。\\n\\n如有任何工作安排需要我在请假前完成或移交，我会提前准备妥当。还请您确认该日期是否可以批准。\\n\\n感谢您的考虑。\\n\\n**敬礼**  \\n[你的名字]\\n\\n---\\n\\n你可以根据实际情况调整内容，比如：\\n- 加上具体原因（如果需要）：「因為[個人原因/身體不適/家庭事務]」\\n- 改变语气：可以更正式或更随"}]},{"v":"vague","q":"n2","k":1,"trig":false,"steps":[{"k":"text","t":"我来帮你写一封请假信。"},{"k":"tool","name":"Write","t":"{\\"file_path\\": \\"…\\", \\"content\\": \\"尊敬的主管：\\\\n\\\\n感谢您抽空阅读此信。\\\\n\\\\n我特此向您提交请假申请，拟于下周三（2026年10月1日）请假一天。在此期间，我会确保当天的工作妥善处理，相关事项也会提前安排或移交。\\\\n\\\\n如有任何疑问或需要我提供进一步的信息，欢迎随时与我沟通。\\\\n\\\\n祝好！\\\\n\\\\n此致\\\\n敬礼\\\\n\\\\n[您的名字]\\\\n2026年9月24日\\\\n\\"}"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "},{"k":"text","t":"我直接给你写好了请假信，你可以复制使用：\\n\\n---\\n\\n**尊敬的主管：**\\n\\n感谢您抽空阅读此信。\\n\\n我特此向您提交请假申请，拟于下周三（2026年10月1日）请假一天。在此期间，我会确保当天的工作妥善处理，相关事项也会提前安排或移交。\\n\\n如有任何疑问或需要我提供进一步的信息，欢迎随时与我沟通。\\n\\n祝好！\\n\\n**此致**  \\n**敬礼**\\n\\n[您的名字]  \\n2026年9月24日\\n\\n---\\n\\n你可以复制上面的内容，根据需要修改你的名字，"}]},{"v":"vague","q":"n2","k":2,"trig":false,"steps":[{"k":"text","t":"以下是一封给主管的请假信供您参考：\\n\\n---\\n\\n尊敬的【主管名字】：\\n\\n我谨此书信向您说明，我计划于下周三（10月1日）请假一天。\\n\\n如有任何工作事项需要在我请假期间处理，敬请告知，我会提前做好交接安排。\\n\\n感谢您的理解和批准。\\n\\n敬礼\\n\\n【您的名字】\\n【日期：2026年9月24日】\\n\\n---\\n\\n**如果您需要调整内容，可以：**\\n- 改为更正式的格式（如书信格式）\\n- 加入请假原因（如有需要）\\n- 调整语气的正式程度\\n- 加入具体的工"}]},{"v":"vague","q":"n3","k":0,"trig":false,"steps":[{"k":"text","t":"我先看看 CSV 檔的內容，然後寫個轉換腳本。"},{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"我寫一個 Python 腳本來轉換 CSV 為 Excel："},{"k":"tool","name":"Write","t":"{\\"file_path\\": \\"convert_to_excel.py\\", \\"content\\": \\"#!/usr/bin/env python3\\\\nimport pandas as pd\\\\n\\\\n# 讀取 CSV 檔\\\\ndf = pd.read_csv(\'timesheet.csv\')\\\\n\\\\n# 轉成 Excel 檔\\\\noutput_file = \'"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"vague","q":"n3","k":1,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"tool","name":"Write","t":"{\\"file_path\\": \\"convert_to_excel.py\\", \\"content\\": \\"#!/usr/bin/env python3\\\\n\\\\\\"\\\\\\"\\\\\\"Convert timesheet.csv to Excel format.\\\\\\"\\\\\\"\\\\\\"\\\\n\\\\nimport pandas as pd\\\\nfrom pathlib import Path\\\\n"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"vague","q":"n3","k":2,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"我先檢查了 timesheet.csv 的內容，這是一份工時記錄表。現在我會寫一個 Python 腳本來將它轉成 Excel 檔。"},{"k":"tool","name":"Write","t":"{\\"file_path\\": \\"convert_timesheet.py\\", \\"content\\": \\"#!/usr/bin/env python3\\\\n\\\\\\"\\\\\\"\\\\\\"Convert timesheet.csv to Excel format with basic formatting.\\\\\\"\\\\\\"\\\\\\"\\\\n\\\\nimport pandas as pd\\\\nfro"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"vague","q":"n4","k":0,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"根据 `timesheet.csv` 的内容，各欄位代表的意思如下：\\n\\n| 欄位 | 說明 |\\n|------|------|\\n| **date** | 工作日期，格式為 YYYY-MM-DD |\\n| **member** | 團隊成員的名字（小林、阿哲、Mei、志明 等） |\\n| **project** | 專案名稱（會員系統改版、客服機器人、官網改版、內部維運 等） |\\n| **hours** | 在該專案上花費的工時，以小時為單位"}]},{"v":"vague","q":"n4","k":1,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"timesheet.csv 的各欄位如下：\\n\\n| 欄位 | 代表意思 |\\n|------|--------|\\n| **date** | 工作日期（格式：YYYY-MM-DD） |\\n| **member** | 團隊成員名稱 |\\n| **project** | 項目/專案名稱 |\\n| **hours** | 該日在此專案上花費的工作時數 |\\n| **note** | 工作內容說明備註 |\\n\\n這是一份時間表記錄，追蹤團隊成員在各個專案上的工"}]},{"v":"vague","q":"n4","k":2,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"timesheet.csv 每個欄位的意思如下：\\n\\n| 欄位 | 說明 |\\n|------|------|\\n| **date** | 工作日期（YYYY-MM-DD 格式）|\\n| **member** | 團隊成員名字 |\\n| **project** | 專案名稱 |\\n| **hours** | 花費的工作時數（可以是小數，例如 3.5 小時） |\\n| **note** | 備註或工作內容說明 |\\n\\n這是一份**工時表**，記錄團隊成員"}]},{"v":"vague","q":"n5","k":0,"trig":false,"steps":[{"k":"text","t":"# OKR vs KPI\\n\\n## OKR（Objectives and Key Results）\\n- **Objectives**：定性的目标方向，说明\\"做什么\\"和\\"为什么\\"\\n- **Key Results**：可衡量的关键成果，说明\\"怎样知道做到了\\"\\n- 通常设定 3-5 个 Objectives，每个有 3-4 个 Key Results\\n- 强调**雄心勃勃**和**挑战性**，通常达成 70% 就算成功\\n- 着重**学习和进度*"}]},{"v":"vague","q":"n5","k":1,"trig":false,"steps":[{"k":"text","t":"# OKR vs KPI\\n\\n两者都是成果衡量工具，但侧重点不同：\\n\\n## **OKR（目标和关键成果）**\\n- **O（Objectives）**：描述想达成什么（定性、激励性、方向性）\\n  - 例：「打造业界最快的产品」\\n- **KR（Key Results）**：量化的成果指标（通常3-5个），衡量目标是否达成\\n  - 例：「页面加载速度从3秒降到1秒」「用户留存率从60%提升到80%」\\n\\n## **KPI（关键绩效指标）**\\n- "}]},{"v":"vague","q":"n5","k":2,"trig":false,"steps":[{"k":"text","t":"## OKR vs KPI\\n\\n**OKR（目标与关键结果）**\\n- **目标（Objective）**: 定性的、鼓舞人心的目标，说明想要达成什么\\n- **关键结果（Key Results）**: 具体的、可衡量的成果，证明目标是否达成（通常 3-5 个）\\n- 例：目标是\\"成为市场领导者\\"，关键结果是\\"市占率达 30%\\"、\\"客户满意度 95%\\"\\n\\n**KPI（关键绩效指标）**\\n- 用来衡量工作表现的具体指标\\n- 关注的是\\"做得好不好\\""}]},{"v":"vague","q":"n6","k":0,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"我已檢查 timesheet.csv，以下是我的分析結果：\\n\\n## ✅ 格式檢查\\n- **CSV 結構**：正確（5 個欄位：date, member, project, hours, note）\\n- **日期格式**：統一為 YYYY-MM-DD 格式，正確\\n- **小時數欄位**：都是有效的數字（包含小數點）\\n- **字元編碼**：正常（使用繁體中文）\\n\\n## ✅ 重複檢查\\n**沒有發現完全重複的記錄**。每筆記錄的日期 + 人員 "}]},{"v":"vague","q":"n6","k":1,"trig":false,"steps":[{"k":"text","t":"我来检查 timesheet.csv 文件的内容。"},{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"檢查完成。我發現了以下問題：\\n\\n## 📋 檢查結果\\n\\n### ✅ **格式問題**\\n1. **第 38 行是空行** - 檔案末尾有一個空白行，建議刪除\\n\\n### ✅ **重複檢查**\\n- **未發現重複記錄** - 所有記錄都是獨立的（沒有完全相同的日期、人員、專案、小時數組合）\\n\\n### ✅ **其他驗證**\\n- 日期格式正確（`YYYY-MM-DD`，範圍 2026-09-14 ~ 2026-09-18）\\n- 小時數格式正確（都是"}]},{"v":"vague","q":"n6","k":2,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"檢查完成。**timesheet.csv 整體品質良好，沒有發現重複或格式錯誤的紀錄**，以下是詳細分析：\\n\\n## ✅ 格式檢查\\n- **結構完整**：所有 37 筆資料都包含 5 個欄位（date、member、project、hours、note）\\n- **日期格式**：統一使用 `YYYY-MM-DD` 格式（2026-09-14 至 2026-09-18）\\n- **小時數**：都是有效的數值格式（0.5～7.5 小時）\\n- **"}]},{"v":"precise","q":"s1","k":0,"trig":true,"steps":[{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"python3 .claude/skills/weekly-report/scripts/hours.py …"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"precise","q":"s1","k":1,"trig":true,"steps":[{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"python3 .claude/skills/weekly-report/scripts/hours.py timesheet.csv\\", \\"description\\": \\"Execute hours calculation script\\"}"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"precise","q":"s1","k":2,"trig":true,"steps":[{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"python3 .claude/skills/weekly-report/scripts/hours.py timesheet.csv\\"}"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"precise","q":"s2","k":0,"trig":true,"steps":[{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"python3 .claude/skills/weekly-report/scripts/hours.py …"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "},{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"}]},{"v":"precise","q":"s2","k":1,"trig":true,"steps":[{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"text","t":"我幫你生成本週工作摘要。根據技能 SOP，我需要先執行工時統計腳本。"},{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"python3 .claude/skills/weekly-report/scripts/hours.py …"}]},{"v":"precise","q":"s2","k":2,"trig":true,"steps":[{"k":"text","t":"我幫你用 skill 根據 timesheet.csv 生成本週工作摘要。"},{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"text","t":"我依照 SOP 來整理。先執行工時腳本，然後讀取 timesheet 和模板。"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"python3 .claude/skills/weekly-report/scripts/hours.py …"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"precise","q":"s3","k":0,"trig":true,"steps":[{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"text","t":"執行工時統計腳本，讀取 timesheet.csv 資料。"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"python3 .claude/skills/weekly-report/scripts/hours.py timesheet.csv\\"}"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"precise","q":"s3","k":1,"trig":true,"steps":[{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"text","t":"我幫你用公司週報 SOP 來整理。先執行工時計算腳本。"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"python3 .claude/skills/weekly-report/scripts/hours.py …"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"precise","q":"s3","k":2,"trig":true,"steps":[{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"text","t":"我來幫你生成這週的週報。按照 SOP 來：\\n\\n1️⃣ **先執行工時計算腳本**"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"python3 .claude/skills/weekly-report/scripts/hours.py …"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"precise","q":"s4","k":0,"trig":true,"steps":[{"k":"text","t":"I\'ll read the timesheet.csv to understand what you\'ve been working on, then use the weekly-report skill to generate a status update."},{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"}]},{"v":"precise","q":"s4","k":1,"trig":true,"steps":[{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"text","t":"I\'ll help you create the weekly status update. Let me follow the ACME 週報 SOP process."},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"python3 .claude/skills/weekly-report/scripts/hours.py timesheet.csv\\"}"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"precise","q":"s4","k":2,"trig":true,"steps":[{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"text","t":"I\'ll generate your weekly status report. Let me start by running the hours calculation script and reading your timesheet data."},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"python3 .claude/skills/weekly-report/scripts/hours.py …"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"precise","q":"s5","k":0,"trig":true,"steps":[{"k":"text","t":"我來幫你用 weekly-report 技能彙整這週的進度。"},{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"text","t":"我來幫你按照 SOP 彙整週報。先執行工時統計腳本。"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"python3 .claude/skills/weekly-report/scripts/hours.py timesheet.csv\\"}"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"precise","q":"s5","k":1,"trig":true,"steps":[{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"text","t":"我來幫你生成 ACME 週報。先檢查文件和執行工時計算。"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"ls -la \\"}"},{"k":"res","err":false,"t":"總用量 20\\ndrwxrwxr-x 4 user user 4096  9月 24 18:16 .\\ndrwxrwxr-x 6 user user 4096  9月 24 18:16 ..\\ndrwxrwxr-x 3 user user 4096  9月 24 18:16 .claude\\ndrwxrwxr-x 7 user user 4096  9月 24 18:16 .git\\n-rw-rw-r-- 1 user user 2114  9月"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"ls -la .claude/skills/weekly-report/\\"}"}]},{"v":"precise","q":"s5","k":2,"trig":true,"steps":[{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"text","t":"我來幫你彙整本週的進度。根據週報流程，我先執行工時統計腳本，然後從 timesheet.csv 整理內容。"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"python3 .claude/skills/weekly-report/scripts/hours.py …"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"precise","q":"s6","k":0,"trig":true,"steps":[{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"text","t":"我來幫你產生週報。先執行工時計算腳本，然後整理本週工作內容。"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"python3 .claude/skills/weekly-report/scripts/hours.py timesheet.csv\\"}"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"precise","q":"s6","k":1,"trig":true,"steps":[{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"text","t":"我帮你生成週報。按照 SOP，先執行工時計算腳本。"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"python3 .claude/skills/weekly-report/scripts/hours.py timesheet.csv\\"}"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"precise","q":"s6","k":2,"trig":true,"steps":[{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"python3 .claude/skills/weekly-report/scripts/hours.py …"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "},{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"}]},{"v":"precise","q":"n1","k":0,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"tool","name":"Edit","t":"{\\"replace_all\\": false, \\"file_path\\": \\"timesheet.csv\\", \\"old_string\\": \\"2026-09-17,小林,內部維運,1,憑證更新\\", \\"new_string\\": \\"2026-09-17,小林,內部維運,1.5,憑證更新\\"}"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"precise","q":"n1","k":1,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"tool","name":"Edit","t":"{\\"replace_all\\": false, \\"file_path\\": \\"timesheet.csv\\", \\"old_string\\": \\"2026-09-17,小林,內部維運,1,憑證更新\\", \\"new_string\\": \\"2026-09-17,小林,內部維運,1.5,憑證更新\\"}"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"precise","q":"n1","k":2,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"tool","name":"Edit","t":"{\\"replace_all\\": false, \\"file_path\\": \\"timesheet.csv\\", \\"old_string\\": \\"2026-09-17,小林,內部維運,1,憑證更新\\", \\"new_string\\": \\"2026-09-17,小林,內部維運,1.5,憑證更新\\"}"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"precise","q":"n2","k":0,"trig":false,"steps":[{"k":"text","t":"我为您起草一封请假信：\\n\\n---\\n\\n尊敬的[主管名字]，\\n\\n感谢您的信任与支持。我需要向您请假一天，具体如下：\\n\\n**请假日期：** 2026年9月30日（下周三）  \\n**请假时长：** 1天  \\n**请假原因：** 因个人事务需要处理\\n\\n我已确保该天的工作不会影响团队的进度。我会在请假前完成所有紧急事项的交接，并在回岗后第一时间跟进各项工作进展。\\n\\n如有任何问题或需要调整，欢迎随时与我沟通。\\n\\n感谢理解与批准。\\n\\n此致  \\n敬礼\\n\\n"}]},{"v":"precise","q":"n2","k":1,"trig":false,"steps":[{"k":"text","t":"我帮您写一封请假信。根据今天的日期（2026年9月24日），下周三是10月1日。\\n\\n---\\n\\n**尊敬的 [主管姓名]：**\\n\\n我想向您申请下周三（10月1日）请假一天。\\n\\n如有任何工作需要我在请假前完成或交接，我会提前准备妥当。感谢您的批准。\\n\\n**敬礼**\\n[您的姓名]\\n\\n---\\n\\n您可以根据实际情况调整内容，例如：\\n- 替换 `[主管姓名]` 和 `[您的姓名]`\\n- 如果需要说明请假原因，可在第二段前添加原因\\n- 如果需要更正式"}]},{"v":"precise","q":"n2","k":2,"trig":false,"steps":[{"k":"text","t":"我幫你寫一封請假信。這是一個範例，你可以根據需要調整：\\n\\n---\\n\\n**主旨：請假申請 - 10月1日（星期三）**\\n\\n親愛的[主管名字]：\\n\\n我想通知您，我於下週三（10月1日）需要請假一天。\\n\\n如有任何工作上的安排需要提前準備或交接，請隨時告訴我，我很樂意在請假前完成相關事項。\\n\\n感謝您的批准。\\n\\n敬禮，\\n\\n[你的名字]\\n\\n---\\n\\n**簡版選項**（如果你們的公司文化較輕鬆）：\\n\\n> 主管您好，我下週三（10月1日）需要請假一天。"}]},{"v":"precise","q":"n3","k":0,"trig":false,"steps":[{"k":"text","t":"我先看看 timesheet.csv 的內容，然後寫轉換腳本。"},{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"現在寫一個腳本轉換成 Excel："},{"k":"tool","name":"Write","t":"{\\"file_path\\": \\"csv_to_excel.py\\", \\"content\\": \\"#!/usr/bin/env python3\\\\n\\\\\\"\\\\\\"\\\\\\"Convert timesheet.csv to Excel format.\\\\\\"\\\\\\"\\\\\\"\\\\n\\\\nimport pandas as pd\\\\nfrom pathlib import Path\\\\n\\\\n"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"precise","q":"n3","k":1,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"看到 timesheet.csv 的內容了。我來寫一個 Python 腳本把它轉成 Excel 檔。"},{"k":"tool","name":"Write","t":"{\\"file_path\\": \\"csv_to_excel.py\\", \\"content\\": \\"#!/usr/bin/env python3\\\\nimport pandas as pd\\\\nfrom pathlib import Path\\\\n\\\\ninput_file = \\\\\\"timesheet.csv\\\\\\"\\\\noutput_file = \\\\\\"timesh"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"precise","q":"n3","k":2,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"我來寫一個 Python 腳本，用 pandas 把 CSV 轉換成 Excel："},{"k":"tool","name":"Write","t":"{\\"file_path\\": \\"csv_to_excel.py\\", \\"content\\": \\"#!/usr/bin/env python3\\\\nimport pandas as pd\\\\nimport sys\\\\nfrom pathlib import Path\\\\n\\\\ndef csv_to_excel(csv_file: str, excel_file"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"precise","q":"n4","k":0,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"timesheet.csv 的欄位說明如下：\\n\\n| 欄位 | 說明 |\\n|------|------|\\n| **date** | 工作日期（YYYY-MM-DD 格式）|\\n| **member** | 團隊成員名字（如：小林、阿哲、Mei、志明）|\\n| **project** | 項目名稱（如：會員系統改版、客服機器人、官網改版、內部維運）|\\n| **hours** | 該日在該項目上投入的小時數（可為小數，如 3.5、2.5）|\\n| "}]},{"v":"precise","q":"n4","k":1,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"根据文件内容，timesheet.csv 的欄位说明如下：\\n\\n| 欄位 | 說明 | 範例 |\\n|------|------|------|\\n| **date** | 工作日期 | 2026-09-14 |\\n| **member** | 團隊成員名稱 | 小林、阿哲、Mei、志明 |\\n| **project** | 所屬專案名稱 | 會員系統改版、客服機器人、官網改版、內部維運 |\\n| **hours** | 該日在該專案上的工作時數（"}]},{"v":"precise","q":"n4","k":2,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"timesheet.csv 的欄位說明：\\n\\n| 欄位 | 說明 |\\n|------|------|\\n| **date** | 工作日期（YYYY-MM-DD 格式） |\\n| **member** | 團隊成員名字 |\\n| **project** | 項目/任務名稱 |\\n| **hours** | 該日在該項目上花費的工時（小時數） |\\n| **note** | 工作內容備註說明 |\\n\\n例如第 2 行的記錄：\\n- 2026-09-14 這"}]},{"v":"precise","q":"n5","k":0,"trig":false,"steps":[{"k":"text","t":"## OKR vs KPI\\n\\n**OKR (目標與關鍵成果)**\\n- **定義**：Objectives and Key Results，是一套管理框架\\n- **特點**：\\n  - 目標是定性的（qualitative），如「建立市場領導地位」\\n  - 關鍵成果是定量且可衡量的，明確說明如何達成目標\\n  - 通常設定 3-5 個目標，每個目標有 3 個關鍵成果\\n  - 達成 70% 就算成功（鼓勵野心目標）\\n  - 公司層級向下層級級聯"}]},{"v":"precise","q":"n5","k":1,"trig":false,"steps":[{"k":"text","t":"# OKR vs KPI\\n\\n## OKR（目標與關鍵成果）\\n- **Objectives** 目標：想達到什麼願景或方向（例：「成為業界最快速的支付平台」）\\n- **Key Results** 關鍵成果：衡量目標是否達成的量化指標（例：「交易處理時間降至 100ms」）\\n- **特點**：前瞻性、有企圖心、通常設定得相對高難度（達成 70-80% 就算成功）\\n\\n## KPI（關鍵績效指標）\\n- 衡量日常業務表現的指標（例：「月營收」、「"}]},{"v":"precise","q":"n5","k":2,"trig":false,"steps":[{"k":"text","t":"# OKR vs KPI\\n\\n## **OKR** (Objectives and Key Results)\\n- **目標 + 結果**：設定有抱負的目標，定義衡量達成的具體結果\\n- **方向性**：回答「我們想去哪裡？」\\n- **挑戰性**：通常設定較高的目標，期望 60-70% 達成率\\n- **時間框架**：通常是季度或年度\\n- **靈活調整**：中途可根據環境改變\\n- **例子**：「*Objective*：建立市場領導地位｜*Ke"}]},{"v":"precise","q":"n6","k":0,"trig":false,"steps":[{"k":"text","t":"我來檢查 timesheet.csv 的內容。"},{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"讓我用 bash 做更詳細的檢查。"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"\\\\\\\\\\\\necho \\\\\\"=== 檢查重複記錄 ===\\\\\\" && \\\\\\\\\\\\nawk \'NR>1 {print $0}\' timesheet.csv | sort | uniq -d && \\\\\\\\\\\\necho \\\\\\"(無重複記錄)\\\\\\" && \\\\\\\\\\\\necho \\\\\\"\\\\\\" && \\\\\\\\\\\\necho \\\\\\"=== 檢查欄位數量 ===\\\\\\" && \\\\\\\\\\\\nawk -F, \'NF!=5 {print \\\\\\"行 \\\\\\" NR \\\\\\": 有 \\\\\\""},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"precise","q":"n6","k":1,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"我已檢查 timesheet.csv，以下是檢查結果：\\n\\n## ✅ 檢查結果\\n\\n**沒有發現重複或格式錯誤的紀錄。**\\n\\n### 詳細檢查內容：\\n\\n1. **格式檢查** ✓\\n   - CSV 結構完整：date, member, project, hours, note 五個欄位\\n   - 所有日期格式正確（YYYY-MM-DD）：2026-09-14 ~ 2026-09-18\\n   - 工時數值格式正確：整數和小數都有效\\n\\n2. *"}]},{"v":"precise","q":"n6","k":2,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"我來檢查 timesheet.csv 的內容。"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"python3 << \'EOF\'\\\\nimport csv\\\\nfrom collections import Counter\\\\n\\\\n# 讀取 CSV 檔案\\\\nwith open(\'timesheet.csv\', \'r\', encoding=\'utf-8\') as f:\\\\n    reader = csv.DictReader(f)\\\\n    rows = list(reader)\\\\n\\\\nprint(\\\\\\"=== 格"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"broad","q":"s1","k":0,"trig":true,"steps":[{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"text","t":"我來幫你寫這週的週報。按照流程，先執行工時統計腳本，然後整理項目完成情況。"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"python3 .claude/skills/weekly-report/scripts/hours.py timesheet.csv\\"}"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"broad","q":"s1","k":1,"trig":true,"steps":[{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"text","t":"我來幫你寫週報。先執行工時腳本，然後整理筆記。"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"python3 .claude/skills/weekly-report/scripts/hours.py …"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"broad","q":"s1","k":2,"trig":true,"steps":[{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"text","t":"我来帮你生成这周的周报。先执行工时统计脚本和读取必要的文件。"},{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"tool","name":"Read","t":"{\\"file_path\\": \\".claude/skills/weekly-report/assets/template.md\\"}"}]},{"v":"broad","q":"s2","k":0,"trig":true,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"}]},{"v":"broad","q":"s2","k":1,"trig":true,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\", \\"args\\": \\"根據 timesheet.csv 整理本週（2026-09-14 至 2026-09-18）工作摘要供主管查閱\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"}]},{"v":"broad","q":"s2","k":2,"trig":true,"steps":[{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"text","t":"我帮你整理周报。先来查看 timesheet 和执行脚本。"},{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"python3 .claude/skills/weekly-report/scripts/hours.py …"}]},{"v":"broad","q":"s3","k":0,"trig":true,"steps":[{"k":"text","t":"我幫你用 weekly-report 技能整理本周的工作報告。"},{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"text","t":"明白了，我按照 SOP 為你生成可以直接給老闆看的週報。先執行工時腳本和讀取相關文件。"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"python3 .claude/skills/weekly-report/scripts/hours.py …"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"broad","q":"s3","k":1,"trig":true,"steps":[{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"text","t":"我來幫你整理週報。先執行工時計算腳本，然後根據 timesheet.csv 和模板生成老闆版週報。"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"python3 .claude/skills/weekly-report/scripts/hours.py timesheet.csv\\"}"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"broad","q":"s3","k":2,"trig":true,"steps":[{"k":"text","t":"我看到你要整理本週的工作報告給主管。根據系統提示，這類任務應該使用 `weekly-report` 技能來處理。讓我為你準備一份可以直接給主管的週報。"},{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"text","t":"我按照 SOP 來準備你的週報。首先執行工時計算腳本。"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"python3 .claude/skills/weekly-report/scripts/hours.py timesheet.csv\\"}"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"broad","q":"s4","k":0,"trig":true,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"}]},{"v":"broad","q":"s4","k":1,"trig":true,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"}]},{"v":"broad","q":"s4","k":2,"trig":true,"steps":[{"k":"text","t":"I\'ll read the timesheet and use the weekly-report skill to help write your status update."},{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"python3 .claude/skills/weekly-report/scripts/hours.py timesheet.csv\\"}"}]},{"v":"broad","q":"s5","k":0,"trig":true,"steps":[{"k":"text","t":"我來幫你整理週會進度。先調用週報技能來處理這個任務。"},{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"text","t":"了解。我按照 SOP 來做。先讀相關文件和執行工時腳本。"},{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"}]},{"v":"broad","q":"s5","k":1,"trig":true,"steps":[{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\", \\"args\\": \\"compile weekly progress for team meeting\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"python3 .claude/skills/weekly-report/scripts/hours.py timesheet.csv\\", \\"description\\": \\"Calculate weekly hours from timesheet\\"}"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"broad","q":"s5","k":2,"trig":true,"steps":[{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"text","t":"我來幫你彙整週報。先執行工時計算腳本，再整理進度。"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"python3 .claude/skills/weekly-report/scripts/hours.py …"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"broad","q":"s6","k":0,"trig":true,"steps":[{"k":"text","t":"我来帮你整理本周的工作报告。先读一下 timesheet.csv 看看有什么数据。"},{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"text","t":"我来按照 SOP 流程整理。先执行工时统计脚本。"}]},{"v":"broad","q":"s6","k":1,"trig":true,"steps":[{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"text","t":"了解，我來幫你整理本週的工作週報。先執行腳本算工時，再根據時間表和模板生成完整的週報。"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"python3 .claude/skills/weekly-report/scripts/hours.py timesheet.csv\\"}"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"broad","q":"s6","k":2,"trig":true,"steps":[{"k":"text","t":"我来帮你整理本周的工作报告。先读一下你的 timesheet.csv 文件，然后用对应的技能来生成。"},{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"}]},{"v":"broad","q":"n1","k":0,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"tool","name":"Edit","t":"{\\"replace_all\\": false, \\"file_path\\": \\"timesheet.csv\\", \\"old_string\\": \\"2026-09-17,小林,內部維運,1,憑證更新\\", \\"new_string\\": \\"2026-09-17,小林,內部維運,1.5,憑證更新\\"}"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"broad","q":"n1","k":1,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"tool","name":"Edit","t":"{\\"replace_all\\": false, \\"file_path\\": \\"timesheet.csv\\", \\"old_string\\": \\"2026-09-17,小林,內部維運,1,憑證更新\\", \\"new_string\\": \\"2026-09-17,小林,內部維運,1.5,憑證更新\\"}"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"broad","q":"n1","k":2,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"tool","name":"Edit","t":"{\\"replace_all\\": false, \\"file_path\\": \\"timesheet.csv\\", \\"old_string\\": \\"2026-09-17,小林,內部維運,1,憑證更新\\", \\"new_string\\": \\"2026-09-17,小林,內部維運,1.5,憑證更新\\"}"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"broad","q":"n2","k":0,"trig":false,"steps":[{"k":"text","t":"我来帮您写一封请假信。下周三是10月1日。"},{"k":"tool","name":"Write","t":"{\\"file_path\\": \\"…\\", \\"content\\": \\"尊敬的主管：\\\\n\\\\n我谨此告知，因个人事务需处理，申请于2026年10月1日（周三）请假一天。\\\\n\\\\n感谢您的批准。\\\\n\\\\n此致\\\\n敬礼\\\\n\\\\n姓名：\\\\n日期：2026年9月24日\\"}"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "},{"k":"text","t":"让我在工作目录中创建这封信："},{"k":"tool","name":"Write","t":"{\\"file_path\\": \\"请假信.txt\\", \\"content\\": \\"尊敬的主管：\\\\n\\\\n我谨此告知，因个人事务需处理，申请于2026年10月1日（周三）请假一天。\\\\n\\\\n感谢您的批准。\\\\n\\\\n此致\\\\n敬礼\\\\n\\\\n姓名：\\\\n日期：2026年9月24日\\"}"},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"broad","q":"n2","k":1,"trig":true,"steps":[{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\", \\"args\\": \\"write leave request letter for manager wednesday next week\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"text","t":"我看到 weekly-report 技能已啟動，但您的需求是寫請假信。讓我直接為您寫一封正式的請假信給主管：\\n\\n---\\n\\n**主旨：2026年10月1日（週三）請假申請**\\n\\n親愛的 [主管名字]，\\n\\n我謹此提出請假申請：\\n\\n**請假日期**：2026年10月1日（星期三）  \\n**請假時數**：1天  \\n**請假事由**：[個人原因 / 私人事務 — 您可根據實際情況填寫]\\n\\n該日期的工作已妥善安排，若有任何懸緊事項，我已預先處理或交"}]},{"v":"broad","q":"n2","k":2,"trig":false,"steps":[{"k":"text","t":"我幫你寫一封簡潔專業的請假信。根據今天的日期（2026-09-24），下週三是 2026-10-01。\\n\\n---\\n\\n**請假申請信**\\n\\n親愛的主管：\\n\\n我想通知您，我需要在下週三（10月1日）請假一天。如有任何工作安排需要調整，我會提前做好交接準備。\\n\\n感謝您的批准。\\n\\n祝好！\\n[你的名字]\\n\\n---\\n\\n如果你需要更正式或更詳細的版本（例如說明請假原因、提供備用聯絡人等），讓我知道，我可以幫你調整。你也可以根據你公司的文化和主管的風格"}]},{"v":"broad","q":"n3","k":0,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"tool","name":"Write","t":"{\\"file_path\\": \\"csv_to_excel.py\\", \\"content\\": \\"import pandas as pd\\\\nimport sys\\\\n\\\\ndef convert_csv_to_excel(csv_file, excel_file):\\\\n    \\\\\\"\\\\\\"\\\\\\"Convert CSV file to Excel format.\\\\\\""},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"broad","q":"n3","k":1,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"我會寫一個 Python 腳本來轉換 CSV 到 Excel。"},{"k":"tool","name":"Write","t":"{\\"file_path\\": \\"csv_to_excel.py\\", \\"content\\": \\"#!/usr/bin/env python3\\\\nimport pandas as pd\\\\nimport sys\\\\n\\\\ndef convert_csv_to_excel(csv_file, excel_file=None):\\\\n    \\\\\\"\\\\\\"\\\\\\"\\\\n    "},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"broad","q":"n3","k":2,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"我看到了 timesheet.csv 的內容。現在寫一個 Python 腳本來轉換成 Excel："},{"k":"tool","name":"Write","t":"{\\"file_path\\": \\"csv_to_excel.py\\", \\"content\\": \\"#!/usr/bin/env python3\\\\nimport pandas as pd\\\\nfrom pathlib import Path\\\\n\\\\ncsv_file = Path(\\\\\\"timesheet.csv\\\\\\")\\\\nexcel_file = Path(\\\\\\""},{"k":"res","err":true,"t":"Permission for this tool use was denied. It requires approval, and this session has no approval surface — nobody can answer a permission prompt here — so it was denied automatically. The action was NOT performed; do not "}]},{"v":"broad","q":"n4","k":0,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"根據 timesheet.csv 的內容，每個欄位代表的意思如下：\\n\\n| 欄位 | 說明 |\\n|------|------|\\n| **date** | 工作日期（格式：YYYY-MM-DD） |\\n| **member** | 員工/成員名字（如小林、阿哲、Mei、志明） |\\n| **project** | 指派到的項目名稱（如會員系統改版、客服機器人、官網改版、內部維運） |\\n| **hours** | 該天在該項目上花費的工時（以小時"}]},{"v":"broad","q":"n4","k":1,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"根据 timesheet.csv 的内容，各欄位代表的意思如下：\\n\\n| 欄位 | 說明 |\\n|------|------|\\n| **date** | 工作日期（YYYY-MM-DD 格式） |\\n| **member** | 團隊成員名字 |\\n| **project** | 所屬專案名稱 |\\n| **hours** | 該日在此專案投入的工作時數 |\\n| **note** | 工作內容描述/備註 |\\n\\n**範例：**\\n- 2026-09-"}]},{"v":"broad","q":"n4","k":2,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"timesheet.csv 的欄位說明：\\n\\n| 欄位 | 意思 |\\n|------|------|\\n| **date** | 工作日期（YYYY-MM-DD 格式） |\\n| **member** | 團隊成員名字 |\\n| **project** | 所屬專案名稱 |\\n| **hours** | 該工作項目花費的小時數 |\\n| **note** | 工作內容備註說明 |\\n\\n這是一份**工時表（timesheet）**，用來記錄團隊成員在各"}]},{"v":"broad","q":"n5","k":0,"trig":false,"steps":[{"k":"text","t":"# OKR vs KPI\\n\\n## OKR (目标与关键成果)\\n- **目标 (Objective)**：定性描述，是你想达成什么\\n- **关键成果 (Key Results)**：3-5 个可衡量的具体指标，证明目标达成了\\n\\n**例子**：\\n- 目标：成为用户最喜欢的内容平台\\n- 关键成果：\\n  - 日活用户增长 50%\\n  - 用户满意度评分 > 4.5/5\\n  - 内容发布延迟 < 1 秒\\n\\n## KPI (关键绩效指标)\\n- 单纯"}]},{"v":"broad","q":"n5","k":1,"trig":false,"steps":[{"k":"text","t":"**OKR** 和 **KPI** 都是管理目标的工具，但侧重点不同：\\n\\n| 维度 | OKR | KPI |\\n|------|-----|-----|\\n| **全名** | Objectives & Key Results<br>（目标和关键成果） | Key Performance Indicator<br>（关键绩效指标） |\\n| **定义方式** | 目标（qualitative 定性）+ 衡量指标（quantitative 定"}]},{"v":"broad","q":"n5","k":2,"trig":false,"steps":[{"k":"text","t":"## OKR（目标与关键结果）\\n\\n**OKR** 是一套目标管理框架，由两部分组成：\\n- **Objectives（目标）**：定性、鼓舞人心的目标，说明想要达到什么\\n- **Key Results（关键结果）**：可量化的成果指标，衡量目标是否达成（通常 0-1 分制，70% 算不错）\\n\\n**例子**：\\n- Objective：提升用户满意度\\n- Key Results：NPS 从 40 提升到 60、客服响应时间 < 2 小时、投诉"}]},{"v":"broad","q":"n6","k":0,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"我已經讀取了 timesheet.csv 檔案。以下是檢查結果：\\n\\n## ✅ 檢查結果摘要\\n\\n**好消息：沒有發現重複記錄，格式整體正確。** 但有以下細微發現：\\n\\n### 📋 數據概況\\n- **記錄筆數**：37 筆有效記錄（第 2-38 行）\\n- **日期範圍**：2026-09-14 至 2026-09-18（5 天）\\n- **成員**：小林、阿哲、Mei、志明（4 人）\\n- **項目**：會員系統改版、客服機器人、官網改版、內部"}]},{"v":"broad","q":"n6","k":1,"trig":false,"steps":[{"k":"text","t":"我來幫你檢查 timesheet.csv 文件。"},{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"根據檢查，timesheet.csv 的情況如下：\\n\\n## 格式檢查 ✓\\n- **欄位數量**：所有資料行都正確有 5 個欄位 (date, member, project, hours, note)\\n- **日期格式**：統一使用 YYYY-MM-DD 格式，範圍 2026-09-14 至 2026-09-18（連續 5 天）\\n- **數字格式**：hours 欄位都是有效的數字（包括小數）\\n- **編碼**：中文字元正常\\n\\n## 重"}]},{"v":"broad","q":"n6","k":2,"trig":false,"steps":[{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Me"},{"k":"text","t":"我檢查了 timesheet.csv 的內容，這裡是我的檢查報告：\\n\\n## ✅ 檢查結果\\n\\n**整體狀態：良好，沒有發現重複或明顯格式錯誤**\\n\\n### 詳細檢查項目：\\n\\n1. **重複記錄**：✅ 無重複\\n   - 共 36 筆時間記錄（不含標題和空行）\\n   - 每筆記錄的日期、人員、專案、工時、備註組合都是唯一的\\n\\n2. **格式檢查**：✅ 正確\\n   - CSV 結構正常：5 個欄位（date, member, project"}]}]},"local":{"model":"qwen3.5-2b","measured":"2026-09-24","rows":[{"v":"vague","q":"s1","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"s1","k":1,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"s1","k":2,"trig":true,"out":"{\\n  \\"load_skill\\": \\"weekly-report\\"\\n}"},{"v":"vague","q":"s2","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"s2","k":1,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"s2","k":2,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"s3","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"s3","k":1,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"s3","k":2,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"s4","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"s4","k":1,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"s4","k":2,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"s5","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"s5","k":1,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"s5","k":2,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"s6","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"s6","k":1,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"s6","k":2,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"n1","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"n1","k":1,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"n1","k":2,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"n2","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"n2","k":1,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"n2","k":2,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"n3","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"n3","k":1,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"n3","k":2,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"n4","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"n4","k":1,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"n4","k":2,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"n5","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"n5","k":1,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"n5","k":2,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"n6","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"n6","k":1,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"vague","q":"n6","k":2,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"precise","q":"s1","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"precise","q":"s1","k":1,"trig":false,"out":"應使用技能：weekly-report"},{"v":"precise","q":"s1","k":2,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"precise","q":"s2","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"precise","q":"s2","k":1,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"precise","q":"s2","k":2,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"precise","q":"s3","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"precise","q":"s3","k":1,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"precise","q":"s3","k":2,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"precise","q":"s4","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"precise","q":"s4","k":1,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"precise","q":"s4","k":2,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"precise","q":"s5","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"precise","q":"s5","k":1,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"precise","q":"s5","k":2,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"precise","q":"s6","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"precise","q":"s6","k":1,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"precise","q":"s6","k":2,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"precise","q":"n1","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"precise","q":"n1","k":1,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"precise","q":"n1","k":2,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"precise","q":"n2","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"precise","q":"n2","k":1,"trig":false,"out":"## 週報\\n\\n這是本週的工作摘要：\\n1. 完成專案進度彙整與文件整理\\n2. 協助開發團隊進行技術方案研讨会\\n3. 整理每週工時記錄 (timesheet.csv)\\n\\n目前進度為 70%。\\n本週工作摘要：\\n\\n我下週三請假一天，請主管協助安排工作交接。感謝您的理解與支持！"},{"v":"precise","q":"n2","k":2,"trig":false,"out":"{\\"load_skill\\": None}\\n\\n---\\n\\n**主旨：请假申请 - [您的姓名]**\\n\\n尊敬的 [主管姓名]：\\n\\n您好！\\n\\n根據我的工作安排，我打算於本週 [具體日期] 至 [具體日期] 請假一天，共 [X] 天。\\n\\n休假期間，我的工作將由 [同事姓名] 接手。我會在斷聯前確保手頭的事務已更新，並指派 [同事"},{"v":"precise","q":"n3","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"precise","q":"n3","k":1,"trig":false,"out":"{\\"load_skill\\": \\"none\\"}"},{"v":"precise","q":"n3","k":2,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"precise","q":"n4","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"precise","q":"n4","k":1,"trig":false,"out":"{\\"load_skill\\": \\"none\\"}"},{"v":"precise","q":"n4","k":2,"trig":false,"out":"我没有读取到 `timesheet.csv` 文件的具体内容，因此无法直接解释该文件中每个具体字段的含义。\\n\\n不过，根据 ACME 团队的週報技能描述，该文件通常用于记录**工时数据**。常见的工时 CSV 文件结构通常包含以下关键列（字段），您可以对照检查：\\n\\n1.  **工作 ID / 任务 ID**: 记录具体的"},{"v":"precise","q":"n5","k":0,"trig":false,"out":"{\\"load_skill\\": \\"none\\"}"},{"v":"precise","q":"n5","k":1,"trig":false,"out":"{\\"load_skill\\": \\"none\\"}"},{"v":"precise","q":"n5","k":2,"trig":false,"out":"OKR 是目標與關鍵結果（Objectives and Key Results），KPI 是績效指標（Key Performance Indicator）。\\n\\n**OKR 與 KPI 的差異核心在於目的與應用場景：**\\n\\n*   **KPI（績效指標）**：關注「過去做得如何」，用於衡量執行進度與責任達成度，旨在約束員"},{"v":"precise","q":"n6","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"precise","q":"n6","k":1,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"precise","q":"n6","k":2,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"s1","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"s1","k":1,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"s1","k":2,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"s2","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"s2","k":1,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"s2","k":2,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"s3","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"s3","k":1,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"s3","k":2,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"s4","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"s4","k":1,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"s4","k":2,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"s5","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"s5","k":1,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"s5","k":2,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"s6","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"s6","k":1,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"s6","k":2,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"n1","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"n1","k":1,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"n1","k":2,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"n2","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"n2","k":1,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"n2","k":2,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"n3","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"n3","k":1,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"n3","k":2,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"n4","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"n4","k":1,"trig":true,"out":"```json\\n{\\"load_skill\\": \\"weekly-report\\"}\\n```"},{"v":"broad","q":"n4","k":2,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"n5","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"n5","k":1,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"n5","k":2,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"n6","k":0,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"n6","k":1,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"},{"v":"broad","q":"n6","k":2,"trig":true,"out":"{\\"load_skill\\": \\"weekly-report\\"}"}],"mental":[{"rows":12,"rep":0,"got":{"會員系統改版":26.5,"客服機器人":14,"內部維運":6},"abs_err":24.0,"n_wrong":4},{"rows":12,"rep":1,"got":{"會員系統改版":24.5,"客服機器人":14,"內部維運":11.5,"官網改版":15},"abs_err":22.5,"n_wrong":4},{"rows":12,"rep":2,"got":{"會員系統改版":25.5,"客服機器人":15,"內部維運":6.5,"官網改版":15},"abs_err":19.5,"n_wrong":4},{"rows":12,"rep":3,"got":{"會員系統改版":26.5,"客服機器人":13,"內部維運":5.5,"官網改版":10},"abs_err":12.5,"n_wrong":3},{"rows":12,"rep":4,"got":{"會員系統改版":24.5,"客服機器人":14.5,"內部維運":9},"abs_err":25.5,"n_wrong":4},{"rows":24,"rep":0,"got":{"會員系統改版":51.5,"客服機器人":29.5,"內部維運":10},"abs_err":37.0,"n_wrong":4},{"rows":24,"rep":1,"got":{"會員系統改版":54.5,"客服機器人":30.5,"官網改版":29.5,"內部維運":15.5},"abs_err":38.0,"n_wrong":4},{"rows":24,"rep":2,"got":{"會員系統改版":55.25,"客服機器人":33.5,"內部維運":7.5},"abs_err":42.25,"n_wrong":3},{"rows":24,"rep":3,"got":{"會員系統改版":15.5,"客服機器人":11,"內部維運":9,"官網改版":18},"abs_err":41.5,"n_wrong":4},{"rows":24,"rep":4,"got":{"會員系統改版":8.0,"客服機器人":3.5,"官網改版":9.0,"內部維運":7.0},"abs_err":64.5,"n_wrong":4},{"rows":36,"rep":0,"got":{"會員系統改版":63.5,"客服機器人":41.5,"內部維運":11.5,"官網改版":28},"abs_err":9.5,"n_wrong":4},{"rows":36,"rep":1,"got":{"會員系統改版":78.5,"客服機器人":41.5,"內部維運":16.5,"官網改版":37},"abs_err":32.5,"n_wrong":4},{"rows":36,"rep":2,"got":{"會員系統改版":13.5,"客服機器人":41,"內部維運":17},"abs_err":80.5,"n_wrong":4},{"rows":36,"rep":3,"got":{"會員系統改版":50.5,"客服機器人":39.25,"內部維運":10.75,"官網改版":30.5},"abs_err":10.0,"n_wrong":3},{"rows":36,"rep":4,"got":{"會員系統改版":85.5,"客服機器人":45.5,"內部維運":17.5,"官網改版":32.75},"abs_err":40.25,"n_wrong":4}],"trace":[{"role":"user","content":"主管說週五前要交本週工作摘要，幫我根據 timesheet 整理一份"},{"role":"assistant","content":"{\\"load_skill\\": \\"weekly-report\\"}"},{"role":"loader","content":"Level 2：塞進 SKILL.md 本文（275 字）"},{"role":"tool","content":"【weekly-report 的 SKILL.md】\\n# ACME 週報 SOP\\n\\n1. 先執行 `python3 <本 skill 目錄>/scripts/hours.py timesheet.csv`。\\n   工時數字一律照抄腳本輸出，**不要自己加總**。\\n2. 讀 timesheet.csv 的 note 欄，每個專案歸納 2–4 條「本週完成」，每條 25 字內。\\n3. 套 `assets/template.md` 的格式輸出，標題固定「ACME 週報 2026-W38」。\\n4. 使用者說要給主管／老闆看時，再讀 `references/style-guide.md` 的「主管版」規則。\\n\\n（以上是動作結果。請照 SOP 繼續下一步；全部完成就直接輸出最終內容，不要再輸出 JSON。）"},{"role":"assistant","content":"好的，我將按照 SOP 執行。\\n\\n1.  **執行腳本**：先讀取 `scripts/hours.py` 並執行，精確加總工時。\\n2.  **讀取資料**：讀取 `timesheet.csv` 的 `note` 欄位，歸納本週完成的工作摘要。\\n3.  **套用格式**：套用 `assets/template.md` 的格式，輸出最終報告。\\n\\n以下是執行結果：\\n\\n```json\\n{\\"run\\": \\"scripts/hours.py timesheet.csv\\"}\\n```"},{"role":"loader","content":"Level 3：執行 scripts/hours.py timesheet.csv（程式碼不進上下文，只回傳輸出 103 字）"},{"role":"tool","content":"【scripts/hours.py timesheet.csv 輸出】\\n| 專案 | 工時 (h) |\\n|---|---:|\\n| 會員系統改版 | 58 |\\n| 客服機器人 | 40.5 |\\n| 官網改版 | 30.5 |\\n| 內部維運 | 12 |\\n| 合計 | 141 |\\n\\n\\n（以上是動作結果。請照 SOP 繼續下一步；全部完成就直接輸出最終內容，不要再輸出 JSON。）"},{"role":"assistant","content":"根據腳本輸出，本週主要完成以下專案：\\n- 會員系統改版：58 小時\\n- 客服機器人：40.5 小時\\n- 官網改版：30.5 小時\\n- 內部維運：12 小時\\n\\n**ACME 週報 2026-W38**\\n\\n**本週工作摘要**\\n- 完成會員系統改版，提升用戶體驗與功能。\\n- 開發客服機器人，優化自動回覆與服務效率。\\n- 進行官網改版，更新介面與內容。\\n- 執行內部維運維護，確保系統穩定運作。\\n\\n**進度彙整**\\n- 專案進度正常，無重大延誤。\\n- 本週重點為系統改版與客服功能開發。\\n\\n**主管版建議**\\n- 請確認本週工時加總是否與實際出勤相符。\\n- 如有專案變更或緊急事項，請於下週會議同步說明。"}]},"mental_claude":{"model":"claude-haiku-4-5","measured":"2026-09-24","rows":[{"rep":0,"got":{"會員系統改版":58,"客服機器人":40.5,"官網改版":30.5,"內部維運":12},"n_wrong":0,"abs_err":0.0},{"rep":1,"got":{"會員系統改版":58,"客服機器人":40.5,"內部維運":11,"官網改版":30.5},"n_wrong":1,"abs_err":1.0},{"rep":2,"got":{"會員系統改版":58,"客服機器人":40.5,"內部維運":12,"官網改版":30.5},"n_wrong":0,"abs_err":0.0},{"rep":3,"got":{"會員系統改版":58,"客服機器人":40.5,"內部維運":12,"官網改版":30.5},"n_wrong":0,"abs_err":0.0},{"rep":4,"got":{"會員系統改版":51,"客服機器人":37.5,"內部維運":12,"官網改版":30.5},"n_wrong":2,"abs_err":10.0}]},"exemplar":{"model":"claude-haiku-4-5","measured":"2026-09-24","query":"主管說週五前要交本週工作摘要，幫我根據 timesheet 整理一份","steps":[{"k":"text","t":"我來幫你用 weekly-report 生成本週工作摘要。"},{"k":"tool","name":"Skill","t":"{\\"skill\\": \\"weekly-report\\"}"},{"k":"res","err":false,"t":"Launching skill: weekly-report"},{"k":"text","t":"我按照 SOP 幫你準備週報。先執行工時統計腳本。"},{"k":"tool","name":"Bash","t":"{\\"command\\": \\"python3 .claude/skills/weekly-report/scripts/hours.py …"},{"k":"res","err":false,"t":"| 專案 | 工時 (h) |\\n|---|---:|\\n| 會員系統改版 | 58 |\\n| 客服機器人 | 40.5 |\\n| 官網改版 | 30.5 |\\n| 內部維運 | 12 |\\n| 合計 | 141 |"},{"k":"text","t":"現在讀取 timesheet 的工作說明和樣板格式。"},{"k":"tool","name":"Read","t":"{\\"file_path\\": \\"timesheet.csv\\"}"},{"k":"res","err":false,"t":"1\\tdate,member,project,hours,note\\n2\\t2026-09-14,小林,會員系統改版,3.5,登入頁改用新版 API\\n3\\t2026-09-14,小林,客服機器人,2,FAQ 資料清理\\n4\\t2026-09-14,小林,內部維運,1.5,CI 失敗排查\\n5\\t2026-09-14,阿哲,官網改版,6,首頁 RWD 切版\\n6\\t2026-09-14,阿哲,內部維運,1,升級 Node 版本\\n7\\t2026-09-14,Mei,客服機器人,4.5,意圖分類標註\\n8\\t2026-09-14,Mei,會員系統改版,2.5,會員等級規則訪談\\n9\\t2026-09-14,志明,會員系統改版,7"},{"k":"tool","name":"Read","t":"{\\"file_path\\": \\".claude/skills/weekly-report/assets/template.md\\"}"},{"k":"res","err":false,"t":"1\\t# ACME 週報 {週次}\\n2\\t\\n3\\t## 本週完成\\n4\\t### {專案}\\n5\\t- {完成事項，每條 25 字內}\\n6\\t\\n7\\t## 工時統計（由 scripts/hours.py 產生，勿手算）\\n8\\t{貼上腳本輸出的表格}\\n9\\t\\n10\\t## 下週計畫\\n11\\t- {每個專案 1 條}\\n12\\t\\n13\\t## 風險與需要協助\\n14\\t- {沒有就寫「無」}\\n15\\t"},{"k":"text","t":"根據 timesheet 的工作記錄，我幫你生成本週工作摘要：\\n\\n```markdown\\n# ACME 週報 2026-W38\\n\\n## 本週完成\\n\\n### 會員系統改版\\n- 完成登入頁新 API 改版及 E2E 測試，修正逾時 bug\\n- 設計並實現點數折抵功能的 API 與批次計算\\n- 會員等級功能上線，包含效能優化與完整文件\\n\\n### 客服機器人\\n- 完成 FAQ 資料清理與向量索引建置\\n- 實現聊天視窗前端及工單系統串接\\n- 建立轉真人客服流程，內部試用反饋良好\\n\\n### 官網改版\\n- 完成首頁 RWD 切版與多語系功能\\n- 部落格頁面上線，優化 SEO 標籤與頁面效能\\n- 上線前完成跨"}],"final":"根據 timesheet 的工作記錄，我幫你生成本週工作摘要：\\n\\n```markdown\\n# ACME 週報 2026-W38\\n\\n## 本週完成\\n\\n### 會員系統改版\\n- 完成登入頁新 API 改版及 E2E 測試，修正逾時 bug\\n- 設計並實現點數折抵功能的 API 與批次計算\\n- 會員等級功能上線，包含效能優化與完整文件\\n\\n### 客服機器人\\n- 完成 FAQ 資料清理與向量索引建置\\n- 實現聊天視窗前端及工單系統串接\\n- 建立轉真人客服流程，內部試用反饋良好\\n\\n### 官網改版\\n- 完成首頁 RWD 切版與多語系功能\\n- 部落格頁面上線，優化 SEO 標籤與頁面效能\\n- 上線前完成跨瀏覽器相容性測試\\n\\n### 內部維運\\n- Node 版本升級、監控告警調整、CDN 設定最佳化\\n- 完成資料庫備份演練，憑證更新與值班交接\\n\\n## 工時統計（由 scripts/hours.py 產生，勿手算）\\n| 專案 | 工時 (h) |\\n|---|---:|\\n| 會員系統改版 | 58 |\\n| 客服機器人 | 40.5 |\\n| 官網改版 | 30.5 |\\n| 內部維運 | 12 |\\n| 合計 | 141 |\\n\\n## 下週計畫\\n- 會員系統改版：等級系統上線後監控與客訴處理\\n- 客服機器人：優化意圖分類準確度與回覆語氣\\n- 官網改版：監控上線後用戶回饋，進行後續優化\\n- 內部維運：CI/CD 流程改善與文件更新\\n\\n## 風險與需要協助\\n- 無\\n```\\n\\n這份摘要已經整理好，可以直接給主管看。如果需要調整內容或給主管檢閱時再看「主管版」的特殊格式，告訴我！"}}')
    # === DATA:END ===
    C_L1, C_L2, C_L3, C_DESC, C_BAD, C_INK = "#4C72B0", "#DD8452", "#55A868", "#8172B2", "#C44E52", "#1C2B33"
    SKILLS = {s["name"]: s for s in DATA["tokens"]["skills"]}
    return C_BAD, C_DESC, C_INK, C_L1, C_L2, C_L3, DATA, SKILLS


@app.cell(hide_code=True)
def _(mo):
    mo.md(
        r"""
    ## 1️⃣ 拆開一個真的 skill

    下拉選一個 skill——全部是**本站原始碼 repo 裡真的在用的 skill**
    （`make-lesson` 就是做出這堂課的那一個）。每個檔案依「什麼時候會進上下文」分三層上色：

    - <span style="color:#4C72B0">**Level 1**</span>：`name`＋`description`——**一直**在上下文裡
    - <span style="color:#DD8452">**Level 2**</span>：`SKILL.md` 全文——**判斷用得上**才讀進來
    - <span style="color:#55A868">**Level 3**</span>：`references/`、`assets/`、`scripts/`——**做到那一步**才讀；腳本甚至只有輸出會進來

    token 用 `tiktoken` 的 `o200k_base` 量（OpenAI 系的 tokenizer）；Claude 的 tokenizer 不同，
    實際數字會差一些——第 2️⃣ 節有 Claude Code 的實測對照。
    """
    )
    return


@app.cell
def _(SKILLS, mo):
    skill_pick = mo.ui.dropdown(options=list(SKILLS), value="make-lesson", label="拆哪一個 skill")
    skill_pick
    return (skill_pick,)


@app.cell
def _(C_L1, C_L2, C_L3, SKILLS, html_mod, mo, skill_pick):
    _s = SKILLS[skill_pick.value]
    _col = {"L2": C_L2, "L3-ref": C_L3, "L3-asset": C_L3, "L3-script": C_L3, "L3-other": C_L3}
    _lab = {"L2": "Level 2 · 觸發才讀", "L3-ref": "Level 3 · 參考文件", "L3-asset": "Level 3 · 範本素材",
            "L3-script": "Level 3 · 腳本（只有輸出進上下文）", "L3-other": "Level 3 · 其他"}
    _rows = [
        (
            f'<tr><td style="padding:3px 8px;color:{C_L1};font-weight:700">（frontmatter）name＋description</td>'
            f'<td style="padding:3px 8px;color:{C_L1}">Level 1 · 一直都在</td>'
            f'<td style="padding:3px 8px;text-align:right;font-family:monospace">{_s["l1_tokens"]:,}</td></tr>'
        )
    ]
    for _f in sorted(_s["files"], key=lambda f: (f["layer"], f["path"])):
        _c = _col[_f["layer"]]
        _rows.append(
            f'<tr><td style="padding:3px 8px;font-family:monospace;font-size:12.5px">{html_mod.escape(_f["path"])}</td>'
            f'<td style="padding:3px 8px;color:{_c}">{_lab[_f["layer"]]}</td>'
            f'<td style="padding:3px 8px;text-align:right;font-family:monospace">{_f["tokens"]:,}</td></tr>'
        )
    _l3 = sum(v for k, v in _s["by_layer"].items() if k.startswith("L3"))
    _note = ""
    if not _s["model_invocable"]:
        _note = (
            '<p style="font-size:13px;line-height:1.7;border-left:4px solid #8172B2;padding:4px 10px">'
            "這個 skill 的 frontmatter 有 <code>disable-model-invocation: true</code>（Claude Code 的擴充欄位）："
            "模型<b>看不到它、不會自己叫它</b>，只能由人打 <code>/grill-me</code> 觸發——用法等同一個 slash command。"
            "旁邊的 <code>agents/openai.yaml</code> 是 Codex 的擴充設定檔：同一個資料夾，兩家各讀各的。</p>"
        )
    mo.Html(
        '<div style="overflow-x:auto"><table style="border-collapse:collapse;font-size:13px;min-width:420px">'
        '<tr style="border-bottom:1px solid #ccc"><th style="text-align:left;padding:3px 8px">檔案</th>'
        '<th style="text-align:left;padding:3px 8px">什麼時候進上下文</th><th style="padding:3px 8px">tokens</th></tr>'
        + "".join(_rows)
        + f'</table></div><p style="font-size:13.5px;margin-top:8px"><b>{_s["name"]}</b>：常駐 '
        f'<b style="color:{C_L1}">{_s["l1_tokens"]:,}</b> ／ 觸發時 <b style="color:{C_L2}">{_s["by_layer"].get("L2", 0):,}</b> ／ '
        f'資源 <b style="color:{C_L3}">{_l3:,}</b> tokens（全部加起來 {_s["l1_tokens"] + sum(_s["by_layer"].values()):,}）</p>'
        + _note
    )
    return


@app.cell
def _(C_INK, C_L1, C_L2, C_L3, SKILLS, np, plt, skill_pick):
    _names = sorted(SKILLS, key=lambda n: sum(SKILLS[n]["by_layer"].values()))
    _fig, _ax = plt.subplots(figsize=(6.4, 4.4))
    for _i, _n in enumerate(_names):
        _s = SKILLS[_n]
        _l1 = _s["l1_tokens"] if _s["model_invocable"] else np.nan
        _l2 = _s["by_layer"].get("L2", np.nan)
        _l3 = sum(v for k, v in _s["by_layer"].items() if k.startswith("L3")) or np.nan
        _ax.plot([_l1, _l2, _l3], [_i] * 3, color="#c9ced3", zorder=1, linewidth=1)
        _ax.scatter([_l1], [_i], s=60, color=C_L1, zorder=3, label="Level 1 (always loaded)" if _i == 0 else None)
        _ax.scatter([_l2], [_i], s=60, marker="s", color=C_L2, zorder=3, label="Level 2 (on trigger)" if _i == 0 else None)
        _ax.scatter([_l3], [_i], s=70, marker="^", color=C_L3, zorder=3, label="Level 3 (on demand)" if _i == 0 else None)
    _ax.set_yticks(range(len(_names)), _names)
    for _t in _ax.get_yticklabels():
        if _t.get_text() == skill_pick.value:
            _t.set_fontweight("bold")
            _t.set_color(C_INK)
        else:
            _t.set_color("#6b747b")
    _ax.set_xscale("log")
    _ax.set_xlim(8, 1e5)
    _ax.set_ylim(-1.1, len(_names) - 0.5)
    _ax.axvline(100, color=C_L1, linestyle=":", linewidth=1)
    _ax.axvline(5000, color=C_L2, linestyle=":", linewidth=1)
    _ax.text(100, -0.9, " spec: ~100", color=C_L1, fontsize=8, va="center")
    _ax.text(5000, -0.9, " spec: <5k", color=C_L2, fontsize=8, va="center")
    _ax.set_xlabel("tokens (tiktoken o200k_base, log scale)")
    _ax.set_title("9 real skills from this repo: what each layer costs", fontsize=10)
    _ax.grid(axis="x", alpha=0.3)
    _fig.legend(fontsize=8, loc="lower center", ncol=3, frameon=False)
    _fig.tight_layout(rect=(0, 0.05, 1, 1))
    _fig
    return


@app.cell(hide_code=True)
def _(DATA, mo):
    _sk = DATA["tokens"]["skills"]
    _inv = [s for s in _sk if s["model_invocable"]]
    _l1 = sum(s["l1_tokens"] for s in _inv)
    _l2 = sum(s["by_layer"].get("L2", 0) for s in _sk)
    _all = sum(sum(s["by_layer"].values()) for s in _sk)
    mo.md(
        f"""
    九個 skill 攤開來看：模型每一輪都要付的 Level 1 合計只有 **{_l1:,} tokens**
    （{len(_inv)} 個能被模型自己叫的 skill；`grill-me` 被設成只能手動叫，不佔 listing）。
    九份 `SKILL.md` 全文加起來 {_l2:,}，連 references／scripts／assets 全塞進去則是 **{_all:,}**。
    差距就是漸進揭露省下來的東西——下一節把它換算成一整場對話的帳。
    """
    )
    return


@app.cell(hide_code=True)
def _(DATA, mo):
    _r = DATA["overhead"]["runs"]
    _base = _r["none"]["ctx"][0]
    mo.md(
        f"""
    ## 2️⃣ 漸進揭露的 token 帳

    先看 **Claude Code 的實測**（{DATA["overhead"]["model"]}、Claude Code 2.1.281、{DATA["overhead"]["measured"]}）：
    同一個玩具專案、同一句「Reply with just: ok」，只改 `.claude/skills/` 裡裝了什麼，
    讀 API 回報的 input tokens（這是 Claude 自己的 tokenizer）：

    | 專案裡裝了 | 每一輪的上下文 | 比沒裝多 |
    | --- | ---: | ---: |
    | 沒有 skill（只有 Claude Code 內建的） | {_base:,} | — |
    | `make-lesson` | {_r["make-lesson"]["ctx"][0]:,} | +{_r["make-lesson"]["ctx"][0] - _base:,} |
    | `publish-videos` | {_r["publish-videos"]["ctx"][0]:,} | +{_r["publish-videos"]["ctx"][0] - _base:,} |
    | 本 repo 全部 9 個 | {_r["all9"]["ctx"][0]:,} | +{_r["all9"]["ctx"][0] - _base:,} |
    | 9 個都裝、並叫 `make-lesson` 進來 | {_r["invoke_make_lesson"]["ctx"][-1]:,} | +{_r["invoke_make_lesson"]["ctx"][-1] - _base:,}（比只裝不叫多 {_r["invoke_make_lesson"]["ctx"][-1] - _r["all9"]["ctx"][0]:,}） |

    裝了九個，每輪只多幾百 tokens；真的**叫**了 `make-lesson`，才一口氣多出五千多——那就是 Level 2 進場。
    用下面的滑桿，把「每個 skill 的 SKILL.md 全塞進 system prompt」跟「漸進揭露」放在同一場對話裡比：
    """
    )
    return


@app.cell
def _(DATA, mo):
    _sk = [s for s in DATA["tokens"]["skills"] if s["model_invocable"]]
    _sizes = {f'{s["name"]}（{s["by_layer"]["L2"]:,}）': s["by_layer"]["L2"] for s in sorted(_sk, key=lambda s: s["by_layer"]["L2"])}
    n_skills = mo.ui.slider(start=1, stop=60, step=1, value=8, label="裝了幾個 skill", show_value=True)
    body_size = mo.ui.dropdown(options=_sizes, value=list(_sizes)[-1], label="每份 SKILL.md 大約多大（取本 repo 的真實大小）")
    k_used = mo.ui.slider(start=0, stop=5, step=1, value=1, label="這場對話真的用到幾個", show_value=True)
    n_turns = mo.ui.slider(start=1, stop=40, step=1, value=20, label="對話幾輪", show_value=True)
    mo.vstack([mo.hstack([n_skills, k_used], wrap=True), mo.hstack([n_turns, body_size], wrap=True)])
    return body_size, k_used, n_skills, n_turns


@app.cell
def _(DATA, body_size, k_used, n_skills, n_turns, np):
    _sk = [s for s in DATA["tokens"]["skills"] if s["model_invocable"]]
    L1_AVG = sum(s["l1_tokens"] for s in _sk) / len(_sk)
    # listing 字元數：每筆「name: description」取本 repo 的平均長度
    LIST_CHARS_AVG = sum(len(s["name"]) + s["desc_chars"] + 4 for s in _sk) / len(_sk)
    _k = min(k_used.value, n_skills.value)
    turns = np.arange(1, n_turns.value + 1)
    per_turn_all = n_skills.value * (L1_AVG + body_size.value)
    per_turn_prog = n_skills.value * L1_AVG + _k * body_size.value
    cum_all = per_turn_all * turns
    cum_prog = per_turn_prog * turns
    listing_chars = n_skills.value * LIST_CHARS_AVG
    return L1_AVG, LIST_CHARS_AVG, cum_all, cum_prog, listing_chars, per_turn_all, per_turn_prog, turns


@app.cell
def _(C_BAD, C_L1, C_L2, cum_all, cum_prog, plt, turns):
    from matplotlib.ticker import MaxNLocator

    _fig, _ax = plt.subplots(figsize=(6.4, 3.6))
    _ax.plot(turns, cum_all / 1000, color=C_L2, linewidth=2.2, label="stuff every SKILL.md into system prompt")
    _ax.plot(turns, cum_prog / 1000, color=C_L1, linewidth=2.2, label="progressive disclosure")
    _ax.fill_between(turns, cum_prog / 1000, cum_all / 1000, color=C_BAD, alpha=0.08)
    _ax.annotate(f"{cum_all[-1] / 1000:,.0f}k", (turns[-1], cum_all[-1] / 1000), textcoords="offset points",
                 xytext=(-4, 6), ha="right", fontsize=10, fontweight="bold", color=C_L2)
    _ax.annotate(f"{cum_prog[-1] / 1000:,.0f}k", (turns[-1], cum_prog[-1] / 1000), textcoords="offset points",
                 xytext=(-4, 6), ha="right", fontsize=10, fontweight="bold", color=C_L1)
    _ax.xaxis.set_major_locator(MaxNLocator(integer=True))
    _ax.set_xlabel("conversation turn (each turn resends the whole context)")
    _ax.set_ylabel("cumulative input tokens (k)")
    _ax.set_title("tokens spent on skills over one conversation", fontsize=10)
    _ax.legend(fontsize=8, loc="upper left")
    _ax.grid(alpha=0.3)
    _fig.tight_layout()
    _fig
    return


@app.cell(hide_code=True)
def _(DATA, L1_AVG, LIST_CHARS_AVG, cum_all, cum_prog, k_used, listing_chars, mo, n_skills, per_turn_all, per_turn_prog):
    _ratio = cum_all[-1] / max(cum_prog[-1], 1)
    _dbg = DATA["overhead"]["runs"]["all9"]["debug"]
    _warn_line = next((d for d in _dbg if "over budget" in d), "")
    _budget = 8000
    _over = listing_chars > _budget
    mo.md(
        f"""
    **每一輪**：全塞 {per_turn_all:,.0f} tokens vs 漸進揭露 {per_turn_prog:,.0f} tokens
    （{n_skills.value} 個 skill × 平均 {L1_AVG:.0f} tokens 的 Level 1，外加真的用到的 {min(k_used.value, n_skills.value)} 份全文）。
    整場對話累積下來差 **{_ratio:,.1f} 倍**。

    再看另一條天花板——**listing 預算**。Claude Code 會把所有 skill 的 name＋description 排成一張清單給模型，
    這張清單有字元上限（文件寫「context window 的 1%」）。我們把本 repo 的 9 個 skill 裝進玩具專案，
    debug log 當場跳出這一行（haiku-4-5，200K context）：

    `{_warn_line}`

    （21 個＝Claude Code 內建的 13 個＋我們 8 個能被模型叫的。）
    照本 repo 每筆平均 {LIST_CHARS_AVG:.0f} 字元估算，你現在的 {n_skills.value} 個 skill 光自己就要
    **{listing_chars:,.0f} 字元**{"——已經超過 8,000，描述會被截短，最少用的 skill 先被砍成只剩名字。" if _over else "（還沒算內建那 13 個）。"}
    description 寫得再好，被截掉就等於沒寫：這是「skill 裝越多越好」的反例。
    """
    )
    return


@app.cell(hide_code=True)
def _(DATA, mo):
    _t = DATA["trigger"]
    mo.md(
        rf"""
    ## 3️⃣ description 決定會不會被叫到

    在模型真的讀 `SKILL.md` 之前，它對這個 skill 的全部認識就是 description 那一兩句。
    我們做了一個玩具專案：小團隊的 `timesheet.csv`（36 筆工時）＋一個 `weekly-report` skill
    （SOP：先跑腳本加總工時、再套固定週報格式）。**skill 本文一字不改，只換 description**，
    拿 12 句 prompt 去問，每句跑 3 次：

    - **該觸發的 6 句**：「幫我寫這週的週報」、沒講「週報」兩字的「整理成可以貼給老闆的東西」、英文的 status update…
    - **不該觸發的 6 句**：都跟 timesheet 或主管沾邊，但要的不是週報——改一筆工時、寫請假信、寫轉 Excel 的程式…

    判定方法照 agentskills.io 的建議：看模型有沒有載入這個 skill（Claude Code 裡是呼叫 `Skill` 工具）。
    Claude 那組總共花了 US\${_t["cost_usd"]:.2f}（list price）。
    """
    )
    return


@app.cell
def _(mo):
    model_pick = mo.ui.dropdown(
        options={
            "Claude haiku-4-5（Claude Code 2.1.281）": "claude",
            "qwen3.5-2b（本課的最小 skill loader）": "local",
        },
        value="Claude haiku-4-5（Claude Code 2.1.281）",
        label="看哪個模型的紀錄",
    )
    model_pick
    return (model_pick,)


@app.cell
def _(DATA, model_pick):
    QIDS = [q[0] for q in DATA["queries"]]
    QTEXT = {q[0]: q[2] for q in DATA["queries"]}
    VARIANTS = ["vague", "precise", "broad"]
    VLABEL = {"vague": "vague", "precise": "precise", "broad": "too broad"}
    _rows = DATA["trigger"]["rows"] if model_pick.value == "claude" else DATA["local"]["rows"]
    trig_count = {(v, q): 0 for v in VARIANTS for q in QIDS}
    for _r in _rows:
        trig_count[(_r["v"], _r["q"])] += int(bool(_r["trig"]))
    trig_rows = _rows
    return QIDS, QTEXT, VARIANTS, VLABEL, trig_count, trig_rows


@app.cell
def _(C_INK, QIDS, VARIANTS, VLABEL, model_pick, np, plt, trig_count):
    _img = np.ones((len(VARIANTS), len(QIDS), 3))
    _good, _bad, _paper = np.array([0.333, 0.659, 0.408]), np.array([0.769, 0.306, 0.322]), np.array([0.97, 0.97, 0.96])
    for _i, _v in enumerate(VARIANTS):
        for _j, _q in enumerate(QIDS):
            _target = _good if _q.startswith("s") else _bad  # 該觸發：越綠越好；不該觸發：越紅越糟
            _img[_i, _j] = _paper + (_target - _paper) * trig_count[(_v, _q)] / 3
    _fig, _ax = plt.subplots(figsize=(6.4, 2.7))
    _ax.imshow(_img, aspect="auto")
    for _i, _v in enumerate(VARIANTS):
        for _j, _q in enumerate(QIDS):
            _ax.text(_j, _i, f"{trig_count[(_v, _q)]}/3", ha="center", va="center", fontsize=9,
                     color="white" if trig_count[(_v, _q)] >= 2 else C_INK, fontweight="bold")
    _ax.axvline(5.5, color=C_INK, linewidth=2)
    _ax.set_xticks(range(len(QIDS)), QIDS)
    _ax.set_yticks(range(len(VARIANTS)), [VLABEL[v] for v in VARIANTS])
    _ax.set_xlabel("should trigger (s1-s6)   |   should NOT trigger (n1-n6)")
    _ax.set_title(("Claude haiku-4-5" if model_pick.value == "claude" else "qwen3.5-2b + minimal loader")
                  + ": skill loaded, out of 3 runs", fontsize=10)
    _ax.tick_params(length=0)
    _fig.tight_layout()
    _fig
    return


@app.cell(hide_code=True)
def _(DATA, QIDS, VARIANTS, html_mod, mo, trig_count):
    _cn = {"vague": "模糊版", "precise": "精準版", "broad": "太寬版"}
    _lines = []
    for _v in VARIANTS:
        _hit = sum(trig_count[(_v, q)] for q in QIDS if q.startswith("s"))
        _fp = sum(trig_count[(_v, q)] for q in QIDS if q.startswith("n"))
        _pass = sum(1 for q in QIDS if (trig_count[(_v, q)] / 3 > 0.5) == q.startswith("s"))
        _lines.append(
            f'<tr><td style="padding:4px 8px;font-weight:700;white-space:nowrap">{_cn[_v]}</td>'
            f'<td style="padding:4px 8px;font-size:12.5px">{html_mod.escape(DATA["descriptions"][_v])}</td>'
            f'<td style="padding:4px 8px;text-align:right;white-space:nowrap">{_hit}/18</td>'
            f'<td style="padding:4px 8px;text-align:right;white-space:nowrap;color:{"#C44E52" if _fp else "inherit"}">{_fp}/18</td>'
            f'<td style="padding:4px 8px;text-align:right;white-space:nowrap">{_pass}/12</td></tr>'
        )
    mo.Html(
        '<div style="overflow-x:auto"><table style="border-collapse:collapse;font-size:13px;min-width:520px">'
        '<tr style="border-bottom:1px solid #ccc"><th style="text-align:left;padding:4px 8px">版本</th>'
        '<th style="text-align:left;padding:4px 8px">description 原文</th><th style="padding:4px 8px">該觸發命中</th>'
        '<th style="padding:4px 8px">誤觸發</th><th style="padding:4px 8px">通過句數*</th></tr>'
        + "".join(_lines)
        + '</table></div><p style="font-size:12px;color:#6b747b">＊agentskills.io 的判法：每句跑 3 次，'
        "該觸發的句子觸發率 &gt; 0.5 才算過、不該觸發的 ≤ 0.5 才算過。3 次是小樣本：這是那一天的紀錄，不是機率定論。</p>"
    )
    return


@app.cell
def _(QIDS, QTEXT, mo):
    q_pick = mo.ui.dropdown(options={f"{q}：{QTEXT[q]}": q for q in QIDS}, value=f"s4：{QTEXT['s4']}", label="重播哪一句")
    v_pick = mo.ui.radio(options={"模糊版": "vague", "精準版": "precise", "太寬版": "broad"}, value="模糊版", inline=True)
    mo.vstack([q_pick, v_pick])
    return q_pick, v_pick


@app.cell
def _(html_mod, mo, model_pick, q_pick, trig_rows, v_pick):
    _runs = sorted([r for r in trig_rows if r["v"] == v_pick.value and r["q"] == q_pick.value], key=lambda r: r["k"])
    _cards = []
    for _r in _runs:
        _head = (f'<b style="color:{"#55A868" if _r["trig"] else "#8a949b"}">第 {_r["k"] + 1} 次：'
                 f'{"載入了 weekly-report" if _r["trig"] else "沒載入 skill"}</b>')
        if model_pick.value == "claude":
            _body = []
            for _st in _r["steps"]:
                if _st["k"] == "tool":
                    _body.append(f'<div>🔧 <b>{html_mod.escape(_st["name"])}</b> <span style="color:#6b747b">{html_mod.escape(_st["t"][:150])}</span></div>')
                elif _st["k"] == "text":
                    _body.append(f'<div style="color:#1C2B33">💬 {html_mod.escape(_st["t"][:220])}</div>')
                else:
                    _body.append(f'<div style="color:{"#C44E52" if _st["err"] else "#6b747b"};font-size:12px">↳ {html_mod.escape(_st["t"][:140])}</div>')
            _inner = "".join(_body) or "<div>（直接回答，沒用任何工具）</div>"
        else:
            _inner = f'<div style="white-space:pre-wrap">{html_mod.escape(_r["out"])}</div>'
        _cards.append(
            '<div style="border:1.5px solid #d5d9dc;border-radius:10px;padding:8px 12px;margin:6px 0;'
            f'font-size:12.5px;line-height:1.6;overflow-wrap:anywhere">{_head}{_inner}</div>'
        )
    mo.Html("".join(_cards))
    return


@app.cell(hide_code=True)
def _(DATA, mo):
    mo.md(
        f"""
    幾個值得停下來看的格子（Claude haiku-4-5）：

    - **模糊版 s4**（英文的 status update）3 次都沒載入：skill 叫 `weekly-report`、
      description 只有「協助處理報告。」——模型自己讀 CSV、自己寫了一份，格式每次都不一樣。
    - **模糊版 s2** 3 次只有 1 次載入，而且是**先讀了 CSV 才想到**要叫 skill；另外兩次直接動手寫。
    - **太寬版**的誤觸發只有 1/18（n2 請假信）——Claude 對「看起來沾邊」其實很保守。

    切到 **qwen3.5-2b** 就是另一個世界：同樣 12 句，它幾乎每句都要載入 skill，
    連「什麼是 OKR」在模糊版和太寬版都 3/3。**同一份 description，觸發行為會隨模型大幅改變**——
    換 agent、換模型之後，觸發測試要重跑。（qwen 那組用的是本課的最小 loader，
    `{DATA["local"]["model"]}`，同一天、同樣每句 3 次。）
    """
    )
    return


@app.cell(hide_code=True)
def _(mo):
    mo.md(
        r"""
    ## 4️⃣ 確定性的工作交給腳本

    週報 SOP 的第 1 步是「跑 `scripts/hours.py` 加總工時，**不要自己加總**」。為什麼要這樣寫？
    下面這格就是那支腳本的邏輯，**當場在你的瀏覽器裡**加總 timesheet 前 N 筆；
    旁邊擺的是模型不准用工具、純靠「心算」交出來的答案（實測紀錄）。
    """
    )
    return


@app.cell
def _(mo):
    rows_pick = mo.ui.radio(options={"前 12 筆": 12, "前 24 筆": 24, "全部 36 筆": 36}, value="全部 36 筆", inline=True,
                            label="加總 timesheet 的")
    rows_pick
    return (rows_pick,)


@app.cell
def _(DATA, html_mod, mo, rows_pick):
    import csv as _csv
    import io as _io
    from collections import defaultdict as _dd

    # ── 這就是 scripts/hours.py 的邏輯（真的在跑）──
    _lines = DATA["timesheet"].strip().splitlines()
    _sub = "\n".join(_lines[: rows_pick.value + 1])
    exact = _dd(float)
    for _r in _csv.DictReader(_io.StringIO(_sub)):
        exact[_r["project"]] += float(_r["hours"])

    _qwen = [m for m in DATA["local"]["mental"] if m["rows"] == rows_pick.value]
    _cl = DATA["mental_claude"]["rows"] if rows_pick.value == 36 else []

    def _cell(got, p):
        if got is None or p not in got:
            return '<td style="padding:3px 6px;text-align:right;color:#C44E52">缺</td>'
        _ok = abs(float(got[p]) - exact[p]) < 1e-9
        return (f'<td style="padding:3px 6px;text-align:right;font-family:monospace;'
                f'color:{"#55A868" if _ok else "#C44E52"}">{float(got[p]):g}</td>')

    _hdr = "".join(f'<th style="padding:3px 6px;font-size:11px">qwen #{m["rep"] + 1}</th>' for m in _qwen)
    _hdr += "".join(f'<th style="padding:3px 6px;font-size:11px">haiku #{m["rep"] + 1}</th>' for m in _cl)
    _body = ""
    for _p in sorted(exact, key=lambda p: -exact[p]):
        _body += (f'<tr><td style="padding:3px 6px;white-space:nowrap">{html_mod.escape(_p)}</td>'
                  f'<td style="padding:3px 6px;text-align:right;font-family:monospace;font-weight:800">{exact[_p]:g}</td>'
                  + "".join(_cell(m["got"], _p) for m in _qwen) + "".join(_cell(m["got"], _p) for m in _cl) + "</tr>")
    _all_ok_q = sum(1 for m in _qwen if m["n_wrong"] == 0)
    _all_ok_c = sum(1 for m in _cl if m["n_wrong"] == 0)
    _tail = f"qwen3.5-2b 5 次裡四個專案全對 {_all_ok_q} 次"
    if _cl:
        _tail += f"；Claude haiku-4-5（同樣不准用工具）5 次裡全對 {_all_ok_c} 次"
    mo.Html(
        '<div style="overflow-x:auto"><table style="border-collapse:collapse;font-size:12.5px;min-width:480px">'
        '<tr style="border-bottom:1px solid #ccc"><th style="text-align:left;padding:3px 6px">專案</th>'
        f'<th style="padding:3px 6px">腳本</th>{_hdr}</tr>{_body}</table></div>'
        f'<p style="font-size:13px;margin-top:6px">綠＝對、紅＝錯。{_tail}。腳本：每一次都對。</p>'
    )
    return (exact,)


@app.cell
def _(C_BAD, C_DESC, C_L3, DATA, np, plt):
    _fig, _ax = plt.subplots(figsize=(6.2, 3.4))
    _rng = np.random.default_rng(0)
    for _n in (12, 24, 36):
        _errs = [m["abs_err"] for m in DATA["local"]["mental"] if m["rows"] == _n and m["abs_err"] is not None]
        _ax.scatter(_n + _rng.uniform(-1.2, 1.2, len(_errs)), _errs, color=C_BAD, s=40, alpha=0.8,
                    label="qwen3.5-2b, mental sum" if _n == 12 else None, zorder=3)
    _ce = [m["abs_err"] for m in DATA["mental_claude"]["rows"] if m["abs_err"] is not None]
    _ax.scatter(np.full(len(_ce), 38.5) + _rng.uniform(-0.6, 0.6, len(_ce)), _ce, color=C_DESC, marker="D", s=40,
                label="Claude haiku-4-5, mental sum", zorder=3)
    _ax.axhline(0, color=C_L3, linewidth=3, label="scripts/hours.py (every run)", zorder=2)
    _ax.set_xticks([12, 24, 36], ["12 rows", "24 rows", "36 rows"])
    _ax.set_xlim(6, 42)
    _ax.set_ylabel("total abs error (hours)")
    _ax.set_title("summing hours: model in its head vs a 15-line script", fontsize=10)
    _ax.legend(fontsize=8, loc="upper left")
    _ax.grid(alpha=0.3)
    _fig.tight_layout()
    _fig
    return


@app.cell(hide_code=True)
def _(mo):
    mo.md(
        r"""
    模型大小差很多：2B 小模型幾乎每次都算錯（還會漏掉整個專案），haiku 多數時候對、但 5 次裡仍有 2 次錯。
    重點不是「模型不會加法」，而是 **SOP 要的是每次都對、而且查得到為什麼對**——
    把這種確定性的步驟寫成 `scripts/`，腳本的程式碼根本不進上下文，只有十幾行的輸出進來，
    又省 token、又不看模型心情。

    下面重播兩段**有載入 skill** 的完整紀錄，看 SOP 在真實執行裡長什麼樣：
    """
    )
    return


@app.cell
def _(mo):
    trace_pick = mo.ui.radio(
        options={"Claude haiku-4-5 × Claude Code（精準版 description）": "claude", "qwen3.5-2b × 本課最小 loader": "local"},
        value="Claude haiku-4-5 × Claude Code（精準版 description）",
    )
    trace_pick
    return (trace_pick,)


@app.cell
def _(DATA, html_mod, mo, trace_pick):
    _box = ('<div style="border:1.5px solid {c};border-radius:10px;padding:7px 11px;margin:5px 0;font-size:12.5px;'
            'line-height:1.6;overflow-wrap:anywhere"><div style="font-size:11px;font-weight:800;color:{c}">{who}</div>'
            '<div style="white-space:pre-wrap">{t}</div></div>')
    _out = []
    if trace_pick.value == "claude":
        _e = DATA["exemplar"]
        _out.append(_box.format(c="#4C72B0", who="user", t=html_mod.escape(_e["query"])))
        for _st in _e["steps"]:
            if _st["k"] == "tool":
                _c = "#DD8452" if _st["name"] == "Skill" else "#55A868"
                _out.append(_box.format(c=_c, who=f"🔧 {_st['name']}", t=html_mod.escape(_st["t"])))
            elif _st["k"] == "res":
                _out.append(_box.format(c="#8a949b", who="↳ 工具回傳", t=html_mod.escape(_st["t"])))
            else:
                _out.append(_box.format(c="#1C2B33", who="💬 模型", t=html_mod.escape(_st["t"])))
        _out.append(_box.format(c="#1C2B33", who="最終輸出（原文）", t=html_mod.escape(_e["final"])))
    else:
        _who = {"user": ("#4C72B0", "user"), "assistant": ("#1C2B33", "💬 qwen3.5-2b"),
                "loader": ("#DD8452", "⚙️ loader"), "tool": ("#8a949b", "↳ 回給模型")}
        for _st in DATA["local"]["trace"]:
            _c, _w = _who[_st["role"]]
            _out.append(_box.format(c=_c, who=_w, t=html_mod.escape(_st["content"])))
    mo.Html("".join(_out))
    return


@app.cell(hide_code=True)
def _(mo):
    mo.md(
        r"""
    兩段對照著看：

    - **haiku**：`Skill` → 跑 `hours.py` → 讀 timesheet → 讀 `template.md` → 照格式交件，工時表一字不差是腳本的輸出。
      但 SOP 第 4 步（要給主管看就讀 `style-guide.md`）它沒做——Level 3 資源「需要才讀」，**需不需要是模型判斷的**。
    - **qwen3.5-2b**：也載入了 skill、也要求跑腳本，工時照樣全對；可是第 2 步「讀 note 欄歸納完成事項」它跳過了，
      寫出來的完成事項是通用的空話。**交給腳本的部分穩如泰山，靠模型自律的部分看模型本事。**
    """
    )
    return


@app.cell(hide_code=True)
def _(mo):
    mo.md(
        r"""
    ## 5️⃣ SKILL.md 驗證器

    `SKILL.md` 的 frontmatter 是**開放標準**（agentskills.io 規格，2026-09-24 查）：
    `name`（必填，≤64 字、小寫英數與連字號、不能頭尾或連續連字號、要跟資料夾同名）、
    `description`（必填，≤1024 字），選填 `license`、`compatibility`（≤500 字）、`metadata`、`allowed-tools`。
    下面的驗證器逐條照官方參考實作 **skills-ref 0.1.1** 的規則與錯誤訊息寫成——
    選一個範例（旁邊附官方工具對同一份檔案的**實測輸出**），或直接改內容看它怎麼判。
    """
    )
    return


@app.cell
def _(DATA, mo):
    _cases = DATA["validate_cases"]
    _lab = {
        "ok-minimal": "✅ 最小可用範例", "uppercase": "名稱有大寫", "dir-mismatch": "資料夾名跟 name 不一樣",
        "underscore": "名稱用底線", "double-hyphen": "連續連字號", "no-description": "少了 description",
        "cc-only-field": "本 repo 的 grill-me（Claude Code 擴充欄位）", "no-frontmatter": "沒有 frontmatter",
        "long-description": "description 超過 1024 字", "chinese-name": "中文名稱",
        "yaml-colon": "description 裡有半形冒號",
    }
    example_pick = mo.ui.dropdown(options={_lab.get(k, k): k for k in _cases}, value="✅ 最小可用範例", label="載入範例")
    example_pick
    return (example_pick,)


@app.cell
def _(DATA, example_pick, mo):
    _c = DATA["validate_cases"][example_pick.value]
    dir_name = mo.ui.text(value=_c["dir"], label="資料夾名稱")
    skill_md = mo.ui.text_area(value=_c["skill_md"], label="SKILL.md 內容", rows=9, full_width=True)
    mo.vstack([dir_name, skill_md])
    return dir_name, skill_md


@app.cell
def _(unicodedata, yaml):
    ALLOWED = {"name", "description", "license", "allowed-tools", "metadata", "compatibility"}

    def validate_skill(text, dir_name):
        """逐條對齊 skills-ref 0.1.1 validator.py 的規則與訊息（解析用 PyYAML；官方用 strictyaml，型別邊角可能不同）。"""
        if not text.startswith("---"):
            return ["SKILL.md must start with YAML frontmatter (---)"], None
        _parts = text.split("---", 2)
        if len(_parts) < 3:
            return ["SKILL.md frontmatter not properly closed with ---"], None
        try:
            _meta = yaml.safe_load(_parts[1])
        except yaml.YAMLError as _e:
            return [f"Invalid YAML in frontmatter: {str(_e).splitlines()[0]}"], None
        if not isinstance(_meta, dict):
            return ["SKILL.md frontmatter must be a YAML mapping"], None
        _errs = []
        _extra = set(_meta) - ALLOWED
        if _extra:
            _errs.append(f"Unexpected fields in frontmatter: {', '.join(sorted(_extra))}. Only {sorted(ALLOWED)} are allowed.")
        if "name" not in _meta:
            _errs.append("Missing required field in frontmatter: name")
        else:
            _n = _meta["name"]
            if not _n or not isinstance(_n, str) or not _n.strip():
                _errs.append("Field 'name' must be a non-empty string")
            else:
                _n = unicodedata.normalize("NFKC", _n.strip())
                if len(_n) > 64:
                    _errs.append(f"Skill name '{_n}' exceeds 64 character limit ({len(_n)} chars)")
                if _n != _n.lower():
                    _errs.append(f"Skill name '{_n}' must be lowercase")
                if _n.startswith("-") or _n.endswith("-"):
                    _errs.append("Skill name cannot start or end with a hyphen")
                if "--" in _n:
                    _errs.append("Skill name cannot contain consecutive hyphens")
                if not all(c.isalnum() or c == "-" for c in _n):
                    _errs.append(f"Skill name '{_n}' contains invalid characters. Only letters, digits, and hyphens are allowed.")
                if unicodedata.normalize("NFKC", dir_name) != _n:
                    _errs.append(f"Directory name '{dir_name}' must match skill name '{_n}'")
        if "description" not in _meta:
            _errs.append("Missing required field in frontmatter: description")
        else:
            _d = _meta["description"]
            if not _d or not isinstance(_d, str) or not _d.strip():
                _errs.append("Field 'description' must be a non-empty string")
            elif len(_d) > 1024:
                _errs.append(f"Description exceeds 1024 character limit ({len(_d)} chars)")
        if "compatibility" in _meta:
            _cp = _meta["compatibility"]
            if not isinstance(_cp, str):
                _errs.append("Field 'compatibility' must be a string")
            elif len(_cp) > 500:
                _errs.append(f"Compatibility exceeds 500 character limit ({len(_cp)} chars)")
        return _errs, _meta

    return (validate_skill,)


@app.cell
def _(DATA, dir_name, example_pick, html_mod, mo, np, skill_md, validate_skill):
    _errs, _meta = validate_skill(skill_md.value, dir_name.value)
    _case = DATA["validate_cases"][example_pick.value]
    _fit = DATA["tokens"]["fit"]

    def _est(t):
        _cjk = sum(1 for c in t if "⺀" <= c <= "鿿" or "豈" <= c <= "﫿" or "＀" <= c <= "￯" or "　" <= c <= "〿")
        _sp = sum(1 for c in t if c.isspace())
        return float(np.dot([_cjk, len(t) - _cjk - _sp, _sp], [_fit["coef_cjk"], _fit["coef_other"], _fit["coef_space"]]))

    _parts = []
    if _errs:
        _parts.append('<div style="border-left:4px solid #C44E52;padding:6px 12px;font-size:13px"><b style="color:#C44E52">✗ 驗證失敗</b>'
                      + "".join(f'<div style="font-family:monospace;font-size:12px;margin-top:4px">- {html_mod.escape(e)}</div>' for e in _errs) + "</div>")
    else:
        _parts.append('<div style="border-left:4px solid #55A868;padding:6px 12px;font-size:13px"><b style="color:#55A868">✓ Valid skill</b>（開放標準規則全過）</div>')
    if skill_md.value == _case["skill_md"] and dir_name.value == _case["dir"]:
        _off = _case["official"]
        _parts.append('<div style="font-size:12px;color:#6b747b;margin-top:6px">官方 <code>agentskills validate</code>（skills-ref 0.1.1）對這份原始範例的實測輸出：'
                      + ("".join(f'<div style="font-family:monospace;white-space:pre-wrap">- {html_mod.escape(e)}</div>' for e in _off) if _off else " Valid skill")
                      + "</div>")
    _notes = []
    if isinstance(_meta, dict):
        _n = str(_meta.get("name", ""))
        _d = _meta.get("description")
        if _n and not all(c in "abcdefghijklmnopqrstuvwxyz0123456789-" for c in _n):
            _notes.append("名稱不是純 ASCII 小寫英數：官方驗證器接受 Unicode 字母，但規格文字寫的是 a-z、0-9，Claude API 也要求小寫英數——要跨產品用，請用 ASCII。")
        if any(w in _n.lower() for w in ("anthropic", "claude")):
            _notes.append("Claude API 保留字：name 不能含「anthropic」「claude」。")
        if isinstance(_d, str) and ("<" in _d and ">" in _d):
            _notes.append("Claude API 規定 name／description 不能含 XML 標籤。")
        _cc = sorted(set(_meta) & {"disable-model-invocation", "user-invocable", "context", "agent", "model", "effort",
                                   "argument-hint", "when_to_use", "paths", "hooks", "disallowed-tools", "shell", "arguments", "background"})
        if _cc:
            _notes.append(f"{', '.join(_cc)} 是 Claude Code 的擴充欄位：Claude Code 看得懂，開放標準的驗證器會擋，其他 agent 會忽略或報錯。")
        if isinstance(_d, str) and _d.strip():
            _body = skill_md.value.split("---", 2)[2] if skill_md.value.count("---") >= 2 else ""
            _notes.append(f"description {len(_d)} 字（規格上限 1,024；Claude Code listing 另外在 1,536 截斷）。"
                          f"估算 Level 1 ≈ {_est(_n + ': ' + _d):.0f} tokens、SKILL.md 全文 ≈ {_est(skill_md.value):.0f} tokens"
                          f"（本文 {len(_body.strip())} 字）。")
    if _notes:
        _parts.append('<div style="font-size:12.5px;line-height:1.7;margin-top:8px">'
                      + "".join(f"<div>・{html_mod.escape(x)}</div>" for x in _notes) + "</div>")
    _parts.append(f'<div style="font-size:11.5px;color:#8a949b;margin-top:6px">token 是估算：用本 repo 的 skill 檔擬合「CJK 字 × {_fit["coef_cjk"]} ＋ 其他字元 × {_fit["coef_other"]}」，'
                  f'對照 o200k_base 真值的中位誤差約 {_fit["median_rel_err"] * 100:.0f}%。</div>')
    mo.Html("".join(_parts))
    return


@app.cell(hide_code=True)
def _(DATA, mo):
    _bad = [k for k, v in DATA["validate_repo"].items() if v]
    mo.md(
        f"""
    我們用官方驗證器掃了本 repo 的 9 個 skill：{len(DATA["validate_repo"]) - len(_bad)} 個全過，
    沒過的是 **{", ".join(_bad)}**——它用了 Claude Code 專屬的 `disable-model-invocation`。
    這不是 bug，是取捨：想「只准人手動叫」就得用擴充欄位，代價是這份檔案離開 Claude Code 就不保證通用。

    還有一個反方向的坑：選「description 裡有半形冒號」那個範例——官方驗證器直接判 YAML 壞掉，
    但同一份檔案丟進 Claude Code，它照樣把整串字當 description 讀進 listing（實測，2.1.281）。
    **寬容的 agent 會把錯藏起來**，換到嚴格的 agent 才爆——分享 skill 之前跑一次官方驗證器最省事。
    """
    )
    return


@app.cell(hide_code=True)
def _(mo):
    mo.md(
        r"""
    ## 6️⃣ 挑戰解答

    題目在教學頁的「換你動手」。先自己拉拉看，再打開對照。
    """
    )
    return


@app.cell(hide_code=True)
def _(DATA, L1_AVG, LIST_CHARS_AVG, mo):
    _ml = next(s for s in DATA["tokens"]["skills"] if s["name"] == "make-lesson")["by_layer"]["L2"]
    _all1 = 60 * (L1_AVG + _ml)
    _prog1 = 60 * L1_AVG + _ml
    _dbg = next(d for d in DATA["overhead"]["runs"]["all9"]["debug"] if "over budget" in d)
    mo.accordion(
        {
            "💡 LEVEL 1 參考解答（2️⃣ 的 token 帳）": mo.md(
                f"""
    把 2️⃣ 設成「60 個 skill、用到 1 個、20 輪、SKILL.md 選 make-lesson（{_ml:,}）」：
    全塞進 system prompt 是每輪約 **{_all1:,.0f}** tokens——**連一輪都塞不進** 200K context 的模型；
    漸進揭露每輪約 **{_prog1:,.0f}**，20 輪累積約 {_prog1 * 20:,.0f}。

    listing 那一行：60 個 skill 光我們自己就要約 {60 * LIST_CHARS_AVG:,.0f} 字元，遠超 Claude Code 的 8,000 字元預算，
    描述會被截短。實測中我們只裝了 9 個就已經被警告：`{_dbg}`
    結論：Level 1 很便宜，但**不是免費**；skill 不是裝越多越好，用不到的就關掉
    （Claude Code 可以設成只列名字、不列描述，或整個關掉）。
    """
            ),
            "💡 LEVEL 2 參考解答（3️⃣ 的觸發紀錄）": mo.md(
                r"""
    在 3️⃣ 選 Claude、重播 **s4（英文 status update）× 模糊版**：3 次都是先 `Read` timesheet 就自己寫，
    從沒呼叫 `Skill`。模糊版 description 只有中文的「協助處理報告。」，模型沒辦法把
    「status update for the team lead」對上它。切到**精準版**同一句：3 次都第一步就叫 `Skill`——
    精準版寫了「週報、本週工作摘要、**status report**、進度彙整…即使他沒說出『週報』兩個字」。

    改寫原則（agentskills.io 的建議）：用「當使用者…時使用」的祈使句、描述**使用者想達成什麼**而不是內部實作、
    列出沒講關鍵字的說法、再加一句**不用於**什麼（精準版的「不用於修改或檢查工時資料、一般書信、寫程式」）。
    自我驗證：把你的版本貼進 5️⃣，確認 Valid、description 在 1,024 字內。
    """
            ),
            "💡 LEVEL 3 提示（設計你自己的 skill）": mo.md(
                r"""
    拿你工作上一個每週都要做的 SOP（例如月報、發版檢查、客訴回覆），在 5️⃣ 的編輯框寫出 SKILL.md：

    1. `name` 用小寫英數與連字號，**資料夾名要一樣**（在「資料夾名稱」欄同步改）。
    2. `description` 寫三件事：做什麼、何時用（含沒講關鍵字的說法）、不用於什麼。
    3. 本文只放步驟；會算錯、要每次一樣的步驟（加總、轉檔、檢查格式）寫成 `scripts/` 讓模型去跑；
       長的規範放 `references/`，本文只寫「什麼情況去讀哪一份」。

    怎麼驗證自己做對了：5️⃣ 顯示 ✓ Valid、Level 1 估算在 100 tokens 上下；
    再列 3 句該觸發、3 句「差一點」不該觸發的 prompt——如果你自己都說不清楚哪幾句該觸發，
    模型更不可能分得出來。想真的在 agent 裡跑，教學頁最後一節有免費的路徑。
    """
            ),
        }
    )
    return


if __name__ == "__main__":
    app.run()