`i^^ddlZddlmZddlmZmZmZmZmZddl m Z ddl m Z ddl mZddlmZddlmZerdd lmZeeZd ZGd d ZGd deZGddeZGddeZGddeZGddeZGddeZdS)N)Path)ListDictTupleOptional TYPE_CHECKING) GeminiLLM)ObsidianIndexer) WebSearchTool) setup_logger)get_current_time_str)ChromaVectorStoreaYou are Butler (Obsidian Edition), an intelligent knowledge assistant connected to the user's second brain. Current Time: {current_time} Your Role: You are NOT a health assistant. You are a Knowledge Partner designed to help the user think, write, and communicate. You draw directly from the user's local Obsidian notes, values, and methodology. Core Capabilities: 1. Writing: You mimic the user's unique writing style (as defined in `writing_style.md`). 2. Communication: You draft high-EQ, logically rigorous replies for professional contexts (as defined in `REPLY-SAMPLE.md`). 3. Decision: You act as a "Devil's Advocate" and strategic advisor using the user's decision frameworks (GPA, IPO). Guidelines: - **Style Alignment**: Strictly adhere to the tone and sentence structures found in the provided samples. - **Data Source**: Rely primarily on the provided context (RAG) and loaded markdown files. - **Identity**: You are pragmatic, rational, and value "technological optimism" and "intellectual honesty". cTeZdZ d dededfdZdedefdZdd ed edefd Z dS) BaseGeneratorNindexer vector_storerc`tt}t||_||_||_tj tj tj t|_ dS)N) current_time)system_instruction) OBSIDIAN_SYSTEM_PROMPTformatr r llmrrospathdirname__file__workspace_root)selfrrformatted_prompts 6/root/projects/butler/slack_bot/obsidian/generators.py__init__zBaseGenerator.__init__"s| 288FZF\F\8]]0@AAA ( goobgoobgooh>W>W.X.XYYfilenamereturnc>tj|j|} t |dd5}|cdddS#1swxYwYdS#t $r+}td|d|Yd}~dSd}~wwxYw)z%Reads a file from the workspace root.rzutf-8)encodingNzFailed to read z: ) rrjoinropenread Exceptionloggererror)rr#rfes r _read_filezBaseGenerator._read_file-sw||D/:: dC'222 avvxx                      LL:8::q:: ; ; ;22222 s:A'A A'AA'!A"A'' B1 BBquerytop_kc|jdS |j||}n5#t$r(}td|Yd}~dSd}~wwxYw|sdSdg}|D]s}|dt |jjd|j d|j dd }|||dtd |S) a Run semantic search against the vector store and format results. Args: query: Search query text. top_k: Maximum number of chunks to retrieve. Returns: Formatted string block, or empty string if no results. Nr(r4z_semantic_search failed: z%=== SEMANTIC KNOWLEDGE FROM VAULT ===[z / ]i ) rsearch_knowledger,r-warningappendr source_pathnameheader_hierarchytextr))rr3r4resultsr0linesr& chunk_texts r _semantic_searchzBaseGenerator._semantic_search7s   $2 '88e8LLGG    NN:q:: ; ; ;22222  289  A LLOT!-005OO!:LOOO P P PJ LL $ $ $ LL    yys( AAA)N)r2) __name__ __module__ __qualname__r rr!strr1intrDr"r rr!s7; Z Z  Z23 Z Z Z Z33  c # c      r"rc JeZdZdedeedeeeeffdZdS)WritingAssistant user_inputhistoryr$cdt|dk}|rQ|dd}|d}t|dkr|dnd}|jd}d|}|j|d } d| } |d } |d } |d } ||d }d| d| d| d|d| d|d|d|d}t d||}n!t d||}|}|j ||\}}|r?d|d}t d|j |g\}}n|}| }|d|d|d|d||fS)Nr|r(r2count limitzwriting_style.mdmethodology.mdPOWELL_REVISE.mdr6zYou are a ghostwriter for the user. Your goal is to write an article on the TOPIC provided. === YOUR IDENTITY & METHODOLOGY === z; === YOUR WRITING STYLE GUIDE === z` === ANTI-AI-TONE GUIDE (APPLY WHILE WRITING, NOT JUST AT THE END) === zI === YOUR WRITING SAMPLES (MIMIC THIS TONE) === zE === RELEVANT NOTES FROM OBSIDIAN VAULT ===  z. === TASK === Topic: z Extra Context: z Write the article in Chinese (unless the topic implies English). Adhere strictly to the "Identity" and "Style Guide". zGenerating article for topic: zFollow-up instruction: ukYou are a strict editor. A draft article has been written. Your ONLY job is to remove AI tone. Do NOT change facts or add new content. === TONE TARGET (最高优先级) === 目标语感：像一个懂行的人在跟朋友聊天时随口说的。不端着，也不刻意耍帅。 两种AI味都要杀： - 正式AI味：过渡词堆砌、排比对仗、空洞修饰、鸡汤结尾 - 油腻AI味：刻意装随意（"折腾去吧"）、强行造金句（"搞坏了不心疼，跑通了就是资产"）、给普通概念起酷名字（"隔离舱"、"暴力碰撞"、"最干净的契约"）、用一句俏皮话收尾装潇洒 正确的语感：平铺直叙，该说什么说什么，说完就停。不需要让读者觉得你很酷。 === VOCABULARY KILL LIST (逐词扫描，命中即删或换大白话) === 1. 夸张修饰: 极度脆弱、极其脆弱、毁灭性的、灾难级的、压倒性的、远超想象、不止一个量级、颠覆性的、革命性的、折磨人、天翻地覆、风险极高、瞬间崩断、精疲力竭、真金白银、本质上、其实是、所谓的 2. 大词空转: 范式转移、范式突变、开发范式、数字化容器、数字雇员、温和池架构、非确定性、阅后即焚、毫秒级就绪、毫秒级响应、赋能、底层逻辑、仪式性努力、深刻变革、暴力碰撞、最干净的契约、服务化的潜力、可扩展的执行信用、终极归宿、壁垒、分水岭、沉淀（动词修饰数据/经验时）、云端办公室、命门 3. 鸡汤/口号: 正途、值得跨越、安置灵魂、掌控感、才是王道、苦活累活交给、未来已来、危机就是转机、从玩具变成生产力、把环境变成了资产、安全底线、这才是成熟的做法、才是X的关键、不是建议是必须 4. 概念包装: 裸奔（=没防护）、修路/飙车（=基础工作/高级用法）、提款机（=攻击目标）、隔离舱（=容器）、数字雇员（=脚本）、执行信用（=资源）、云端办公室（=云服务器）、牢笼（=限制）、独立房间（=隔离环境） 5. 油腻收尾: "X去吧"式潇洒收尾、"搞坏了不心疼，跑通了就是Y"式金句、俏皮话总结全文、"把X关在Y里...把Y放在Z上"式排比收尾 6. 伪口语: 说白了、说实话、折腾这玩意儿 === SENTENCE PATTERN KILL LIST (命中即改写) === 1. 防御性写法："很多人觉得X，实际上Y"、"有人X，有人已经Y了"、"一部分人在X，另一部分人在Y" → 直接说判断，删掉铺垫 2. 对比式定义（最高优先级，必须逐句扫描）： 触发词："不是……而是……"、"本质上是"、"其实是"、"所谓的"、"从X变成了Y"、"别把X当Y"、"才是……的区别/关键/核心" 改写方法：删掉否定/对比框架，直接陈述后半句。具体示例： "不是怎么写代码，而是写成什么样才对" → "怎么写代码已经不够用了。更要命的是写成什么样才对" "本质上是给AI装导航" → "就是给AI装导航" "所谓的技术门槛，从熟练度变成了判断力" → "技术门槛变了。以前拼熟练度，现在拼判断力" "其实是经典软件工程的复兴" → "老一套方法论反而活过来了" "让AI从聊天框变成运行程序" → "AI不再只是聊天框，它能全天候盯着任务跑" "这才是它和ChatGPT的区别" → "ChatGPT你关了浏览器它就停了。这个一直在跑" "但这其实是底层模型的能力" → "但那是底层模型的能力" 3. 换皮夸张：用另一个夸张词替换夸张词不算修好 → 换成具体后果 4. 概念包装：给普通事物起酷名字 → 用最朴素的说法 5. 油腻金句：短句对仗、押韵、刻意工整的收尾句 → 删掉或拆成普通句 6. 比喻堆砌：全篇最多1个比喻，多余全删换直说 7. 鸡汤/口号结尾：删除励志或耍帅收尾，给具体建议或直接停 8. 首尾呼应：禁止结尾重复开头 9. 编号分段：线性论述删除序号改自然段落；并列对比可保留 10. 强行总结：删除"综上"/"一句话"式收尾 11. 关键词重复：同一个修辞性词汇全篇只能出现一次 12. 过渡词换皮："第一个要说的是"="首先"，"另一个问题是"="其次" → 直接删掉过渡，开门见山 13. 伪分类二分法："一部分人X，另一部分人Y"、"修路派/飙车派" → 删除分类框架，直接说事实 === DRAFT TO REVIEW === zU === OUTPUT === Return ONLY the corrected text. No explanation, no meta-commentary. z4Running second-pass de-AI review on writing draft...userrolecontent assistant)lensplitstriprget_writing_samplesr)searchr1rDr-inforgenerate_responsecopyr<)rrMrN is_first_turnpartstopic extra_context style_samples style_text rag_notesrag_textwriting_style_guide methodologypowell_revise_guidesemantic_contextpromptactual_user_messagedraft_ review_promptresponse new_historys r chatzWritingAssistant.chatTsW* 9 $$S!,,E!HNN$$E03E QE!HNN,,,BM!L<<1<EEM]33J ++E+;;I{{9--H"&//2D"E"E //*:;;K"&//2D"E"E #44U!4DD  ! !"#()**+F6 KK@@@ A A A"(   KK>*>> ? ? ?", F8--fg>>q 3 .TU...M^ KKN O O O(44]BGGKHaaHllnn F7JKKLLLKHEEFFF$$r"NrErFrGrHrrrr{rJr"r rLrLSsW}%s}%T$Z}%E#tDz/??N"l<<1<EEO#);;#?#? //*:;;K#44Zq4II  ""#()F0 KKCzCC D D D"(   KKD DD E E E", Fh00AA !llnn F7JKKLLLKHEEFFF$$r"Nr|rJr"r r~r~sN4%s4%T$Z4%E#tDz/ === RELEVANT CONTEXT FROM NOTES === z7 === THE DECISION / ISSUE === a === TASK === 1. Challenge the premise: Is this the right problem to solve? 2. Apply the Framework: Use GPA (Goal, Priority, Alternatives) and IPO (Information, People, Objective reasoning) models. 3. Pre-mortem: What is the worst that could happen? 4. Provide a recommendation or a set of questions to clarify. zAnalyzing decision: z Follow-up decision instruction: r[r\r_) r`r1rrdr)r-rerrfrgr<) rrMrNrhdecision_guiderqrnrortruryrwrzs r r{zDecisionSupport.chat shW* " !__];;N//*:;;K ++Ja+@@I{{9--H F, KK;z;; < < <"(   KKG:GG H H H", Fh00AA !llnn F7JKKLLLKHEEFFF$$r"Nr|rJr"r rr sN.%s.%T$Z.%E#tDz/r parameters)rrlist_recent_fileszList files in the Obsidian vault that have been modified recently. Use this when the user asks for 'recent updates', 'what's new', or changes in the last X days.daysintegerz#Number of days to check (default 5)rU)rrdefaultrrVrTzSearchAnalyzer retrieved z local notes.r9z - Retrieved: aEYou are an Analyst using Butler (Obsidian Edition). === TASK === Answer the user's question. CRITICAL: You MUST explicitly cite your sources in the output. === STRATEGY === 1. first: Check "RELEVANT LOCAL NOTES" provided below. 2. second: If the notes answer the question, answer directly. 3. third: If the notes are missing info, ambiguos, or outdated, USE THE `search_web` TOOL to find external info. === OUTPUT FORMAT === - Begin with a summary. - When stating facts, append the source in brackets, e.g., "The server failed [Source: XLSmart 2025-12-25.md]" or "Market share is 20% [Source: Web Search]". - If data comes from BOTH, mention both. === RELEVANT LOCAL NOTES === z0 === USER QUESTION === z r[r\zAnalyzer thinking on: r()messagecontexttoolszLLM requested tool calls: r_z[Tool Call Request: r8r>argsz!--- TOOL OUTPUT (search_web) --- )rz(--- TOOL OUTPUT (list_recent_files) --- zError in second ReAct loop: )r`rrdr)r-reradebugrgr<rangerrfgetr rget_recent_filesr,r.)rrMrNrrhrnronote first_linertru exec_historyi response_text tool_callstcr3 search_resultr recent_listrwr0s r r{zSearchAnalyzer.chat<s #($q (#(0/A&&' &-I # #    $#/$G ("(1/T+,%%'%' # #  %$ LW*  " - ++Ja+@@I{{9--H KKQC NNQQQ R R R! < <!ZZ--a0  :j::;;;;"#()F,#)  ", ||~~ V8KLLMMM 9Z99:::q5 35 3A(,(B(B$)C)) %M: . 3 EEEFFF##'CjCCC%% %B&z\11 "6 w 7 7(5(@(G(G %++$*'[M'['[-- F':::!&z~~fa88&*l&C&C&C&N&N $++$*'`S^'`'`-- 7'+x'A'A " ,#(B(($M1 ),6666 777LL!C!C!CDDD(,6666666667 %l2222l**s#I;; J2 J-%J2-J2Nr|rJr"r rr;sWP+sP+T$ZP+E#tDz/ === ZHIHU STYLE GUIDE (FOLLOW THESE WRITING PRINCIPLES) === a CRITICAL: The style guide above defines HOW to write (tone, structure, language patterns). Do NOT treat zhihu-sample content as factual material. It's ONLY for style reference. === RELEVANT KNOWLEDGE FROM YOUR OBSIDIAN VAULT (USE AS ACTUAL MATERIAL) === z === THE QUESTION === z === YOUR CORE IDEAS === u === TASK === 1. Answer the question based on YOUR knowledge (from Obsidian vault) and core ideas 2. Write in Chinese (unless question implies English) 3. Be direct and opinionated — attach concrete evaluation to every fact (not feature listing) 4. If recent web context is provided, weave it in naturally 5. STRICT: Never add bracket explanations. Write "大语言模型" not "大语言模型（LLM）" 6. No self-promotion, no identity reveal, no past project references 7. No poetry, quotes, or "升华" endings. Stop when the point is made. 8. LENGTH: 500–1000 Chinese characters. Cut a point, not quality. === ANTI-AI CORE RULES (apply while writing) === - 语感目标：像懂行的人随手打字，不端着，不耍帅 - 禁止：排比对仗、过渡词堆砌（首先/其次/最后）、空洞修饰（深入/全面/显著） - 禁止：比喻超过1个、概念包装（给普通事物起酷名字）、鸡汤结尾 - 禁止：防御性写法（很多人觉得X但其实Y）、对比式定义（不是X是Y、本质上是、其实是、所谓的、从X变成了Y、才是……的区别/关键） - 陈述事实时必须附带主观判断，不要纯客观罗列 Begin writing the answer: zGenerating Zhihu answer for: 2z...TzFollow-up Zhihu instruction: uYou are a strict editor. A draft Zhihu answer has been written. Your ONLY job is to remove AI tone. Do NOT change facts or add new content. === TONE TARGET (最高优先级) === 目标语感：像一个懂行的人在知乎随手打字回答。不端着，也不刻意耍帅。 两种AI味都要杀： - 正式AI味：过渡词堆砌、排比对仗、空洞修饰、鸡汤结尾 - 油腻AI味：刻意装随意（"折腾去吧"）、强行造金句（"搞坏了不心疼，跑通了就是资产"）、给普通概念起酷名字（"隔离舱"、"暴力碰撞"、"最干净的契约"）、用一句俏皮话收尾装潇洒 正确的语感：平铺直叙，该说什么说什么，说完就停。不需要让读者觉得你很酷。 === VOCABULARY KILL LIST (逐词扫描，命中即删或换大白话) === 1. 夸张修饰: 极度脆弱、极其脆弱、毁灭性的、灾难级的、压倒性的、远超想象、不止一个量级、颠覆性的、革命性的、折磨人、天翻地覆、风险极高、瞬间崩断、精疲力竭、真金白银、本质上、其实是、所谓的 2. 大词空转: 范式转移、范式突变、开发范式、数字化容器、数字雇员、温和池架构、非确定性、阅后即焚、毫秒级就绪、毫秒级响应、赋能、底层逻辑、仪式性努力、深刻变革、暴力碰撞、最干净的契约、服务化的潜力、不可逆的浪潮、时代大背景、可扩展的执行信用、终极归宿、壁垒、分水岭、沉淀（动词修饰数据/经验时）、云端办公室、命门 3. 鸡汤/口号: 正途、值得跨越、安置灵魂、掌控感、才是王道、苦活累活交给、未来已来、危机就是转机、挑战与机遇并存、从玩具变成生产力、把环境变成了资产、安全底线、这才是成熟的做法、才是X的关键、不是建议是必须 4. 概念包装: 裸奔（=没防护）、修路/飙车（=基础工作/高级用法）、提款机（=攻击目标）、隔离舱（=容器）、数字雇员（=脚本）、执行信用（=资源）、云端办公室（=云服务器）、牢笼（=限制）、独立房间（=隔离环境） 5. 油腻收尾: "X去吧"式潇洒收尾、"搞坏了不心疼，跑通了就是Y"式金句、俏皮话总结全文、"把X关在Y里...把Y放在Z上"式排比收尾 6. 伪口语: 说白了、说实话、折腾这玩意儿 === SENTENCE PATTERN KILL LIST (命中即改写) === 1. 防御性写法："很多人觉得X，实际上Y"、"有人X，有人已经Y了"、"一部分人在X，另一部分人在Y" → 直接说判断，删掉铺垫 2. 对比式定义（最高优先级，必须逐句扫描）： 触发词："不是……而是……"、"本质上是"、"其实是"、"所谓的"、"从X变成了Y"、"别把X当Y"、"才是……的区别/关键/核心" 改写方法：删掉否定/对比框架，直接陈述后半句。具体示例： "不是怎么写代码，而是写成什么样才对" → "怎么写代码已经不够用了。更要命的是写成什么样才对" "本质上是给AI装导航" → "就是给AI装导航" "所谓的技术门槛，从熟练度变成了判断力" → "技术门槛变了。以前拼熟练度，现在拼判断力" "其实是经典软件工程的复兴" → "老一套方法论反而活过来了" "让AI从聊天框变成运行程序" → "AI不再只是聊天框，它能全天候盯着任务跑" "这才是它和ChatGPT的区别" → "ChatGPT你关了浏览器它就停了。这个一直在跑" "但这其实是底层模型的能力" → "但那是底层模型的能力" 3. 换皮夸张：用另一个夸张词替换夸张词不算修好 → 换成具体后果 4. 概念包装：给普通事物起酷名字 → 用最朴素的说法 5. 油腻金句：短句对仗、押韵、刻意工整的收尾句 → 删掉或拆成普通句 6. 比喻堆砌：全篇最多1个比喻，多余全删换直说 7. 鸡汤/口号结尾：删除励志或耍帅收尾，给具体建议或直接停 8. 首尾呼应：禁止结尾重复开头 9. 编号分段：线性论述删除序号改自然段落；并列对比可保留 10. 强行总结：删除"综上"/"一句话"式收尾 11. 关键词重复：同一个修辞性词汇全篇只能出现一次 12. 过渡词换皮："第一个要说的是"="首先"，"另一个问题是"="其次" → 直接删掉过渡，开门见山 13. 伪分类二分法："一部分人X，另一部分人Y"、"修路派/飙车派" → 删除分类框架，直接说事实 === DRAFT TO REVIEW === zi === OUTPUT === Return ONLY the corrected Chinese text. No explanation, no meta-commentary, no English. z6Running second-pass rule enforcement on Zhihu draft...r[r\r_)r`r1rb startswithrarrdr)rDr-rerrfrgr<)rrMrNrhbuilt_rich_promptzhihu_bot_styleis_new_questionriquestion core_ideaszhihu_style_guidernrorqrsrtru llm_historyrvrw run_reviewrxryrzs r r{zZhihuGenerator.chatsW* !//*>??  3j  3!!,,-ABB 3% 2  H $$S!,,EQx~~''H-0ZZ!^^q)))J!%0@ A A  Q$5$>$P! ++HA+>>I{{9--H//*:;;K#44XQ4GG ( ((  (( ((((" #((( )(((FT KKJ" JJJ K K K"(  $   KKD DD E E E", F,8bb 8--fkBBq ' 3 .TU...M^ KKP Q Q Q(44]BGGKHaaHllnn F7JKKLLLKHEEFFF$$r"NrrJr"r rr s]VVb%sb%T$Zb%E#tDz/rs$ ==============******666666------444444888888BAAAAAA h  "0 0 0 0 0 0 0 0 d~%~%~%~%~%}~%~%~%@5%5%5%5%5%]5%5%5%n/%/%/%/%/%m/%/%/%bQ+Q+Q+Q+Q+]Q+Q+Q+h;%;%;%;%;%-;%;%;%|e%e%e%e%e%]e%e%e%e%e%r"