{"schemaVersion":"drillso.agent.session.v1","scope":"node","resource":{"type":"shared-session","shareId":"C6j7J1Pqk2dm","title":"独立开发增长营销流量综合阅读书单推荐","canonicalUrl":"https://drillso.com/en/share/sessions/C6j7J1Pqk2dm/%E4%BD%A0%E9%9C%80%E8%A6%81%E6%8E%8C%E6%8F%A1%E7%9A%84%E7%BB%9F%E8%AE%A1%E5%AD%A6%E5%9F%BA%E7%A1%80%E6%A6%82%E5%BF%B5-2d77de42","agentUrl":"https://drillso.com/en/share/sessions/C6j7J1Pqk2dm/agent.json?node=%E4%BD%A0%E9%9C%80%E8%A6%81%E6%8E%8C%E6%8F%A1%E7%9A%84%E7%BB%9F%E8%AE%A1%E5%AD%A6%E5%9F%BA%E7%A1%80%E6%A6%82%E5%BF%B5-2d77de42","ownerName":"pyth0nb3st","updatedAt":"2026-05-23T12:00:09.819Z"},"currentNode":{"id":"2d77de42-43a0-443d-ace1-c2661b96bcd2","slug":"你需要掌握的统计学基础概念-2d77de42","title":"你需要掌握的统计学基础概念","type":"deck","url":"https://drillso.com/en/share/sessions/C6j7J1Pqk2dm/%E4%BD%A0%E9%9C%80%E8%A6%81%E6%8E%8C%E6%8F%A1%E7%9A%84%E7%BB%9F%E8%AE%A1%E5%AD%A6%E5%9F%BA%E7%A1%80%E6%A6%82%E5%BF%B5-2d77de42","agentUrl":"https://drillso.com/en/share/sessions/C6j7J1Pqk2dm/agent.json?node=%E4%BD%A0%E9%9C%80%E8%A6%81%E6%8E%8C%E6%8F%A1%E7%9A%84%E7%BB%9F%E8%AE%A1%E5%AD%A6%E5%9F%BA%E7%A1%80%E6%A6%82%E5%BF%B5-2d77de42","text":"{\n  \"style\": \"Modern Newspaper\",\n  \"title\": \"统计学：独立开发者的防误判系统\",\n  \"format\": \"presenter_slides\",\n  \"slides\": [\n    {\n      \"size\": \"1536x864\",\n      \"model\": \"gpt-image-2\",\n      \"title\": \"数字会说话，也会骗人\",\n      \"layout\": \"封面式报纸头版布局。左侧超大标题，右侧放一个简洁数据卡片，底部小字作为副标题。\",\n      \"status\": \"completed\",\n      \"message\": \"统计学的价值，是帮助独立开发者判断数据变化到底有没有意义。\",\n      \"imageUrl\": \"https://cdn.drillso.com/generated/drill/f891gsrsdd2uwz181n01texg-d8689da95b499997af28bf3221e3aeef.png\",\n      \"storageKey\": \"generated/drill/f891gsrsdd2uwz181n01texg-d8689da95b499997af28bf3221e3aeef.png\",\n      \"imagePrompt\": \"Create exactly one complete presentation slide image.\\n\\nUse the following NotebookLM / Kael style prompt as the dominant art direction. Follow it closely.\\n\\nSTYLE TEMPLATE START\\nYou are a top art director leading Japan's new economy business media.\\nGenerate a visually focused, high-sensibility presentation slide that sparks intellectual excitement in business professionals of the smartphone generation.\\n\\nImportant output rules:\\n- Do not include markdown symbols such as #, *, or ** in visible slide text.\\n- Text displayed on the slide must be plain language text only.\\n\\nCover slide specification:\\n- Draw inspiration from Swiss Style, International Typographic Style, or Bauhaus.\\n- Avoid simple centered alignment. Use asymmetrical grid placement, extreme top-left or bottom-left title placement, and bold negative space.\\n- Main title should be ultra-large and short, ideally 2-5 characters or a very short phrase.\\n- Subtitle should be ultra-small and benefit-driven, speaking to a pain point or resolution.\\n- Main title should hit the eyes; subtitle should hit the brain.\\n\\nOverall definition:\\n- Core theme: smart and pop business infotainment, intellectual curiosity x entertainment.\\n- Background: white #FFFFFF or cool gray #F5F5F5.\\n- Text: sumi jet black #111111.\\n- Accent: electric yellow #FFCC00 or alert red #FF3333.\\n- Visual style: smartphone-first economic media, monochrome cutouts of people, stylish photos with blown-out backgrounds, fluorescent marker highlights for key numbers or keywords.\\n- Typography: ultra-massive headlines occupying 30%-50% of the slide, extreme jump ratio of 10:1 or more between headline and body, extra-bold sans serif treated like a graphic surface.\\n- Structure: one slide equals one message. Choose either vast negative space or dense text contrast. Place the punchline with impact in the center or spilling off an edge.\\nSTYLE TEMPLATE END\\n\\nDeck title: 统计学：独立开发者的防误判系统\\nDeck summary: 这是一套面向独立开发者和增长营销学习者的演讲型短 deck，围绕“为什么增长数据会误导、统计学如何帮助判断实验结果”展开。叙事从增长实验循环进入，依次解释描述统计、样本偏差、不确定性、A/B 测试与业务判断，最后落到可执行的统计思维清单。\\nDeck format: presenter_slides\\nChosen style: Modern Newspaper\\n\\nSlide 1: 数字会说话，也会骗人\\nMain message: 统计学的价值，是帮助独立开发者判断数据变化到底有没有意义。\\n\\nVisible text must be exactly these lines, with no extra words:\\n数字会说话\\n也会骗人\\n统计学是增长实验的防误判系统\\n\\nLayout:\\n封面式报纸头版布局。左侧超大标题，右侧放一个简洁数据卡片，底部小字作为副标题。\\n\\nVisual style:\\n现代经济媒体头版，强网格、大字号、黑白为主，少量红色或蓝色强调，克制但有冲击力。\\n\\nAdditional image direction:\\n制作一张商业媒体头版感的封面 slide。画面左侧是巨大的中文标题“数字会说话，也会骗人”，右侧是一个简洁的数据卡片，显示“3.0% → 3.6%”和一个小问号，暗示转化率提升是否真实。底部放短句“统计学是增长实验的防误判系统”。使用瑞士网格、报纸栏目、细线分割和高对比字体。不要使用装饰性照片。\\n\\nRequirements:\\n- Canvas: 1536x864 landscape presentation slide.\\n- Generate one slide only, not a contact sheet and not multiple slide candidates.\\n- Make it presentation-ready, high-sensibility, and coherent with the chosen style template.\\n- Make it visually finished, not a sparse wireframe or placeholder diagram.\\n- Use the strongest signature elements of the style template: palette, typography, composition language, icon/illustration treatment, and editorial rhythm.\\n- Keep all visible text readable at presentation distance.\\n- Use low text density, strong hierarchy, and source-grounded diagrams, editorial composition, or template-specific visuals.\\n- Do not add markdown symbols, fake logos, watermarks, signatures, UI browser chrome, or extra captions.\\n- All visible slide text and speaker-facing copy must be in Chinese.\",\n      \"slideNumber\": 1,\n      \"visibleText\": [\n        \"数字会说话\",\n        \"也会骗人\",\n        \"统计学是增长实验的防误判系统\"\n      ],\n      \"visualStyle\": \"现代经济媒体头版，强网格、大字号、黑白为主，少量红色或蓝色强调，克制但有冲击力。\",\n      \"speakerNotes\": \"开场先建立问题感。独立开发者会长期盯访问量、点击率、注册率、付费率、留存率、退款率、广告 ROI 等指标。但这些数字不一定直接等于真实变化。比如 Landing Page 标题改了以后，转化率从 3.0% 到 3.6%，看起来提升了 20%，但也可能只是样本太少带来的随机波动。统计学不是为了考试，而是为了减少误判。\",\n      \"revisedPrompt\": \"Create exactly one complete presentation slide image, 1536x864 landscape, in the style of a modern newspaper cover with Swiss Style / International Typographic Style / Bauhaus influence, matching a high-sensibility business media presentation. Cover slide layout with strong asymmetrical grid, bold negative space, black and white dominant palette with restrained red or blue accent, clean thin rules, editorial rhythm, and presentation-ready finish.\\n\\nVisible Chinese text must be exactly these three lines and no extra words anywhere on the slide:\\n数字会说话\\n也会骗人\\n统计学是增长实验的防误判系统\\n\\nComposition:\\n- Left side: gigantic ultra-bold Chinese headline occupying 30–50% of the slide, placed top-left or left-heavy, with stacked line breaks exactly as above.\\n- Right side: a compact clean data card in a newspaper-style box showing a simple metric visual with the text “3.0% → 3.6%” and a small question mark, suggesting whether the conversion rate increase is real. Keep it minimal, monochrome, and editorial, not decorative.\\n- Bottom area: the subtitle line in small type, aligned with the grid, clear and readable.\\n- Use strong grid structure, thin dividing lines, and a high-contrast headline treatment.\\n- Avoid centered layout, avoid photos, avoid decorative imagery, avoid clutter.\\n- Background white or very light cool gray.\\n- Text color black; accent may be a small red or blue mark in the data card only.\\n- Ensure all text is readable at presentation distance and looks like a finished keynote cover.\\n- Do not include any logos, watermarks, browser chrome, or extra captions.\\n- Do not include markdown symbols or English text.\",\n      \"storageFileId\": \"f891gsrsdd2uwz181n01texg-d8689da95b499997af28bf3221e3aeef\"\n    },\n    {\n      \"size\": \"1536x864\",\n      \"model\": \"gpt-image-2\",\n      \"title\": \"增长不是拍脑袋\",\n      \"layout\": \"横向流程图。五个步骤用粗线连接成循环，中心留白放一句短判断。\",\n      \"status\": \"completed\",\n      \"message\": \"一个增长动作应该围绕假设、实验、数据、分析和决策循环运行。\",\n      \"imageUrl\": \"https://cdn.drillso.com/generated/drill/hv9pi4ju5zzi582nzuw8u1td-65cebb1637f780bab4f91c6f79bebfd3.png\",\n      \"storageKey\": \"generated/drill/hv9pi4ju5zzi582nzuw8u1td-65cebb1637f780bab4f91c6f79bebfd3.png\",\n      \"imagePrompt\": \"Create exactly one complete presentation slide image.\\n\\nUse the following NotebookLM / Kael style prompt as the dominant art direction. Follow it closely.\\n\\nSTYLE TEMPLATE START\\nYou are a top art director leading Japan's new economy business media.\\nGenerate a visually focused, high-sensibility presentation slide that sparks intellectual excitement in business professionals of the smartphone generation.\\n\\nImportant output rules:\\n- Do not include markdown symbols such as #, *, or ** in visible slide text.\\n- Text displayed on the slide must be plain language text only.\\n\\nCover slide specification:\\n- Draw inspiration from Swiss Style, International Typographic Style, or Bauhaus.\\n- Avoid simple centered alignment. Use asymmetrical grid placement, extreme top-left or bottom-left title placement, and bold negative space.\\n- Main title should be ultra-large and short, ideally 2-5 characters or a very short phrase.\\n- Subtitle should be ultra-small and benefit-driven, speaking to a pain point or resolution.\\n- Main title should hit the eyes; subtitle should hit the brain.\\n\\nOverall definition:\\n- Core theme: smart and pop business infotainment, intellectual curiosity x entertainment.\\n- Background: white #FFFFFF or cool gray #F5F5F5.\\n- Text: sumi jet black #111111.\\n- Accent: electric yellow #FFCC00 or alert red #FF3333.\\n- Visual style: smartphone-first economic media, monochrome cutouts of people, stylish photos with blown-out backgrounds, fluorescent marker highlights for key numbers or keywords.\\n- Typography: ultra-massive headlines occupying 30%-50% of the slide, extreme jump ratio of 10:1 or more between headline and body, extra-bold sans serif treated like a graphic surface.\\n- Structure: one slide equals one message. Choose either vast negative space or dense text contrast. Place the punchline with impact in the center or spilling off an edge.\\nSTYLE TEMPLATE END\\n\\nDeck title: 统计学：独立开发者的防误判系统\\nDeck summary: 这是一套面向独立开发者和增长营销学习者的演讲型短 deck，围绕“为什么增长数据会误导、统计学如何帮助判断实验结果”展开。叙事从增长实验循环进入，依次解释描述统计、样本偏差、不确定性、A/B 测试与业务判断，最后落到可执行的统计思维清单。\\nDeck format: presenter_slides\\nChosen style: Modern Newspaper\\n\\nSlide 2: 增长不是拍脑袋\\nMain message: 一个增长动作应该围绕假设、实验、数据、分析和决策循环运行。\\n\\nVisible text must be exactly these lines, with no extra words:\\n提出假设\\n设计实验\\n收集数据\\n统计分析\\n做出决策\\n\\nLayout:\\n横向流程图。五个步骤用粗线连接成循环，中心留白放一句短判断。\\n\\nVisual style:\\n经济新闻信息图风格，流程像编辑部做的增长实验图解，线条清晰，节点简洁。\\n\\nAdditional image direction:\\n绘制一张横向循环流程图，五个节点依次为“提出假设”“设计实验”“收集数据”“统计分析”“做出决策”，最后箭头回到开头。节点使用报纸信息图风格的方框和细箭头，中央用醒目小标题写“增长是持续实验”。整体保持低文字密度、强层级、现代商业媒体感。\\n\\nRequirements:\\n- Canvas: 1536x864 landscape presentation slide.\\n- Generate one slide only, not a contact sheet and not multiple slide candidates.\\n- Make it presentation-ready, high-sensibility, and coherent with the chosen style template.\\n- Make it visually finished, not a sparse wireframe or placeholder diagram.\\n- Use the strongest signature elements of the style template: palette, typography, composition language, icon/illustration treatment, and editorial rhythm.\\n- Keep all visible text readable at presentation distance.\\n- Use low text density, strong hierarchy, and source-grounded diagrams, editorial composition, or template-specific visuals.\\n- Do not add markdown symbols, fake logos, watermarks, signatures, UI browser chrome, or extra captions.\\n- All visible slide text and speaker-facing copy must be in Chinese.\",\n      \"slideNumber\": 2,\n      \"visibleText\": [\n        \"提出假设\",\n        \"设计实验\",\n        \"收集数据\",\n        \"统计分析\",\n        \"做出决策\"\n      ],\n      \"visualStyle\": \"经济新闻信息图风格，流程像编辑部做的增长实验图解，线条清晰，节点简洁。\",\n      \"speakerNotes\": \"这里把增长动作从“凭感觉改页面”转成一个循环。先提出假设，比如把按钮文案从“立即开始”改成“免费试用 7 天”可以提高注册率。然后设计实验、收集数据、做统计分析，再决定是否采用新版本。关键是：不要只看表面数字，而要判断差异可能来自真实效果，还是随机波动。\",\n      \"revisedPrompt\": \"Create a single complete presentation slide image, 1536x864 landscape, in a modern newspaper / editorial infographic style with Swiss Style and International Typographic Style influence. White or very light cool gray background, strong asymmetrical composition, bold negative space, crisp black typography, electric yellow accents, subtle red accents. This is a polished, presentation-ready slide for business professionals.\\n\\nSubject: a horizontal circular growth-experiment flowchart. Five nodes arranged left-to-right across the slide, connected by thin clean arrows in a loop returning from the last node back to the first. Each node is a simple newspaper-style outlined box with minimal icon-like geometric treatment, not cartoonish. Nodes should read clearly at presentation distance. Use editorial rhythm, thin rules, and diagram-like precision.\\n\\nIMPORTANT TEXT RULES:\\nOnly the following Chinese text may appear anywhere on the slide, and each phrase should appear exactly once, with no extra words, no other captions, no labels, no logos, no watermarks:\\n提出假设\\n设计实验\\n收集数据\\n统计分析\\n做出决策\\n\\nLayout details:\\n- Place the five nodes in a wide horizontal loop spanning the middle third of the slide.\\n- Use large whitespace in the center and keep the diagram airy and refined.\\n- Make the composition feel like an economics newspaper explainer.\\n- Strong hierarchy, low text density, clean lines, sophisticated spacing.\\n- Use black text, with one or two electric yellow highlight blocks or marker bands behind parts of the diagram for emphasis, and minimal red micro-accents.\\n- Do not add any extra title, subtitle, footer, page number, legend, or explanation.\\n- Do not include markdown symbols or UI chrome.\\n- The slide should look finished, high-sensibility, and coherent, with clear visual structure and modern business media energy.\\n\\nTypography: extra-bold sans serif for the five phrases, very legible, graphic, and balanced inside each box. The arrows should be thin, elegant, and circulate the eye around the loop. The overall design should feel like a premium magazine infographic turned into a keynote slide.\",\n      \"storageFileId\": \"hv9pi4ju5zzi582nzuw8u1td-65cebb1637f780bab4f91c6f79bebfd3\"\n    },\n    {\n      \"size\": \"1536x864\",\n      \"model\": \"gpt-image-2\",\n      \"title\": \"先看清数据长什么样\",\n      \"layout\": \"左右对比版式。左侧展示一组极端值数据条，右侧用两个大数字对比“均值被拉高”和“中位数更典型”。\",\n      \"status\": \"completed\",\n      \"message\": \"描述统计帮助你理解数据的典型水平和波动，而不是只盯平均值。\",\n      \"imageUrl\": \"https://cdn.drillso.com/generated/drill/hbjwhz93yrqlob3om4y4z25y-160b1fc12c9f76419f4098c7e3b3a662.png\",\n      \"storageKey\": \"generated/drill/hbjwhz93yrqlob3om4y4z25y-160b1fc12c9f76419f4098c7e3b3a662.png\",\n      \"imagePrompt\": \"Create exactly one complete presentation slide image.\\n\\nUse the following NotebookLM / Kael style prompt as the dominant art direction. Follow it closely.\\n\\nSTYLE TEMPLATE START\\nYou are a top art director leading Japan's new economy business media.\\nGenerate a visually focused, high-sensibility presentation slide that sparks intellectual excitement in business professionals of the smartphone generation.\\n\\nImportant output rules:\\n- Do not include markdown symbols such as #, *, or ** in visible slide text.\\n- Text displayed on the slide must be plain language text only.\\n\\nCover slide specification:\\n- Draw inspiration from Swiss Style, International Typographic Style, or Bauhaus.\\n- Avoid simple centered alignment. Use asymmetrical grid placement, extreme top-left or bottom-left title placement, and bold negative space.\\n- Main title should be ultra-large and short, ideally 2-5 characters or a very short phrase.\\n- Subtitle should be ultra-small and benefit-driven, speaking to a pain point or resolution.\\n- Main title should hit the eyes; subtitle should hit the brain.\\n\\nOverall definition:\\n- Core theme: smart and pop business infotainment, intellectual curiosity x entertainment.\\n- Background: white #FFFFFF or cool gray #F5F5F5.\\n- Text: sumi jet black #111111.\\n- Accent: electric yellow #FFCC00 or alert red #FF3333.\\n- Visual style: smartphone-first economic media, monochrome cutouts of people, stylish photos with blown-out backgrounds, fluorescent marker highlights for key numbers or keywords.\\n- Typography: ultra-massive headlines occupying 30%-50% of the slide, extreme jump ratio of 10:1 or more between headline and body, extra-bold sans serif treated like a graphic surface.\\n- Structure: one slide equals one message. Choose either vast negative space or dense text contrast. Place the punchline with impact in the center or spilling off an edge.\\nSTYLE TEMPLATE END\\n\\nDeck title: 统计学：独立开发者的防误判系统\\nDeck summary: 这是一套面向独立开发者和增长营销学习者的演讲型短 deck，围绕“为什么增长数据会误导、统计学如何帮助判断实验结果”展开。叙事从增长实验循环进入，依次解释描述统计、样本偏差、不确定性、A/B 测试与业务判断，最后落到可执行的统计思维清单。\\nDeck format: presenter_slides\\nChosen style: Modern Newspaper\\n\\nSlide 3: 先看清数据长什么样\\nMain message: 描述统计帮助你理解数据的典型水平和波动，而不是只盯平均值。\\n\\nVisible text must be exactly these lines, with no extra words:\\n均值\\n中位数\\n标准差\\n百分位数\\n不要只看平均数\\n\\nLayout:\\n左右对比版式。左侧展示一组极端值数据条，右侧用两个大数字对比“均值被拉高”和“中位数更典型”。\\n\\nVisual style:\\n报纸数据专栏，像一张小型财经数据解析图。用粗黑字突出结论，用细线和小柱状图辅助。\\n\\nAdditional image direction:\\n制作一张数据对比 slide。左侧用十个竖向小柱表示付费金额，其中九个很低且标注“9”，最后一个极高标注“999”。右侧用大号文字展示“平均值被拉高”“中位数更典型”。底部放短句“增长分析不能只看平均数”。构图像现代报纸的数据栏目，清晰、克制、强对比。\\n\\nRequirements:\\n- Canvas: 1536x864 landscape presentation slide.\\n- Generate one slide only, not a contact sheet and not multiple slide candidates.\\n- Make it presentation-ready, high-sensibility, and coherent with the chosen style template.\\n- Make it visually finished, not a sparse wireframe or placeholder diagram.\\n- Use the strongest signature elements of the style template: palette, typography, composition language, icon/illustration treatment, and editorial rhythm.\\n- Keep all visible text readable at presentation distance.\\n- Use low text density, strong hierarchy, and source-grounded diagrams, editorial composition, or template-specific visuals.\\n- Do not add markdown symbols, fake logos, watermarks, signatures, UI browser chrome, or extra captions.\\n- All visible slide text and speaker-facing copy must be in Chinese.\",\n      \"slideNumber\": 3,\n      \"visibleText\": [\n        \"均值\",\n        \"中位数\",\n        \"标准差\",\n        \"百分位数\",\n        \"不要只看平均数\"\n      ],\n      \"visualStyle\": \"报纸数据专栏，像一张小型财经数据解析图。用粗黑字突出结论，用细线和小柱状图辅助。\",\n      \"speakerNotes\": \"描述统计是第一层基础。均值代表平均水平，中位数是排序后的中间值，方差和标准差表示波动程度，百分位数可以表达像 P90 响应时间这样的体验指标。材料里的例子很典型：10 个用户付费金额是 9, 9, 9, 9, 9, 9, 9, 9, 9, 999。平均值会被 999 拉高，但中位数仍然是 9，更能代表典型用户。所以增长分析不能只看平均数。\",\n      \"revisedPrompt\": \"Create exactly one complete presentation slide image, landscape 1536x864, in a modern newspaper editorial style with Swiss Style / International Typographic Style influence, high-sensibility, presentation-ready. White or cool gray background, black text, electric yellow accent, subtle red accents. Asymmetrical layout with strong negative space, no centered composition. The slide is in Chinese only, and visible text must be exactly these lines and no extra words anywhere:\\n均值\\n中位数\\n标准差\\n百分位数\\n不要只看平均数\\n\\nSlide topic: statistics for independent developers, showing descriptive statistics and why average can mislead. Make it look like a small financial data analysis column in a newspaper. Left side: a row of ten vertical small bars representing paid amounts; nine bars are very low and each labeled “9”, the last bar is extremely high and labeled “999”. Use black bars and thin grid lines, with one electric yellow highlight on the tallest bar or key number, and perhaps a subtle red accent to emphasize distortion. Right side: two large bold Chinese phrases as the main comparative punchline, with the first saying “平均值被拉高” and the second saying “中位数更典型”, large enough to dominate the right side, set in extra-bold sans serif, ultra legible, with modern newspaper layout. Bottom area: short sentence “增长分析不能只看平均数” in smaller but readable type. Also include the following visible text as a clean vertical list or compact data labels, integrated into the editorial layout: 均值, 中位数, 标准差, 百分位数. Use fine lines, small bar chart, and concise data-callout typography. Ensure all text is readable and correctly spelled, no English text, no watermarks, no logos, no browser chrome. Make the slide feel like one message: descriptive statistics helps you understand the typical level and spread, not just the mean.\",\n      \"storageFileId\": \"hbjwhz93yrqlob3om4y4z25y-160b1fc12c9f76419f4098c7e3b3a662\"\n    },\n    {\n      \"size\": \"1536x864\",\n      \"model\": \"gpt-image-2\",\n      \"title\": \"你的数据代表谁\",\n      \"layout\": \"中心是一个漏斗或采样窗口，左侧写数据来源，右侧写被推断的市场，中间用红色警示线标出偏差。\",\n      \"status\": \"completed\",\n      \"message\": \"样本来源会影响结论，少数用户反馈不一定代表整体市场。\",\n      \"imageUrl\": \"https://cdn.drillso.com/generated/drill/zmgka9zn611s8y9f5b6w6b2e-7e4467c3bcc496548d217b330d5463d8.png\",\n      \"storageKey\": \"generated/drill/zmgka9zn611s8y9f5b6w6b2e-7e4467c3bcc496548d217b330d5463d8.png\",\n      \"imagePrompt\": \"Create exactly one complete presentation slide image.\\n\\nUse the following NotebookLM / Kael style prompt as the dominant art direction. Follow it closely.\\n\\nSTYLE TEMPLATE START\\nYou are a top art director leading Japan's new economy business media.\\nGenerate a visually focused, high-sensibility presentation slide that sparks intellectual excitement in business professionals of the smartphone generation.\\n\\nImportant output rules:\\n- Do not include markdown symbols such as #, *, or ** in visible slide text.\\n- Text displayed on the slide must be plain language text only.\\n\\nCover slide specification:\\n- Draw inspiration from Swiss Style, International Typographic Style, or Bauhaus.\\n- Avoid simple centered alignment. Use asymmetrical grid placement, extreme top-left or bottom-left title placement, and bold negative space.\\n- Main title should be ultra-large and short, ideally 2-5 characters or a very short phrase.\\n- Subtitle should be ultra-small and benefit-driven, speaking to a pain point or resolution.\\n- Main title should hit the eyes; subtitle should hit the brain.\\n\\nOverall definition:\\n- Core theme: smart and pop business infotainment, intellectual curiosity x entertainment.\\n- Background: white #FFFFFF or cool gray #F5F5F5.\\n- Text: sumi jet black #111111.\\n- Accent: electric yellow #FFCC00 or alert red #FF3333.\\n- Visual style: smartphone-first economic media, monochrome cutouts of people, stylish photos with blown-out backgrounds, fluorescent marker highlights for key numbers or keywords.\\n- Typography: ultra-massive headlines occupying 30%-50% of the slide, extreme jump ratio of 10:1 or more between headline and body, extra-bold sans serif treated like a graphic surface.\\n- Structure: one slide equals one message. Choose either vast negative space or dense text contrast. Place the punchline with impact in the center or spilling off an edge.\\nSTYLE TEMPLATE END\\n\\nDeck title: 统计学：独立开发者的防误判系统\\nDeck summary: 这是一套面向独立开发者和增长营销学习者的演讲型短 deck，围绕“为什么增长数据会误导、统计学如何帮助判断实验结果”展开。叙事从增长实验循环进入，依次解释描述统计、样本偏差、不确定性、A/B 测试与业务判断，最后落到可执行的统计思维清单。\\nDeck format: presenter_slides\\nChosen style: Modern Newspaper\\n\\nSlide 4: 你的数据代表谁\\nMain message: 样本来源会影响结论，少数用户反馈不一定代表整体市场。\\n\\nVisible text must be exactly these lines, with no extra words:\\n选择偏差\\n幸存者偏差\\n响应偏差\\n渠道偏差\\n样本先于结论\\n\\nLayout:\\n中心是一个漏斗或采样窗口，左侧写数据来源，右侧写被推断的市场，中间用红色警示线标出偏差。\\n\\nVisual style:\\n调查报道式视觉，像在质疑一组数据的来源，使用框线、批注和放大镜式构图。\\n\\nAdditional image direction:\\n绘制一张采样偏差图。左侧是“技术社区用户”，右侧是“整体目标市场”，中间有一个狭窄采样窗口，窗口旁标注“样本先于结论”。四个小标签围绕画面放置：“选择偏差”“幸存者偏差”“响应偏差”“渠道偏差”。使用现代报纸调查图解风格，带有细线批注和醒目警示色。\\n\\nRequirements:\\n- Canvas: 1536x864 landscape presentation slide.\\n- Generate one slide only, not a contact sheet and not multiple slide candidates.\\n- Make it presentation-ready, high-sensibility, and coherent with the chosen style template.\\n- Make it visually finished, not a sparse wireframe or placeholder diagram.\\n- Use the strongest signature elements of the style template: palette, typography, composition language, icon/illustration treatment, and editorial rhythm.\\n- Keep all visible text readable at presentation distance.\\n- Use low text density, strong hierarchy, and source-grounded diagrams, editorial composition, or template-specific visuals.\\n- Do not add markdown symbols, fake logos, watermarks, signatures, UI browser chrome, or extra captions.\\n- All visible slide text and speaker-facing copy must be in Chinese.\",\n      \"slideNumber\": 4,\n      \"visibleText\": [\n        \"选择偏差\",\n        \"幸存者偏差\",\n        \"响应偏差\",\n        \"渠道偏差\",\n        \"样本先于结论\"\n      ],\n      \"visualStyle\": \"调查报道式视觉，像在质疑一组数据的来源，使用框线、批注和放大镜式构图。\",\n      \"speakerNotes\": \"独立开发者容易用少数用户反馈代表整体市场。材料里的例子是，在技术社区发帖推广产品，得到的用户大多是开发者，于是判断“用户都喜欢高级配置”。但如果目标用户其实是普通运营人员，这个结论就可能误导产品方向。这里要强调四类常见偏差：选择偏差、幸存者偏差、响应偏差、渠道偏差。\",\n      \"revisedPrompt\": \"Create a single presentation slide image in 1536x864 landscape, fully finished and presentation-ready, in a Modern Newspaper editorial investigation style with Swiss Style / International Typographic Style influence. White or cool light gray background, sumi-black text, electric yellow and alert red accents. Strong asymmetrical composition, lots of negative space, crisp thin rules, boxed annotations, investigative-report feel, like a newspaper diagram questioning data provenance.\\n\\nThe slide content must contain ONLY these Chinese text lines, and no other visible words anywhere:\\n选择偏差\\n幸存者偏差\\n响应偏差\\n渠道偏差\\n样本先于结论\\n\\nLayout and visual concept:\\n- Left side: a monochrome cutout or editorial-style cluster representing 技术社区用户 as a source pool, shown as stylized people silhouettes, forum-like cards, and app-like abstract tiles, but without any extra text.\\n- Center: a narrow sampling window or funnel, like a magnifier aperture or audit viewport, with a bold red warning line slicing through it to indicate bias. Place the text 样本先于结论 beside or integrated near this central window.\\n- Right side: a larger abstract market field representing 整体目标市场, broad and heterogeneous, expressed with varied silhouettes and layered shapes.\\n- Around the overall diagram, place four small label tags with the exact text 选择偏差, 幸存者偏差, 响应偏差, 渠道偏差. These should look like editorial callouts with thin leader lines pointing to the corresponding parts of the sampling system.\\n- Use a magnifying-glass / investigative framing device, fine contour lines, measured grid, and a red warning slash across the funnel. Add a small amount of fluorescent yellow highlighting behind or under the central warning text and one or two key labels.\\n- Typography should be ultra-bold sans serif for the labels, sharply legible at presentation distance, but keep text density low.\\n- Composition should feel like a serious data investigation feature in a Japanese business media presentation: intellectually exciting, polished, and high-sensibility.\\n\\nImportant constraints:\\n- Do not add any other captions, labels, numbers, logos, watermarks, UI elements, or English text.\\n- Do not use markdown symbols.\\n- Keep the slide visually rich, not wireframe-like, with finished shading, clipping, and editorial rhythm.\\n- Ensure the five required Chinese lines are readable and exact.\\n- Avoid centered symmetry; use bold negative space and uneven balance.\\n- Make the sampling bias diagram the clear focal point.\\n\\nOverall look: modern newspaper investigative illustration, black-white-red-yellow palette, precise editorial diagrams, premium business presentation aesthetic, smartphone-generation economic media sensibility.\\n\\nVisible text must be exactly these five lines and nothing else.\",\n      \"storageFileId\": \"zmgka9zn611s8y9f5b6w6b2e-7e4467c3bcc496548d217b330d5463d8\"\n    },\n    {\n      \"size\": \"1536x864\",\n      \"model\": \"gpt-image-2\",\n      \"title\": \"不要把偶然当趋势\",\n      \"layout\": \"双栏对比。左栏是小样本硬币结果，右栏是大样本稳定分布，中间用一条竖线分隔。\",\n      \"status\": \"completed\",\n      \"message\": \"样本越小，波动越大；样本越大，结论越稳定。\",\n      \"imageUrl\": \"https://cdn.drillso.com/generated/drill/mdata986ebjdl9pi98ok0xul-6e076febb1ea5153c66e70a25d83cf25.png\",\n      \"storageKey\": \"generated/drill/mdata986ebjdl9pi98ok0xul-6e076febb1ea5153c66e70a25d83cf25.png\",\n      \"imagePrompt\": \"Create exactly one complete presentation slide image.\\n\\nUse the following NotebookLM / Kael style prompt as the dominant art direction. Follow it closely.\\n\\nSTYLE TEMPLATE START\\nYou are a top art director leading Japan's new economy business media.\\nGenerate a visually focused, high-sensibility presentation slide that sparks intellectual excitement in business professionals of the smartphone generation.\\n\\nImportant output rules:\\n- Do not include markdown symbols such as #, *, or ** in visible slide text.\\n- Text displayed on the slide must be plain language text only.\\n\\nCover slide specification:\\n- Draw inspiration from Swiss Style, International Typographic Style, or Bauhaus.\\n- Avoid simple centered alignment. Use asymmetrical grid placement, extreme top-left or bottom-left title placement, and bold negative space.\\n- Main title should be ultra-large and short, ideally 2-5 characters or a very short phrase.\\n- Subtitle should be ultra-small and benefit-driven, speaking to a pain point or resolution.\\n- Main title should hit the eyes; subtitle should hit the brain.\\n\\nOverall definition:\\n- Core theme: smart and pop business infotainment, intellectual curiosity x entertainment.\\n- Background: white #FFFFFF or cool gray #F5F5F5.\\n- Text: sumi jet black #111111.\\n- Accent: electric yellow #FFCC00 or alert red #FF3333.\\n- Visual style: smartphone-first economic media, monochrome cutouts of people, stylish photos with blown-out backgrounds, fluorescent marker highlights for key numbers or keywords.\\n- Typography: ultra-massive headlines occupying 30%-50% of the slide, extreme jump ratio of 10:1 or more between headline and body, extra-bold sans serif treated like a graphic surface.\\n- Structure: one slide equals one message. Choose either vast negative space or dense text contrast. Place the punchline with impact in the center or spilling off an edge.\\nSTYLE TEMPLATE END\\n\\nDeck title: 统计学：独立开发者的防误判系统\\nDeck summary: 这是一套面向独立开发者和增长营销学习者的演讲型短 deck，围绕“为什么增长数据会误导、统计学如何帮助判断实验结果”展开。叙事从增长实验循环进入，依次解释描述统计、样本偏差、不确定性、A/B 测试与业务判断，最后落到可执行的统计思维清单。\\nDeck format: presenter_slides\\nChosen style: Modern Newspaper\\n\\nSlide 5: 不要把偶然当趋势\\nMain message: 样本越小，波动越大；样本越大，结论越稳定。\\n\\nVisible text must be exactly these lines, with no extra words:\\n10 次\\n可能只是波动\\n10,000 次\\n更接近稳定判断\\n\\nLayout:\\n双栏对比。左栏是小样本硬币结果，右栏是大样本稳定分布，中间用一条竖线分隔。\\n\\nVisual style:\\n经济科普插图，严谨但直观，使用硬币、点阵和分布图元素。\\n\\nAdditional image direction:\\n制作一张双栏对比 slide。左栏标题“10 次”，显示少量硬币图标，其中 7 个正面，并标注“可能只是波动”。右栏标题“10,000 次”，显示密集点阵或稳定曲线，并标注“更接近稳定判断”。底部放短句“样本越小，波动越大”。使用报纸科普信息图风格，网格清楚，文字少。\\n\\nRequirements:\\n- Canvas: 1536x864 landscape presentation slide.\\n- Generate one slide only, not a contact sheet and not multiple slide candidates.\\n- Make it presentation-ready, high-sensibility, and coherent with the chosen style template.\\n- Make it visually finished, not a sparse wireframe or placeholder diagram.\\n- Use the strongest signature elements of the style template: palette, typography, composition language, icon/illustration treatment, and editorial rhythm.\\n- Keep all visible text readable at presentation distance.\\n- Use low text density, strong hierarchy, and source-grounded diagrams, editorial composition, or template-specific visuals.\\n- Do not add markdown symbols, fake logos, watermarks, signatures, UI browser chrome, or extra captions.\\n- All visible slide text and speaker-facing copy must be in Chinese.\",\n      \"slideNumber\": 5,\n      \"visibleText\": [\n        \"10 次\",\n        \"可能只是波动\",\n        \"10,000 次\",\n        \"更接近稳定判断\"\n      ],\n      \"visualStyle\": \"经济科普插图，严谨但直观，使用硬币、点阵和分布图元素。\",\n      \"speakerNotes\": \"增长数据天然有波动。今天注册率 5%，明天 3%，不一定说明产品变差，可能是流量来源、样本规模或时间因素不同。材料用抛硬币解释不确定性：抛 10 次出现 7 次正面很正常；但抛 10,000 次如果正面占 70%，就很可能说明硬币有问题。增长实验也是一样，小样本下不要过早下结论。\",\n      \"revisedPrompt\": \"Create exactly one complete presentation slide image, landscape 1536x864, in a modern newspaper / Swiss Style / International Typographic Style with Japanese business media sensibility. White or cool gray background, sumi black text, electric yellow accents, clean grid, asymmetrical layout, strong negative space, editorial infographic feel. Topic: statistics for independent developers, slide 5 of a deck. The slide is a two-column comparison with a thin vertical divider in the middle.\\n\\nVisible text must be exactly these lines and no others:\\n10 次\\n可能只是波动\\n10,000 次\\n更接近稳定判断\\n\\nLayout and content:\\n- Left column: title text “10 次” placed top-left, large and bold. Beneath it, show a small sample of coin icons, exactly 10 coins, with 7 showing heads and 3 tails. Add a subtle label near the coin cluster reading “可能只是波动”. Use a few sparse dot markers and slight irregularity to imply noise.\\n- Right column: title text “10,000 次” placed top-left of the right column, large and bold. Beneath it, show a dense dot matrix or stable distribution curve that looks visually calmer and more stable than the left. Add a label near this chart reading “更接近稳定判断”.\\n- Bottom center or bottom-left spanning the slide, add the short sentence “样本越小，波动越大”.\\n\\nArt direction:\\n- Economic explainer illustration, rigorous but intuitive.\\n- Use coins, dot arrays, and distribution-chart elements.\\n- Typography is ultra-bold sans serif, huge headings with minimal body text, high contrast, clean alignment, with the left title and right title acting as the main anchors.\\n- Use bright yellow highlight blocks or marker strokes selectively around key numbers or labels.\\n- Make the composition finished and visually polished, not sparse, not a wireframe, not a template mockup.\\n- No extra text, no logos, no watermarks, no browser chrome.\\n- Keep all text readable at presentation distance.\\n- Ensure the slide feels like one coherent magazine-style infographic, not clipart.\",\n      \"storageFileId\": \"mdata986ebjdl9pi98ok0xul-6e076febb1ea5153c66e70a25d83cf25\"\n    },\n    {\n      \"size\": \"1536x864\",\n      \"model\": \"gpt-image-2\",\n      \"title\": \"显著不等于重要\",\n      \"layout\": \"左侧是统计检验卡片，右侧是业务判断清单，中间用大字“≠”形成视觉中心。\",\n      \"status\": \"completed\",\n      \"message\": \"A/B 测试要同时看统计显著性和业务价值。\",\n      \"imageUrl\": \"https://cdn.drillso.com/generated/drill/coaq5gx3cy0f2ocfj9w9f2t4-70c86030132df8e0f8dad03325257e55.png\",\n      \"storageKey\": \"generated/drill/coaq5gx3cy0f2ocfj9w9f2t4-70c86030132df8e0f8dad03325257e55.png\",\n      \"imagePrompt\": \"Create exactly one complete presentation slide image.\\n\\nUse the following NotebookLM / Kael style prompt as the dominant art direction. Follow it closely.\\n\\nSTYLE TEMPLATE START\\nYou are a top art director leading Japan's new economy business media.\\nGenerate a visually focused, high-sensibility presentation slide that sparks intellectual excitement in business professionals of the smartphone generation.\\n\\nImportant output rules:\\n- Do not include markdown symbols such as #, *, or ** in visible slide text.\\n- Text displayed on the slide must be plain language text only.\\n\\nCover slide specification:\\n- Draw inspiration from Swiss Style, International Typographic Style, or Bauhaus.\\n- Avoid simple centered alignment. Use asymmetrical grid placement, extreme top-left or bottom-left title placement, and bold negative space.\\n- Main title should be ultra-large and short, ideally 2-5 characters or a very short phrase.\\n- Subtitle should be ultra-small and benefit-driven, speaking to a pain point or resolution.\\n- Main title should hit the eyes; subtitle should hit the brain.\\n\\nOverall definition:\\n- Core theme: smart and pop business infotainment, intellectual curiosity x entertainment.\\n- Background: white #FFFFFF or cool gray #F5F5F5.\\n- Text: sumi jet black #111111.\\n- Accent: electric yellow #FFCC00 or alert red #FF3333.\\n- Visual style: smartphone-first economic media, monochrome cutouts of people, stylish photos with blown-out backgrounds, fluorescent marker highlights for key numbers or keywords.\\n- Typography: ultra-massive headlines occupying 30%-50% of the slide, extreme jump ratio of 10:1 or more between headline and body, extra-bold sans serif treated like a graphic surface.\\n- Structure: one slide equals one message. Choose either vast negative space or dense text contrast. Place the punchline with impact in the center or spilling off an edge.\\nSTYLE TEMPLATE END\\n\\nDeck title: 统计学：独立开发者的防误判系统\\nDeck summary: 这是一套面向独立开发者和增长营销学习者的演讲型短 deck，围绕“为什么增长数据会误导、统计学如何帮助判断实验结果”展开。叙事从增长实验循环进入，依次解释描述统计、样本偏差、不确定性、A/B 测试与业务判断，最后落到可执行的统计思维清单。\\nDeck format: presenter_slides\\nChosen style: Modern Newspaper\\n\\nSlide 6: 显著不等于重要\\nMain message: A/B 测试要同时看统计显著性和业务价值。\\n\\nVisible text must be exactly these lines, with no extra words:\\np 值小\\n不代表值得做\\n看提升幅度\\n看成本\\n看长期质量\\n\\nLayout:\\n左侧是统计检验卡片，右侧是业务判断清单，中间用大字“≠”形成视觉中心。\\n\\nVisual style:\\n评论版社论风格，标题强烈，图表和判断清单并列，像在纠正常见误解。\\n\\nAdditional image direction:\\n设计一张社论式 slide。左侧放一个小数据卡片：“10.00% → 10.05%”“p 值小”。右侧放三个简短判断标签：“提升幅度”“开发成本”“长期质量”。中间用超大符号和文字表达“显著 ≠ 重要”。整体像现代商业媒体的观点页，强排版、少文字、黑白为主加一个强调色。\\n\\nRequirements:\\n- Canvas: 1536x864 landscape presentation slide.\\n- Generate one slide only, not a contact sheet and not multiple slide candidates.\\n- Make it presentation-ready, high-sensibility, and coherent with the chosen style template.\\n- Make it visually finished, not a sparse wireframe or placeholder diagram.\\n- Use the strongest signature elements of the style template: palette, typography, composition language, icon/illustration treatment, and editorial rhythm.\\n- Keep all visible text readable at presentation distance.\\n- Use low text density, strong hierarchy, and source-grounded diagrams, editorial composition, or template-specific visuals.\\n- Do not add markdown symbols, fake logos, watermarks, signatures, UI browser chrome, or extra captions.\\n- All visible slide text and speaker-facing copy must be in Chinese.\",\n      \"slideNumber\": 6,\n      \"visibleText\": [\n        \"p 值小\",\n        \"不代表值得做\",\n        \"看提升幅度\",\n        \"看成本\",\n        \"看长期质量\"\n      ],\n      \"visualStyle\": \"评论版社论风格，标题强烈，图表和判断清单并列，像在纠正常见误解。\",\n      \"speakerNotes\": \"A/B 测试本质是在检验假设：原假设是新版本没有带来提升，备择假设是新版本确实带来提升。p 值小于 0.05 常被称为结果显著，直观理解是：如果新版本其实没有效果，观察到当前差异的概率很低。但材料特别提醒：显著不等于重要。比如按钮颜色让转化率从 10.00% 提高到 10.05%，在巨大样本下可能显著，但对业务几乎没价值。还要看提升幅度、开发维护成本、长期留存或付费质量。\",\n      \"revisedPrompt\": \"Create exactly one complete presentation slide image, 1536x864 landscape, for a modern newspaper / editorial business slide in the style of Swiss Style / International Typographic Style with a bold, smart, high-sensibility NotebookLM / Kael presentation aesthetic.\\n\\nSlide topic: 统计学：独立开发者的防误判系统\\nSlide 6 message: 显著不等于重要\\nMain message: A/B 测试要同时看统计显著性和业务价值。\\n\\nVisible text must be exactly and only these Chinese lines, with no extra words anywhere on the slide:\\np 值小\\n不代表值得做\\n看提升幅度\\n看成本\\n看长期质量\\n\\nComposition: editorial opinion-page layout, strong asymmetry, lots of negative space, black and white dominant with one accent color. Left side: a small data card showing “10.00% → 10.05%” and “p 值小”. Right side: a business judgment checklist with the three labels “看提升幅度”, “看成本”, “看长期质量”. Middle: a huge central “≠” as the visual center, expressing “显著 ≠ 重要”. Use oversized typography and strong hierarchy, like a modern business media article. Make the left statistic card feel like a clipped newspaper data panel, and the right checklist feel like a terse editorial judgment column. Use electric yellow or alert red as a single accent highlight for the key number or symbol, while keeping the overall palette white, cool gray, and sumi black.\\n\\nTypography: ultra-bold sans serif, high contrast, big headline treatment, source-grounded diagram-like presentation. No markdown symbols, no bullets, no fake logos, no watermarks, no browser chrome. Make all visible text readable at presentation distance. Make it polished, finished, and coherent, not sparse. Add subtle cutout/photo-editorial texture only if it supports the newspaper feel; keep it clean and premium.\\n\\nImportant: do not add any text other than the exact visible text lines above. Ensure the slide contains only those lines and the central symbol “≠”, with no extra captions or labels.\",\n      \"storageFileId\": \"coaq5gx3cy0f2ocfj9w9f2t4-70c86030132df8e0f8dad03325257e55\"\n    },\n    {\n      \"size\": \"1536x864\",\n      \"model\": \"gpt-image-2\",\n      \"title\": \"单一指标不够用\",\n      \"layout\": \"三列渠道卡片。每列只突出一个关键特征：规模、转化、质量。底部用一条细线连接到“决策”。\",\n      \"status\": \"completed\",\n      \"message\": \"增长决策要同时看规模、转化率和用户质量。\",\n      \"imageUrl\": \"https://cdn.drillso.com/generated/drill/vcz0b036cf4dmqgzaqau400i-6e11929be9bfb772569b4c02c7a276d9.png\",\n      \"storageKey\": \"generated/drill/vcz0b036cf4dmqgzaqau400i-6e11929be9bfb772569b4c02c7a276d9.png\",\n      \"imagePrompt\": \"Create exactly one complete presentation slide image.\\n\\nUse the following NotebookLM / Kael style prompt as the dominant art direction. Follow it closely.\\n\\nSTYLE TEMPLATE START\\nYou are a top art director leading Japan's new economy business media.\\nGenerate a visually focused, high-sensibility presentation slide that sparks intellectual excitement in business professionals of the smartphone generation.\\n\\nImportant output rules:\\n- Do not include markdown symbols such as #, *, or ** in visible slide text.\\n- Text displayed on the slide must be plain language text only.\\n\\nCover slide specification:\\n- Draw inspiration from Swiss Style, International Typographic Style, or Bauhaus.\\n- Avoid simple centered alignment. Use asymmetrical grid placement, extreme top-left or bottom-left title placement, and bold negative space.\\n- Main title should be ultra-large and short, ideally 2-5 characters or a very short phrase.\\n- Subtitle should be ultra-small and benefit-driven, speaking to a pain point or resolution.\\n- Main title should hit the eyes; subtitle should hit the brain.\\n\\nOverall definition:\\n- Core theme: smart and pop business infotainment, intellectual curiosity x entertainment.\\n- Background: white #FFFFFF or cool gray #F5F5F5.\\n- Text: sumi jet black #111111.\\n- Accent: electric yellow #FFCC00 or alert red #FF3333.\\n- Visual style: smartphone-first economic media, monochrome cutouts of people, stylish photos with blown-out backgrounds, fluorescent marker highlights for key numbers or keywords.\\n- Typography: ultra-massive headlines occupying 30%-50% of the slide, extreme jump ratio of 10:1 or more between headline and body, extra-bold sans serif treated like a graphic surface.\\n- Structure: one slide equals one message. Choose either vast negative space or dense text contrast. Place the punchline with impact in the center or spilling off an edge.\\nSTYLE TEMPLATE END\\n\\nDeck title: 统计学：独立开发者的防误判系统\\nDeck summary: 这是一套面向独立开发者和增长营销学习者的演讲型短 deck，围绕“为什么增长数据会误导、统计学如何帮助判断实验结果”展开。叙事从增长实验循环进入，依次解释描述统计、样本偏差、不确定性、A/B 测试与业务判断，最后落到可执行的统计思维清单。\\nDeck format: presenter_slides\\nChosen style: Modern Newspaper\\n\\nSlide 7: 单一指标不够用\\nMain message: 增长决策要同时看规模、转化率和用户质量。\\n\\nVisible text must be exactly these lines, with no extra words:\\nSEO\\n规模大\\n社区帖子\\n转化高\\n广告\\n要看质量\\n\\nLayout:\\n三列渠道卡片。每列只突出一个关键特征：规模、转化、质量。底部用一条细线连接到“决策”。\\n\\nVisual style:\\n商业数据比较版式，像财经杂志中的渠道拆解图，简洁有判断力。\\n\\nAdditional image direction:\\n制作三列渠道比较 slide。第一列“SEO”，突出“10,000 访问”“3% 注册率”“规模大”。第二列“社区帖子”，突出“500 访问”“8% 注册率”“转化高但样本小”。第三列“广告”，突出“2,000 访问”“3% 注册率”“继续看质量”。底部放一句“增长决策不能只看单一指标”。使用现代报纸数据表和卡片混合布局。\\n\\nRequirements:\\n- Canvas: 1536x864 landscape presentation slide.\\n- Generate one slide only, not a contact sheet and not multiple slide candidates.\\n- Make it presentation-ready, high-sensibility, and coherent with the chosen style template.\\n- Make it visually finished, not a sparse wireframe or placeholder diagram.\\n- Use the strongest signature elements of the style template: palette, typography, composition language, icon/illustration treatment, and editorial rhythm.\\n- Keep all visible text readable at presentation distance.\\n- Use low text density, strong hierarchy, and source-grounded diagrams, editorial composition, or template-specific visuals.\\n- Do not add markdown symbols, fake logos, watermarks, signatures, UI browser chrome, or extra captions.\\n- All visible slide text and speaker-facing copy must be in Chinese.\",\n      \"slideNumber\": 7,\n      \"visibleText\": [\n        \"SEO\",\n        \"规模大\",\n        \"社区帖子\",\n        \"转化高\",\n        \"广告\",\n        \"要看质量\"\n      ],\n      \"visualStyle\": \"商业数据比较版式，像财经杂志中的渠道拆解图，简洁有判断力。\",\n      \"speakerNotes\": \"材料里的转化率例子说明，不能只看单一指标。1,000 人访问、50 人注册，注册转化率是 5%。但分渠道看会更复杂：SEO 有 10,000 访问、300 注册、3% 注册率；社区帖子有 500 访问、40 注册、8% 注册率；广告有 2,000 访问、60 注册、3% 注册率。社区帖子注册率最高但样本较小，SEO 转化率低但规模大。另外还要看留存率，如果某渠道注册率高但留存差，可能带来的是低质量流量。\",\n      \"revisedPrompt\": \"Create exactly one complete presentation slide image in 1536x864 landscape, high-sensibility modern newspaper style, Swiss Style / International Typographic Style / Bauhaus inspired, white background with cool-gray accents, sharp black typography, electric yellow and alert red highlights. The slide must feel like a polished editorial business data comparison page for smartphone-era professionals.\\n\\nImportant text rule: the ONLY visible text on the slide must be exactly these six Chinese lines, and nothing else anywhere in the image:\\nSEO\\n规模大\\n社区帖子\\n转化高\\n广告\\n要看质量\\nDo not add any other words, labels, numbers, captions, legends, titles, footer text, watermark, logo, or UI elements. No markdown symbols. No English text except SEO.\\n\\nLayout: three asymmetrical vertical channel cards across the slide, using a modern newspaper / finance magazine layout. Left card: SEO, visually implying scale with a dense broad horizontal bar chart motif and large negative-space data blocks, but no text. Middle card: 社区帖子, visually implying high conversion with a tight, highlighted cluster and an upward accent mark, but no extra text. Right card: 广告, visually implying quality scrutiny with a more structured, premium-looking card and a subtle alert-red quality cue, but no extra text.\\n\\nEach card should contain only one bold headline line from the allowed text: left card SEO, beneath it 规模大. Middle card 社区帖子, beneath it 转化高. Right card 广告, beneath it 要看质量. Use extremely bold sans-serif typography, ultra-clear and large, with strong hierarchy. Place the text as graphic surfaces, not centered: left-aligned, top-biased, editorial and dynamic.\\n\\nAdd a thin horizontal line along the bottom connecting the three cards toward a minimal unlabeled endpoint, suggesting decision flow, but without any text. Use subtle monochrome cutout photo texture or newspaper halftone treatment inside cards, with fluorescent yellow highlight bars and small red accent blocks. Clean, premium, analytical, visually finished, with strong negative space and magazine-grade composition. Make it presentation-ready and readable from distance.\",\n      \"storageFileId\": \"vcz0b036cf4dmqgzaqau400i-6e11929be9bfb772569b4c02c7a276d9\"\n    },\n    {\n      \"size\": \"1536x864\",\n      \"model\": \"gpt-image-2\",\n      \"title\": \"形成统计判断习惯\",\n      \"layout\": \"结尾清单页。五条判断习惯以竖向新闻栏目排列，右侧放一个简洁盾牌或系统图标。\",\n      \"status\": \"completed\",\n      \"message\": \"统计学不是让你变成数据科学家，而是让产品、营销和商业决策更可靠。\",\n      \"imageUrl\": \"https://cdn.drillso.com/generated/drill/qikssrw9nob4ga2jvq4synu5-625dba0f054a1985ce903c4cab731dcc.png\",\n      \"storageKey\": \"generated/drill/qikssrw9nob4ga2jvq4synu5-625dba0f054a1985ce903c4cab731dcc.png\",\n      \"imagePrompt\": \"Create exactly one complete presentation slide image.\\n\\nUse the following NotebookLM / Kael style prompt as the dominant art direction. Follow it closely.\\n\\nSTYLE TEMPLATE START\\nYou are a top art director leading Japan's new economy business media.\\nGenerate a visually focused, high-sensibility presentation slide that sparks intellectual excitement in business professionals of the smartphone generation.\\n\\nImportant output rules:\\n- Do not include markdown symbols such as #, *, or ** in visible slide text.\\n- Text displayed on the slide must be plain language text only.\\n\\nCover slide specification:\\n- Draw inspiration from Swiss Style, International Typographic Style, or Bauhaus.\\n- Avoid simple centered alignment. Use asymmetrical grid placement, extreme top-left or bottom-left title placement, and bold negative space.\\n- Main title should be ultra-large and short, ideally 2-5 characters or a very short phrase.\\n- Subtitle should be ultra-small and benefit-driven, speaking to a pain point or resolution.\\n- Main title should hit the eyes; subtitle should hit the brain.\\n\\nOverall definition:\\n- Core theme: smart and pop business infotainment, intellectual curiosity x entertainment.\\n- Background: white #FFFFFF or cool gray #F5F5F5.\\n- Text: sumi jet black #111111.\\n- Accent: electric yellow #FFCC00 or alert red #FF3333.\\n- Visual style: smartphone-first economic media, monochrome cutouts of people, stylish photos with blown-out backgrounds, fluorescent marker highlights for key numbers or keywords.\\n- Typography: ultra-massive headlines occupying 30%-50% of the slide, extreme jump ratio of 10:1 or more between headline and body, extra-bold sans serif treated like a graphic surface.\\n- Structure: one slide equals one message. Choose either vast negative space or dense text contrast. Place the punchline with impact in the center or spilling off an edge.\\nSTYLE TEMPLATE END\\n\\nDeck title: 统计学：独立开发者的防误判系统\\nDeck summary: 这是一套面向独立开发者和增长营销学习者的演讲型短 deck，围绕“为什么增长数据会误导、统计学如何帮助判断实验结果”展开。叙事从增长实验循环进入，依次解释描述统计、样本偏差、不确定性、A/B 测试与业务判断，最后落到可执行的统计思维清单。\\nDeck format: presenter_slides\\nChosen style: Modern Newspaper\\n\\nSlide 8: 形成统计判断习惯\\nMain message: 统计学不是让你变成数据科学家，而是让产品、营销和商业决策更可靠。\\n\\nVisible text must be exactly these lines, with no extra words:\\n看样本量\\n看分布\\n看长期影响\\n追问因果\\n持续验证\\n\\nLayout:\\n结尾清单页。五条判断习惯以竖向新闻栏目排列，右侧放一个简洁盾牌或系统图标。\\n\\nVisual style:\\n现代报纸结语版，像一篇深度文章最后的行动清单，干净、有力量。\\n\\nAdditional image direction:\\n设计结尾 slide。左侧竖向排列五个短句：“看样本量”“看分布”“看长期影响”“追问因果”“持续验证”。右侧是一个抽象的盾牌或系统面板图形，标题为“防误判系统”。整体保持现代经济媒体风格，强网格、留白充足、结论清晰。\\n\\nRequirements:\\n- Canvas: 1536x864 landscape presentation slide.\\n- Generate one slide only, not a contact sheet and not multiple slide candidates.\\n- Make it presentation-ready, high-sensibility, and coherent with the chosen style template.\\n- Make it visually finished, not a sparse wireframe or placeholder diagram.\\n- Use the strongest signature elements of the style template: palette, typography, composition language, icon/illustration treatment, and editorial rhythm.\\n- Keep all visible text readable at presentation distance.\\n- Use low text density, strong hierarchy, and source-grounded diagrams, editorial composition, or template-specific visuals.\\n- Do not add markdown symbols, fake logos, watermarks, signatures, UI browser chrome, or extra captions.\\n- All visible slide text and speaker-facing copy must be in Chinese.\",\n      \"slideNumber\": 8,\n      \"visibleText\": [\n        \"看样本量\",\n        \"看分布\",\n        \"看长期影响\",\n        \"追问因果\",\n        \"持续验证\"\n      ],\n      \"visualStyle\": \"现代报纸结语版，像一篇深度文章最后的行动清单，干净、有力量。\",\n      \"speakerNotes\": \"收束到实用心法。《统计学入门》的核心价值不是让独立开发者变成数据科学家，而是形成判断习惯：不只看数字，还看样本量；不只看平均值，还看分布；不只看短期提升，还看长期影响；不只看相关性，还追问因果机制；不只相信一次实验，而是持续验证。这样可以少做无效优化，避免被偶然成功迷惑，让产品、营销和商业决策更可靠。\",\n      \"revisedPrompt\": \"Create a single finished presentation slide image, landscape 1536x864, in a modern newspaper / Swiss Style editorial layout with strong grid, generous white space, asymmetrical placement, and high-sensibility business media aesthetic. Background should be clean white or very light cool gray. Primary text in deep jet black. Accent in electric yellow and a small amount of alert red. No watermarks, no UI, no fake logos, no extra captions, no markdown symbols.\\n\\nThis is the final conclusion slide of a deck about statistics for independent developers. The slide should feel like a polished newspaper ending page with a clear action checklist.\\n\\nVisible text must be exactly these five lines and nothing else in visible slide text:\\n看样本量\\n看分布\\n看长期影响\\n追问因果\\n持续验证\\n\\nLayout:\\n- Left side: a vertical column of the five Chinese lines, each on its own line, aligned to a strict grid, with strong hierarchy but all readable. Use a bold sans-serif, newspaper editorial feeling. Make the typography crisp, ultra-legible, and presentation-ready.\\n- Right side: a large abstract shield or system-panel icon, minimal yet refined, built from geometric shapes and thin lines, suggesting a defense system against misjudgment. Use monochrome black with yellow accent blocks or lines, like a modern infographics device. No text inside the icon.\\n- Keep the composition balanced with lots of negative space. The slide should look like a concluding action checklist in a premium business media article.\\n\\nStylistic cues:\\n- Inspired by International Typographic Style, Bauhaus, and smart business journalism.\\n- Strong contrast, precise alignment, editorial rhythm, modern economic media sophistication.\\n- The right-side graphic should feel like a robust dashboard or shield system, abstract and elegant, not cartoonish.\\n- Use subtle fluorescent yellow highlights or bars to energize the design.\\n- The overall tone is confident, concise, and intellectual.\\n\\nEnsure the five lines are the only visible text on the slide and are spelled exactly as above.\",\n      \"storageFileId\": \"qikssrw9nob4ga2jvq4synu5-625dba0f054a1985ce903c4cab731dcc\"\n    }\n  ],\n  \"styleId\": \"modern_newspaper\",\n  \"summary\": \"这是一套面向独立开发者和增长营销学习者的演讲型短 deck，围绕“为什么增长数据会误导、统计学如何帮助判断实验结果”展开。叙事从增长实验循环进入，依次解释描述统计、样本偏差、不确定性、A/B 测试与业务判断，最后落到可执行的统计思维清单。\",\n  \"audience\": \"独立开发者、增长营销学习者、需要用数据判断产品和营销实验结果的早期创业者\",\n  \"imageSize\": \"1536x864\",\n  \"imageModel\": \"gpt-image-2\",\n  \"plannerModel\": \"gpt-5.5\"\n}","markdown":"# 你需要掌握的统计学基础概念\n\n{\n  \"style\": \"Modern Newspaper\",\n  \"title\": \"统计学：独立开发者的防误判系统\",\n  \"format\": \"presenter_slides\",\n  \"slides\": [\n    {\n      \"size\": \"1536x864\",\n      \"model\": \"gpt-image-2\",\n      \"title\": \"数字会说话，也会骗人\",\n      \"layout\": \"封面式报纸头版布局。左侧超大标题，右侧放一个简洁数据卡片，底部小字作为副标题。\",\n      \"status\": \"completed\",\n      \"message\": \"统计学的价值，是帮助独立开发者判断数据变化到底有没有意义。\",\n      \"imageUrl\": \"https://cdn.drillso.com/generated/drill/f891gsrsdd2uwz181n01texg-d8689da95b499997af28bf3221e3aeef.png\",\n      \"storageKey\": \"generated/drill/f891gsrsdd2uwz181n01texg-d8689da95b499997af28bf3221e3aeef.png\",\n      \"imagePrompt\": \"Create exactly one complete presentation slide image.\\n\\nUse the following NotebookLM / Kael style prompt as the dominant art direction. Follow it closely.\\n\\nSTYLE TEMPLATE START\\nYou are a top art director leading Japan's new economy business media.\\nGenerate a visually focused, high-sensibility presentation slide that sparks intellectual excitement in business professionals of the smartphone generation.\\n\\nImportant output rules:\\n- Do not include markdown symbols such as #, *, or ** in visible slide text.\\n- Text displayed on the slide must be plain language text only.\\n\\nCover slide specification:\\n- Draw inspiration from Swiss Style, International Typographic Style, or Bauhaus.\\n- Avoid simple centered alignment. Use asymmetrical grid placement, extreme top-left or bottom-left title placement, and bold negative space.\\n- Main title should be ultra-large and short, ideally 2-5 characters or a very short phrase.\\n- Subtitle should be ultra-small and benefit-driven, speaking to a pain point or resolution.\\n- Main title should hit the eyes; subtitle should hit the brain.\\n\\nOverall definition:\\n- Core theme: smart and pop business infotainment, intellectual curiosity x entertainment.\\n- Background: white #FFFFFF or cool gray #F5F5F5.\\n- Text: sumi jet black #111111.\\n- Accent: electric yellow #FFCC00 or alert red #FF3333.\\n- Visual style: smartphone-first economic media, monochrome cutouts of people, stylish photos with blown-out backgrounds, fluorescent marker highlights for key numbers or keywords.\\n- Typography: ultra-massive headlines occupying 30%-50% of the slide, extreme jump ratio of 10:1 or more between headline and body, extra-bold sans serif treated like a graphic surface.\\n- Structure: one slide equals one message. Choose either vast negative space or dense text contrast. Place the punchline with impact in the center or spilling off an edge.\\nSTYLE TEMPLATE END\\n\\nDeck title: 统计学：独立开发者的防误判系统\\nDeck summary: 这是一套面向独立开发者和增长营销学习者的演讲型短 deck，围绕“为什么增长数据会误导、统计学如何帮助判断实验结果”展开。叙事从增长实验循环进入，依次解释描述统计、样本偏差、不确定性、A/B 测试与业务判断，最后落到可执行的统计思维清单。\\nDeck format: presenter_slides\\nChosen style: Modern Newspaper\\n\\nSlide 1: 数字会说话，也会骗人\\nMain message: 统计学的价值，是帮助独立开发者判断数据变化到底有没有意义。\\n\\nVisible text must be exactly these lines, with no extra words:\\n数字会说话\\n也会骗人\\n统计学是增长实验的防误判系统\\n\\nLayout:\\n封面式报纸头版布局。左侧超大标题，右侧放一个简洁数据卡片，底部小字作为副标题。\\n\\nVisual style:\\n现代经济媒体头版，强网格、大字号、黑白为主，少量红色或蓝色强调，克制但有冲击力。\\n\\nAdditional image direction:\\n制作一张商业媒体头版感的封面 slide。画面左侧是巨大的中文标题“数字会说话，也会骗人”，右侧是一个简洁的数据卡片，显示“3.0% → 3.6%”和一个小问号，暗示转化率提升是否真实。底部放短句“统计学是增长实验的防误判系统”。使用瑞士网格、报纸栏目、细线分割和高对比字体。不要使用装饰性照片。\\n\\nRequirements:\\n- Canvas: 1536x864 landscape presentation slide.\\n- Generate one slide only, not a contact sheet and not multiple slide candidates.\\n- Make it presentation-ready, high-sensibility, and coherent with the chosen style template.\\n- Make it visually finished, not a sparse wireframe or placeholder diagram.\\n- Use the strongest signature elements of the style template: palette, typography, composition language, icon/illustration treatment, and editorial rhythm.\\n- Keep all visible text readable at presentation distance.\\n- Use low text density, strong hierarchy, and source-grounded diagrams, editorial composition, or template-specific visuals.\\n- Do not add markdown symbols, fake logos, watermarks, signatures, UI browser chrome, or extra captions.\\n- All visible slide text and speaker-facing copy must be in Chinese.\",\n      \"slideNumber\": 1,\n      \"visibleText\": [\n        \"数字会说话\",\n        \"也会骗人\",\n        \"统计学是增长实验的防误判系统\"\n      ],\n      \"visualStyle\": \"现代经济媒体头版，强网格、大字号、黑白为主，少量红色或蓝色强调，克制但有冲击力。\",\n      \"speakerNotes\": \"开场先建立问题感。独立开发者会长期盯访问量、点击率、注册率、付费率、留存率、退款率、广告 ROI 等指标。但这些数字不一定直接等于真实变化。比如 Landing Page 标题改了以后，转化率从 3.0% 到 3.6%，看起来提升了 20%，但也可能只是样本太少带来的随机波动。统计学不是为了考试，而是为了减少误判。\",\n      \"revisedPrompt\": \"Create exactly one complete presentation slide image, 1536x864 landscape, in the style of a modern newspaper cover with Swiss Style / International Typographic Style / Bauhaus influence, matching a high-sensibility business media presentation. Cover slide layout with strong asymmetrical grid, bold negative space, black and white dominant palette with restrained red or blue accent, clean thin rules, editorial rhythm, and presentation-ready finish.\\n\\nVisible Chinese text must be exactly these three lines and no extra words anywhere on the slide:\\n数字会说话\\n也会骗人\\n统计学是增长实验的防误判系统\\n\\nComposition:\\n- Left side: gigantic ultra-bold Chinese headline occupying 30–50% of the slide, placed top-left or left-heavy, with stacked line breaks exactly as above.\\n- Right side: a compact clean data card in a newspaper-style box showing a simple metric visual with the text “3.0% → 3.6%” and a small question mark, suggesting whether the conversion rate increase is real. Keep it minimal, monochrome, and editorial, not decorative.\\n- Bottom area: the subtitle line in small type, aligned with the grid, clear and readable.\\n- Use strong grid structure, thin dividing lines, and a high-contrast headline treatment.\\n- Avoid centered layout, avoid photos, avoid decorative imagery, avoid clutter.\\n- Background white or very light cool gray.\\n- Text color black; accent may be a small red or blue mark in the data card only.\\n- Ensure all text is readable at presentation distance and looks like a finished keynote cover.\\n- Do not include any logos, watermarks, browser chrome, or extra captions.\\n- Do not include markdown symbols or English text.\",\n      \"storageFileId\": \"f891gsrsdd2uwz181n01texg-d8689da95b499997af28bf3221e3aeef\"\n    },\n    {\n      \"size\": \"1536x864\",\n      \"model\": \"gpt-image-2\",\n      \"title\": \"增长不是拍脑袋\",\n      \"layout\": \"横向流程图。五个步骤用粗线连接成循环，中心留白放一句短判断。\",\n      \"status\": \"completed\",\n      \"message\": \"一个增长动作应该围绕假设、实验、数据、分析和决策循环运行。\",\n      \"imageUrl\": \"https://cdn.drillso.com/generated/drill/hv9pi4ju5zzi582nzuw8u1td-65cebb1637f780bab4f91c6f79bebfd3.png\",\n      \"storageKey\": \"generated/drill/hv9pi4ju5zzi582nzuw8u1td-65cebb1637f780bab4f91c6f79bebfd3.png\",\n      \"imagePrompt\": \"Create exactly one complete presentation slide image.\\n\\nUse the following NotebookLM / Kael style prompt as the dominant art direction. Follow it closely.\\n\\nSTYLE TEMPLATE START\\nYou are a top art director leading Japan's new economy business media.\\nGenerate a visually focused, high-sensibility presentation slide that sparks intellectual excitement in business professionals of the smartphone generation.\\n\\nImportant output rules:\\n- Do not include markdown symbols such as #, *, or ** in visible slide text.\\n- Text displayed on the slide must be plain language text only.\\n\\nCover slide specification:\\n- Draw inspiration from Swiss Style, International Typographic Style, or Bauhaus.\\n- Avoid simple centered alignment. Use asymmetrical grid placement, extreme top-left or bottom-left title placement, and bold negative space.\\n- Main title should be ultra-large and short, ideally 2-5 characters or a very short phrase.\\n- Subtitle should be ultra-small and benefit-driven, speaking to a pain point or resolution.\\n- Main title should hit the eyes; subtitle should hit the brain.\\n\\nOverall definition:\\n- Core theme: smart and pop business infotainment, intellectual curiosity x entertainment.\\n- Background: white #FFFFFF or cool gray #F5F5F5.\\n- Text: sumi jet black #111111.\\n- Accent: electric yellow #FFCC00 or alert red #FF3333.\\n- Visual style: smartphone-first economic media, monochrome cutouts of people, stylish photos with blown-out backgrounds, fluorescent marker highlights for key numbers or keywords.\\n- Typography: ultra-massive headlines occupying 30%-50% of the slide, extreme jump ratio of 10:1 or more between headline and body, extra-bold sans serif treated like a graphic surface.\\n- Structure: one slide equals one message. Choose either vast negative space or dense text contrast. Place the punchline with impact in the center or spilling off an edge.\\nSTYLE TEMPLATE END\\n\\nDeck title: 统计学：独立开发者的防误判系统\\nDeck summary: 这是一套面向独立开发者和增长营销学习者的演讲型短 deck，围绕“为什么增长数据会误导、统计学如何帮助判断实验结果”展开。叙事从增长实验循环进入，依次解释描述统计、样本偏差、不确定性、A/B 测试与业务判断，最后落到可执行的统计思维清单。\\nDeck format: presenter_slides\\nChosen style: Modern Newspaper\\n\\nSlide 2: 增长不是拍脑袋\\nMain message: 一个增长动作应该围绕假设、实验、数据、分析和决策循环运行。\\n\\nVisible text must be exactly these lines, with no extra words:\\n提出假设\\n设计实验\\n收集数据\\n统计分析\\n做出决策\\n\\nLayout:\\n横向流程图。五个步骤用粗线连接成循环，中心留白放一句短判断。\\n\\nVisual style:\\n经济新闻信息图风格，流程像编辑部做的增长实验图解，线条清晰，节点简洁。\\n\\nAdditional image direction:\\n绘制一张横向循环流程图，五个节点依次为“提出假设”“设计实验”“收集数据”“统计分析”“做出决策”，最后箭头回到开头。节点使用报纸信息图风格的方框和细箭头，中央用醒目小标题写“增长是持续实验”。整体保持低文字密度、强层级、现代商业媒体感。\\n\\nRequirements:\\n- Canvas: 1536x864 landscape presentation slide.\\n- Generate one slide only, not a contact sheet and not multiple slide candidates.\\n- Make it presentation-ready, high-sensibility, and coherent with the chosen style template.\\n- Make it visually finished, not a sparse wireframe or placeholder diagram.\\n- Use the strongest signature elements of the style template: palette, typography, composition language, icon/illustration treatment, and editorial rhythm.\\n- Keep all visible text readable at presentation distance.\\n- Use low text density, strong hierarchy, and source-grounded diagrams, editorial composition, or template-specific visuals.\\n- Do not add markdown symbols, fake logos, watermarks, signatures, UI browser chrome, or extra captions.\\n- All visible slide text and speaker-facing copy must be in Chinese.\",\n      \"slideNumber\": 2,\n      \"visibleText\": [\n        \"提出假设\",\n        \"设计实验\",\n        \"收集数据\",\n        \"统计分析\",\n        \"做出决策\"\n      ],\n      \"visualStyle\": \"经济新闻信息图风格，流程像编辑部做的增长实验图解，线条清晰，节点简洁。\",\n      \"speakerNotes\": \"这里把增长动作从“凭感觉改页面”转成一个循环。先提出假设，比如把按钮文案从“立即开始”改成“免费试用 7 天”可以提高注册率。然后设计实验、收集数据、做统计分析，再决定是否采用新版本。关键是：不要只看表面数字，而要判断差异可能来自真实效果，还是随机波动。\",\n      \"revisedPrompt\": \"Create a single complete presentation slide image, 1536x864 landscape, in a modern newspaper / editorial infographic style with Swiss Style and International Typographic Style influence. White or very light cool gray background, strong asymmetrical composition, bold negative space, crisp black typography, electric yellow accents, subtle red accents. This is a polished, presentation-ready slide for business professionals.\\n\\nSubject: a horizontal circular growth-experiment flowchart. Five nodes arranged left-to-right across the slide, connected by thin clean arrows in a loop returning from the last node back to the first. Each node is a simple newspaper-style outlined box with minimal icon-like geometric treatment, not cartoonish. Nodes should read clearly at presentation distance. Use editorial rhythm, thin rules, and diagram-like precision.\\n\\nIMPORTANT TEXT RULES:\\nOnly the following Chinese text may appear anywhere on the slide, and each phrase should appear exactly once, with no extra words, no other captions, no labels, no logos, no watermarks:\\n提出假设\\n设计实验\\n收集数据\\n统计分析\\n做出决策\\n\\nLayout details:\\n- Place the five nodes in a wide horizontal loop spanning the middle third of the slide.\\n- Use large whitespace in the center and keep the diagram airy and refined.\\n- Make the composition feel like an economics newspaper explainer.\\n- Strong hierarchy, low text density, clean lines, sophisticated spacing.\\n- Use black text, with one or two electric yellow highlight blocks or marker bands behind parts of the diagram for emphasis, and minimal red micro-accents.\\n- Do not add any extra title, subtitle, footer, page number, legend, or explanation.\\n- Do not include markdown symbols or UI chrome.\\n- The slide should look finished, high-sensibility, and coherent, with clear visual structure and modern business media energy.\\n\\nTypography: extra-bold sans serif for the five phrases, very legible, graphic, and balanced inside each box. The arrows should be thin, elegant, and circulate the eye around the loop. The overall design should feel like a premium magazine infographic turned into a keynote slide.\",\n      \"storageFileId\": \"hv9pi4ju5zzi582nzuw8u1td-65cebb1637f780bab4f91c6f79bebfd3\"\n    },\n    {\n      \"size\": \"1536x864\",\n      \"model\": \"gpt-image-2\",\n      \"title\": \"先看清数据长什么样\",\n      \"layout\": \"左右对比版式。左侧展示一组极端值数据条，右侧用两个大数字对比“均值被拉高”和“中位数更典型”。\",\n      \"status\": \"completed\",\n      \"message\": \"描述统计帮助你理解数据的典型水平和波动，而不是只盯平均值。\",\n      \"imageUrl\": \"https://cdn.drillso.com/generated/drill/hbjwhz93yrqlob3om4y4z25y-160b1fc12c9f76419f4098c7e3b3a662.png\",\n      \"storageKey\": \"generated/drill/hbjwhz93yrqlob3om4y4z25y-160b1fc12c9f76419f4098c7e3b3a662.png\",\n      \"imagePrompt\": \"Create exactly one complete presentation slide image.\\n\\nUse the following NotebookLM / Kael style prompt as the dominant art direction. Follow it closely.\\n\\nSTYLE TEMPLATE START\\nYou are a top art director leading Japan's new economy business media.\\nGenerate a visually focused, high-sensibility presentation slide that sparks intellectual excitement in business professionals of the smartphone generation.\\n\\nImportant output rules:\\n- Do not include markdown symbols such as #, *, or ** in visible slide text.\\n- Text displayed on the slide must be plain language text only.\\n\\nCover slide specification:\\n- Draw inspiration from Swiss Style, International Typographic Style, or Bauhaus.\\n- Avoid simple centered alignment. Use asymmetrical grid placement, extreme top-left or bottom-left title placement, and bold negative space.\\n- Main title should be ultra-large and short, ideally 2-5 characters or a very short phrase.\\n- Subtitle should be ultra-small and benefit-driven, speaking to a pain point or resolution.\\n- Main title should hit the eyes; subtitle should hit the brain.\\n\\nOverall definition:\\n- Core theme: smart and pop business infotainment, intellectual curiosity x entertainment.\\n- Background: white #FFFFFF or cool gray #F5F5F5.\\n- Text: sumi jet black #111111.\\n- Accent: electric yellow #FFCC00 or alert red #FF3333.\\n- Visual style: smartphone-first economic media, monochrome cutouts of people, stylish photos with blown-out backgrounds, fluorescent marker highlights for key numbers or keywords.\\n- Typography: ultra-massive headlines occupying 30%-50% of the slide, extreme jump ratio of 10:1 or more between headline and body, extra-bold sans serif treated like a graphic surface.\\n- Structure: one slide equals one message. Choose either vast negative space or dense text contrast. Place the punchline with impact in the center or spilling off an edge.\\nSTYLE TEMPLATE END\\n\\nDeck title: 统计学：独立开发者的防误判系统\\nDeck summary: 这是一套面向独立开发者和增长营销学习者的演讲型短 deck，围绕“为什么增长数据会误导、统计学如何帮助判断实验结果”展开。叙事从增长实验循环进入，依次解释描述统计、样本偏差、不确定性、A/B 测试与业务判断，最后落到可执行的统计思维清单。\\nDeck format: presenter_slides\\nChosen style: Modern Newspaper\\n\\nSlide 3: 先看清数据长什么样\\nMain message: 描述统计帮助你理解数据的典型水平和波动，而不是只盯平均值。\\n\\nVisible text must be exactly these lines, with no extra words:\\n均值\\n中位数\\n标准差\\n百分位数\\n不要只看平均数\\n\\nLayout:\\n左右对比版式。左侧展示一组极端值数据条，右侧用两个大数字对比“均值被拉高”和“中位数更典型”。\\n\\nVisual style:\\n报纸数据专栏，像一张小型财经数据解析图。用粗黑字突出结论，用细线和小柱状图辅助。\\n\\nAdditional image direction:\\n制作一张数据对比 slide。左侧用十个竖向小柱表示付费金额，其中九个很低且标注“9”，最后一个极高标注“999”。右侧用大号文字展示“平均值被拉高”“中位数更典型”。底部放短句“增长分析不能只看平均数”。构图像现代报纸的数据栏目，清晰、克制、强对比。\\n\\nRequirements:\\n- Canvas: 1536x864 landscape presentation slide.\\n- Generate one slide only, not a contact sheet and not multiple slide candidates.\\n- Make it presentation-ready, high-sensibility, and coherent with the chosen style template.\\n- Make it visually finished, not a sparse wireframe or placeholder diagram.\\n- Use the strongest signature elements of the style template: palette, typography, composition language, icon/illustration treatment, and editorial rhythm.\\n- Keep all visible text readable at presentation distance.\\n- Use low text density, strong hierarchy, and source-grounded diagrams, editorial composition, or template-specific visuals.\\n- Do not add markdown symbols, fake logos, watermarks, signatures, UI browser chrome, or extra captions.\\n- All visible slide text and speaker-facing copy must be in Chinese.\",\n      \"slideNumber\": 3,\n      \"visibleText\": [\n        \"均值\",\n        \"中位数\",\n        \"标准差\",\n        \"百分位数\",\n        \"不要只看平均数\"\n      ],\n      \"visualStyle\": \"报纸数据专栏，像一张小型财经数据解析图。用粗黑字突出结论，用细线和小柱状图辅助。\",\n      \"speakerNotes\": \"描述统计是第一层基础。均值代表平均水平，中位数是排序后的中间值，方差和标准差表示波动程度，百分位数可以表达像 P90 响应时间这样的体验指标。材料里的例子很典型：10 个用户付费金额是 9, 9, 9, 9, 9, 9, 9, 9, 9, 999。平均值会被 999 拉高，但中位数仍然是 9，更能代表典型用户。所以增长分析不能只看平均数。\",\n      \"revisedPrompt\": \"Create exactly one complete presentation slide image, landscape 1536x864, in a modern newspaper editorial style with Swiss Style / International Typographic Style influence, high-sensibility, presentation-ready. White or cool gray background, black text, electric yellow accent, subtle red accents. Asymmetrical layout with strong negative space, no centered composition. The slide is in Chinese only, and visible text must be exactly these lines and no extra words anywhere:\\n均值\\n中位数\\n标准差\\n百分位数\\n不要只看平均数\\n\\nSlide topic: statistics for independent developers, showing descriptive statistics and why average can mislead. Make it look like a small financial data analysis column in a newspaper. Left side: a row of ten vertical small bars representing paid amounts; nine bars are very low and each labeled “9”, the last bar is extremely high and labeled “999”. Use black bars and thin grid lines, with one electric yellow highlight on the tallest bar or key number, and perhaps a subtle red accent to emphasize distortion. Right side: two large bold Chinese phrases as the main comparative punchline, with the first saying “平均值被拉高” and the second saying “中位数更典型”, large enough to dominate the right side, set in extra-bold sans serif, ultra legible, with modern newspaper layout. Bottom area: short sentence “增长分析不能只看平均数” in smaller but readable type. Also include the following visible text as a clean vertical list or compact data labels, integrated into the editorial layout: 均值, 中位数, 标准差, 百分位数. Use fine lines, small bar chart, and concise data-callout typography. Ensure all text is readable and correctly spelled, no English text, no watermarks, no logos, no browser chrome. Make the slide feel like one message: descriptive statistics helps you understand the typical level and spread, not just the mean.\",\n      \"storageFileId\": \"hbjwhz93yrqlob3om4y4z25y-160b1fc12c9f76419f4098c7e3b3a662\"\n    },\n    {\n      \"size\": \"1536x864\",\n      \"model\": \"gpt-image-2\",\n      \"title\": \"你的数据代表谁\",\n      \"layout\": \"中心是一个漏斗或采样窗口，左侧写数据来源，右侧写被推断的市场，中间用红色警示线标出偏差。\",\n      \"status\": \"completed\",\n      \"message\": \"样本来源会影响结论，少数用户反馈不一定代表整体市场。\",\n      \"imageUrl\": \"https://cdn.drillso.com/generated/drill/zmgka9zn611s8y9f5b6w6b2e-7e4467c3bcc496548d217b330d5463d8.png\",\n      \"storageKey\": \"generated/drill/zmgka9zn611s8y9f5b6w6b2e-7e4467c3bcc496548d217b330d5463d8.png\",\n      \"imagePrompt\": \"Create exactly one complete presentation slide image.\\n\\nUse the following NotebookLM / Kael style prompt as the dominant art direction. Follow it closely.\\n\\nSTYLE TEMPLATE START\\nYou are a top art director leading Japan's new economy business media.\\nGenerate a visually focused, high-sensibility presentation slide that sparks intellectual excitement in business professionals of the smartphone generation.\\n\\nImportant output rules:\\n- Do not include markdown symbols such as #, *, or ** in visible slide text.\\n- Text displayed on the slide must be plain language text only.\\n\\nCover slide specification:\\n- Draw inspiration from Swiss Style, International Typographic Style, or Bauhaus.\\n- Avoid simple centered alignment. Use asymmetrical grid placement, extreme top-left or bottom-left title placement, and bold negative space.\\n- Main title should be ultra-large and short, ideally 2-5 characters or a very short phrase.\\n- Subtitle should be ultra-small and benefit-driven, speaking to a pain point or resolution.\\n- Main title should hit the eyes; subtitle should hit the brain.\\n\\nOverall definition:\\n- Core theme: smart and pop business infotainment, intellectual curiosity x entertainment.\\n- Background: white #FFFFFF or cool gray #F5F5F5.\\n- Text: sumi jet black #111111.\\n- Accent: electric yellow #FFCC00 or alert red #FF3333.\\n- Visual style: smartphone-first economic media, monochrome cutouts of people, stylish photos with blown-out backgrounds, fluorescent marker highlights for key numbers or keywords.\\n- Typography: ultra-massive headlines occupying 30%-50% of the slide, extreme jump ratio of 10:1 or more between headline and body, extra-bold sans serif treated like a graphic surface.\\n- Structure: one slide equals one message. Choose either vast negative space or dense text contrast. Place the punchline with impact in the center or spilling off an edge.\\nSTYLE TEMPLATE END\\n\\nDeck title: 统计学：独立开发者的防误判系统\\nDeck summary: 这是一套面向独立开发者和增长营销学习者的演讲型短 deck，围绕“为什么增长数据会误导、统计学如何帮助判断实验结果”展开。叙事从增长实验循环进入，依次解释描述统计、样本偏差、不确定性、A/B 测试与业务判断，最后落到可执行的统计思维清单。\\nDeck format: presenter_slides\\nChosen style: Modern Newspaper\\n\\nSlide 4: 你的数据代表谁\\nMain message: 样本来源会影响结论，少数用户反馈不一定代表整体市场。\\n\\nVisible text must be exactly these lines, with no extra words:\\n选择偏差\\n幸存者偏差\\n响应偏差\\n渠道偏差\\n样本先于结论\\n\\nLayout:\\n中心是一个漏斗或采样窗口，左侧写数据来源，右侧写被推断的市场，中间用红色警示线标出偏差。\\n\\nVisual style:\\n调查报道式视觉，像在质疑一组数据的来源，使用框线、批注和放大镜式构图。\\n\\nAdditional image direction:\\n绘制一张采样偏差图。左侧是“技术社区用户”，右侧是“整体目标市场”，中间有一个狭窄采样窗口，窗口旁标注“样本先于结论”。四个小标签围绕画面放置：“选择偏差”“幸存者偏差”“响应偏差”“渠道偏差”。使用现代报纸调查图解风格，带有细线批注和醒目警示色。\\n\\nRequirements:\\n- Canvas: 1536x864 landscape presentation slide.\\n- Generate one slide only, not a contact sheet and not multiple slide candidates.\\n- Make it presentation-ready, high-sensibility, and coherent with the chosen style template.\\n- Make it visually finished, not a sparse wireframe or placeholder diagram.\\n- Use the strongest signature elements of the style template: palette, typography, composition language, icon/illustration treatment, and editorial rhythm.\\n- Keep all visible text readable at presentation distance.\\n- Use low text density, strong hierarchy, and source-grounded diagrams, editorial composition, or template-specific visuals.\\n- Do not add markdown symbols, fake logos, watermarks, signatures, UI browser chrome, or extra captions.\\n- All visible slide text and speaker-facing copy must be in Chinese.\",\n      \"slideNumber\": 4,\n      \"visibleText\": [\n        \"选择偏差\",\n        \"幸存者偏差\",\n        \"响应偏差\",\n        \"渠道偏差\",\n        \"样本先于结论\"\n      ],\n      \"visualStyle\": \"调查报道式视觉，像在质疑一组数据的来源，使用框线、批注和放大镜式构图。\",\n      \"speakerNotes\": \"独立开发者容易用少数用户反馈代表整体市场。材料里的例子是，在技术社区发帖推广产品，得到的用户大多是开发者，于是判断“用户都喜欢高级配置”。但如果目标用户其实是普通运营人员，这个结论就可能误导产品方向。这里要强调四类常见偏差：选择偏差、幸存者偏差、响应偏差、渠道偏差。\",\n      \"revisedPrompt\": \"Create a single presentation slide image in 1536x864 landscape, fully finished and presentation-ready, in a Modern Newspaper editorial investigation style with Swiss Style / International Typographic Style influence. White or cool light gray background, sumi-black text, electric yellow and alert red accents. Strong asymmetrical composition, lots of negative space, crisp thin rules, boxed annotations, investigative-report feel, like a newspaper diagram questioning data provenance.\\n\\nThe slide content must contain ONLY these Chinese text lines, and no other visible words anywhere:\\n选择偏差\\n幸存者偏差\\n响应偏差\\n渠道偏差\\n样本先于结论\\n\\nLayout and visual concept:\\n- Left side: a monochrome cutout or editorial-style cluster representing 技术社区用户 as a source pool, shown as stylized people silhouettes, forum-like cards, and app-like abstract tiles, but without any extra text.\\n- Center: a narrow sampling window or funnel, like a magnifier aperture or audit viewport, with a bold red warning line slicing through it to indicate bias. Place the text 样本先于结论 beside or integrated near this central window.\\n- Right side: a larger abstract market field representing 整体目标市场, broad and heterogeneous, expressed with varied silhouettes and layered shapes.\\n- Around the overall diagram, place four small label tags with the exact text 选择偏差, 幸存者偏差, 响应偏差, 渠道偏差. These should look like editorial callouts with thin leader lines pointing to the corresponding parts of the sampling system.\\n- Use a magnifying-glass / investigative framing device, fine contour lines, measured grid, and a red warning slash across the funnel. Add a small amount of fluorescent yellow highlighting behind or under the central warning text and one or two key labels.\\n- Typography should be ultra-bold sans serif for the labels, sharply legible at presentation distance, but keep text density low.\\n- Composition should feel like a serious data investigation feature in a Japanese business media presentation: intellectually exciting, polished, and high-sensibility.\\n\\nImportant constraints:\\n- Do not add any other captions, labels, numbers, logos, watermarks, UI elements, or English text.\\n- Do not use markdown symbols.\\n- Keep the slide visually rich, not wireframe-like, with finished shading, clipping, and editorial rhythm.\\n- Ensure the five required Chinese lines are readable and exact.\\n- Avoid centered symmetry; use bold negative space and uneven balance.\\n- Make the sampling bias diagram the clear focal point.\\n\\nOverall look: modern newspaper investigative illustration, black-white-red-yellow palette, precise editorial diagrams, premium business presentation aesthetic, smartphone-generation economic media sensibility.\\n\\nVisible text must be exactly these five lines and nothing else.\",\n      \"storageFileId\": \"zmgka9zn611s8y9f5b6w6b2e-7e4467c3bcc496548d217b330d5463d8\"\n    },\n    {\n      \"size\": \"1536x864\",\n      \"model\": \"gpt-image-2\",\n      \"title\": \"不要把偶然当趋势\",\n      \"layout\": \"双栏对比。左栏是小样本硬币结果，右栏是大样本稳定分布，中间用一条竖线分隔。\",\n      \"status\": \"completed\",\n      \"message\": \"样本越小，波动越大；样本越大，结论越稳定。\",\n      \"imageUrl\": \"https://cdn.drillso.com/generated/drill/mdata986ebjdl9pi98ok0xul-6e076febb1ea5153c66e70a25d83cf25.png\",\n      \"storageKey\": \"generated/drill/mdata986ebjdl9pi98ok0xul-6e076febb1ea5153c66e70a25d83cf25.png\",\n      \"imagePrompt\": \"Create exactly one complete presentation slide image.\\n\\nUse the following NotebookLM / Kael style prompt as the dominant art direction. Follow it closely.\\n\\nSTYLE TEMPLATE START\\nYou are a top art director leading Japan's new economy business media.\\nGenerate a visually focused, high-sensibility presentation slide that sparks intellectual excitement in business professionals of the smartphone generation.\\n\\nImportant output rules:\\n- Do not include markdown symbols such as #, *, or ** in visible slide text.\\n- Text displayed on the slide must be plain language text only.\\n\\nCover slide specification:\\n- Draw inspiration from Swiss Style, International Typographic Style, or Bauhaus.\\n- Avoid simple centered alignment. Use asymmetrical grid placement, extreme top-left or bottom-left title placement, and bold negative space.\\n- Main title should be ultra-large and short, ideally 2-5 characters or a very short phrase.\\n- Subtitle should be ultra-small and benefit-driven, speaking to a pain point or resolution.\\n- Main title should hit the eyes; subtitle should hit the brain.\\n\\nOverall definition:\\n- Core theme: smart and pop business infotainment, intellectual curiosity x entertainment.\\n- Background: white #FFFFFF or cool gray #F5F5F5.\\n- Text: sumi jet black #111111.\\n- Accent: electric yellow #FFCC00 or alert red #FF3333.\\n- Visual style: smartphone-first economic media, monochrome cutouts of people, stylish photos with blown-out backgrounds, fluorescent marker highlights for key numbers or keywords.\\n- Typography: ultra-massive headlines occupying 30%-50% of the slide, extreme jump ratio of 10:1 or more between headline and body, extra-bold sans serif treated like a graphic surface.\\n- Structure: one slide equals one message. Choose either vast negative space or dense text contrast. Place the punchline with impact in the center or spilling off an edge.\\nSTYLE TEMPLATE END\\n\\nDeck title: 统计学：独立开发者的防误判系统\\nDeck summary: 这是一套面向独立开发者和增长营销学习者的演讲型短 deck，围绕“为什么增长数据会误导、统计学如何帮助判断实验结果”展开。叙事从增长实验循环进入，依次解释描述统计、样本偏差、不确定性、A/B 测试与业务判断，最后落到可执行的统计思维清单。\\nDeck format: presenter_slides\\nChosen style: Modern Newspaper\\n\\nSlide 5: 不要把偶然当趋势\\nMain message: 样本越小，波动越大；样本越大，结论越稳定。\\n\\nVisible text must be exactly these lines, with no extra words:\\n10 次\\n可能只是波动\\n10,000 次\\n更接近稳定判断\\n\\nLayout:\\n双栏对比。左栏是小样本硬币结果，右栏是大样本稳定分布，中间用一条竖线分隔。\\n\\nVisual style:\\n经济科普插图，严谨但直观，使用硬币、点阵和分布图元素。\\n\\nAdditional image direction:\\n制作一张双栏对比 slide。左栏标题“10 次”，显示少量硬币图标，其中 7 个正面，并标注“可能只是波动”。右栏标题“10,000 次”，显示密集点阵或稳定曲线，并标注“更接近稳定判断”。底部放短句“样本越小，波动越大”。使用报纸科普信息图风格，网格清楚，文字少。\\n\\nRequirements:\\n- Canvas: 1536x864 landscape presentation slide.\\n- Generate one slide only, not a contact sheet and not multiple slide candidates.\\n- Make it presentation-ready, high-sensibility, and coherent with the chosen style template.\\n- Make it visually finished, not a sparse wireframe or placeholder diagram.\\n- Use the strongest signature elements of the style template: palette, typography, composition language, icon/illustration treatment, and editorial rhythm.\\n- Keep all visible text readable at presentation distance.\\n- Use low text density, strong hierarchy, and source-grounded diagrams, editorial composition, or template-specific visuals.\\n- Do not add markdown symbols, fake logos, watermarks, signatures, UI browser chrome, or extra captions.\\n- All visible slide text and speaker-facing copy must be in Chinese.\",\n      \"slideNumber\": 5,\n      \"visibleText\": [\n        \"10 次\",\n        \"可能只是波动\",\n        \"10,000 次\",\n        \"更接近稳定判断\"\n      ],\n      \"visualStyle\": \"经济科普插图，严谨但直观，使用硬币、点阵和分布图元素。\",\n      \"speakerNotes\": \"增长数据天然有波动。今天注册率 5%，明天 3%，不一定说明产品变差，可能是流量来源、样本规模或时间因素不同。材料用抛硬币解释不确定性：抛 10 次出现 7 次正面很正常；但抛 10,000 次如果正面占 70%，就很可能说明硬币有问题。增长实验也是一样，小样本下不要过早下结论。\",\n      \"revisedPrompt\": \"Create exactly one complete presentation slide image, landscape 1536x864, in a modern newspaper / Swiss Style / International Typographic Style with Japanese business media sensibility. White or cool gray background, sumi black text, electric yellow accents, clean grid, asymmetrical layout, strong negative space, editorial infographic feel. Topic: statistics for independent developers, slide 5 of a deck. The slide is a two-column comparison with a thin vertical divider in the middle.\\n\\nVisible text must be exactly these lines and no others:\\n10 次\\n可能只是波动\\n10,000 次\\n更接近稳定判断\\n\\nLayout and content:\\n- Left column: title text “10 次” placed top-left, large and bold. Beneath it, show a small sample of coin icons, exactly 10 coins, with 7 showing heads and 3 tails. Add a subtle label near the coin cluster reading “可能只是波动”. Use a few sparse dot markers and slight irregularity to imply noise.\\n- Right column: title text “10,000 次” placed top-left of the right column, large and bold. Beneath it, show a dense dot matrix or stable distribution curve that looks visually calmer and more stable than the left. Add a label near this chart reading “更接近稳定判断”.\\n- Bottom center or bottom-left spanning the slide, add the short sentence “样本越小，波动越大”.\\n\\nArt direction:\\n- Economic explainer illustration, rigorous but intuitive.\\n- Use coins, dot arrays, and distribution-chart elements.\\n- Typography is ultra-bold sans serif, huge headings with minimal body text, high contrast, clean alignment, with the left title and right title acting as the main anchors.\\n- Use bright yellow highlight blocks or marker strokes selectively around key numbers or labels.\\n- Make the composition finished and visually polished, not sparse, not a wireframe, not a template mockup.\\n- No extra text, no logos, no watermarks, no browser chrome.\\n- Keep all text readable at presentation distance.\\n- Ensure the slide feels like one coherent magazine-style infographic, not clipart.\",\n      \"storageFileId\": \"mdata986ebjdl9pi98ok0xul-6e076febb1ea5153c66e70a25d83cf25\"\n    },\n    {\n      \"size\": \"1536x864\",\n      \"model\": \"gpt-image-2\",\n      \"title\": \"显著不等于重要\",\n      \"layout\": \"左侧是统计检验卡片，右侧是业务判断清单，中间用大字“≠”形成视觉中心。\",\n      \"status\": \"completed\",\n      \"message\": \"A/B 测试要同时看统计显著性和业务价值。\",\n      \"imageUrl\": \"https://cdn.drillso.com/generated/drill/coaq5gx3cy0f2ocfj9w9f2t4-70c86030132df8e0f8dad03325257e55.png\",\n      \"storageKey\": \"generated/drill/coaq5gx3cy0f2ocfj9w9f2t4-70c86030132df8e0f8dad03325257e55.png\",\n      \"imagePrompt\": \"Create exactly one complete presentation slide image.\\n\\nUse the following NotebookLM / Kael style prompt as the dominant art direction. Follow it closely.\\n\\nSTYLE TEMPLATE START\\nYou are a top art director leading Japan's new economy business media.\\nGenerate a visually focused, high-sensibility presentation slide that sparks intellectual excitement in business professionals of the smartphone generation.\\n\\nImportant output rules:\\n- Do not include markdown symbols such as #, *, or ** in visible slide text.\\n- Text displayed on the slide must be plain language text only.\\n\\nCover slide specification:\\n- Draw inspiration from Swiss Style, International Typographic Style, or Bauhaus.\\n- Avoid simple centered alignment. Use asymmetrical grid placement, extreme top-left or bottom-left title placement, and bold negative space.\\n- Main title should be ultra-large and short, ideally 2-5 characters or a very short phrase.\\n- Subtitle should be ultra-small and benefit-driven, speaking to a pain point or resolution.\\n- Main title should hit the eyes; subtitle should hit the brain.\\n\\nOverall definition:\\n- Core theme: smart and pop business infotainment, intellectual curiosity x entertainment.\\n- Background: white #FFFFFF or cool gray #F5F5F5.\\n- Text: sumi jet black #111111.\\n- Accent: electric yellow #FFCC00 or alert red #FF3333.\\n- Visual style: smartphone-first economic media, monochrome cutouts of people, stylish photos with blown-out backgrounds, fluorescent marker highlights for key numbers or keywords.\\n- Typography: ultra-massive headlines occupying 30%-50% of the slide, extreme jump ratio of 10:1 or more between headline and body, extra-bold sans serif treated like a graphic surface.\\n- Structure: one slide equals one message. Choose either vast negative space or dense text contrast. Place the punchline with impact in the center or spilling off an edge.\\nSTYLE TEMPLATE END\\n\\nDeck title: 统计学：独立开发者的防误判系统\\nDeck summary: 这是一套面向独立开发者和增长营销学习者的演讲型短 deck，围绕“为什么增长数据会误导、统计学如何帮助判断实验结果”展开。叙事从增长实验循环进入，依次解释描述统计、样本偏差、不确定性、A/B 测试与业务判断，最后落到可执行的统计思维清单。\\nDeck format: presenter_slides\\nChosen style: Modern Newspaper\\n\\nSlide 6: 显著不等于重要\\nMain message: A/B 测试要同时看统计显著性和业务价值。\\n\\nVisible text must be exactly these lines, with no extra words:\\np 值小\\n不代表值得做\\n看提升幅度\\n看成本\\n看长期质量\\n\\nLayout:\\n左侧是统计检验卡片，右侧是业务判断清单，中间用大字“≠”形成视觉中心。\\n\\nVisual style:\\n评论版社论风格，标题强烈，图表和判断清单并列，像在纠正常见误解。\\n\\nAdditional image direction:\\n设计一张社论式 slide。左侧放一个小数据卡片：“10.00% → 10.05%”“p 值小”。右侧放三个简短判断标签：“提升幅度”“开发成本”“长期质量”。中间用超大符号和文字表达“显著 ≠ 重要”。整体像现代商业媒体的观点页，强排版、少文字、黑白为主加一个强调色。\\n\\nRequirements:\\n- Canvas: 1536x864 landscape presentation slide.\\n- Generate one slide only, not a contact sheet and not multiple slide candidates.\\n- Make it presentation-ready, high-sensibility, and coherent with the chosen style template.\\n- Make it visually finished, not a sparse wireframe or placeholder diagram.\\n- Use the strongest signature elements of the style template: palette, typography, composition language, icon/illustration treatment, and editorial rhythm.\\n- Keep all visible text readable at presentation distance.\\n- Use low text density, strong hierarchy, and source-grounded diagrams, editorial composition, or template-specific visuals.\\n- Do not add markdown symbols, fake logos, watermarks, signatures, UI browser chrome, or extra captions.\\n- All visible slide text and speaker-facing copy must be in Chinese.\",\n      \"slideNumber\": 6,\n      \"visibleText\": [\n        \"p 值小\",\n        \"不代表值得做\",\n        \"看提升幅度\",\n        \"看成本\",\n        \"看长期质量\"\n      ],\n      \"visualStyle\": \"评论版社论风格，标题强烈，图表和判断清单并列，像在纠正常见误解。\",\n      \"speakerNotes\": \"A/B 测试本质是在检验假设：原假设是新版本没有带来提升，备择假设是新版本确实带来提升。p 值小于 0.05 常被称为结果显著，直观理解是：如果新版本其实没有效果，观察到当前差异的概率很低。但材料特别提醒：显著不等于重要。比如按钮颜色让转化率从 10.00% 提高到 10.05%，在巨大样本下可能显著，但对业务几乎没价值。还要看提升幅度、开发维护成本、长期留存或付费质量。\",\n      \"revisedPrompt\": \"Create exactly one complete presentation slide image, 1536x864 landscape, for a modern newspaper / editorial business slide in the style of Swiss Style / International Typographic Style with a bold, smart, high-sensibility NotebookLM / Kael presentation aesthetic.\\n\\nSlide topic: 统计学：独立开发者的防误判系统\\nSlide 6 message: 显著不等于重要\\nMain message: A/B 测试要同时看统计显著性和业务价值。\\n\\nVisible text must be exactly and only these Chinese lines, with no extra words anywhere on the slide:\\np 值小\\n不代表值得做\\n看提升幅度\\n看成本\\n看长期质量\\n\\nComposition: editorial opinion-page layout, strong asymmetry, lots of negative space, black and white dominant with one accent color. Left side: a small data card showing “10.00% → 10.05%” and “p 值小”. Right side: a business judgment checklist with the three labels “看提升幅度”, “看成本”, “看长期质量”. Middle: a huge central “≠” as the visual center, expressing “显著 ≠ 重要”. Use oversized typography and strong hierarchy, like a modern business media article. Make the left statistic card feel like a clipped newspaper data panel, and the right checklist feel like a terse editorial judgment column. Use electric yellow or alert red as a single accent highlight for the key number or symbol, while keeping the overall palette white, cool gray, and sumi black.\\n\\nTypography: ultra-bold sans serif, high contrast, big headline treatment, source-grounded diagram-like presentation. No markdown symbols, no bullets, no fake logos, no watermarks, no browser chrome. Make all visible text readable at presentation distance. Make it polished, finished, and coherent, not sparse. Add subtle cutout/photo-editorial texture only if it supports the newspaper feel; keep it clean and premium.\\n\\nImportant: do not add any text other than the exact visible text lines above. Ensure the slide contains only those lines and the central symbol “≠”, with no extra captions or labels.\",\n      \"storageFileId\": \"coaq5gx3cy0f2ocfj9w9f2t4-70c86030132df8e0f8dad03325257e55\"\n    },\n    {\n      \"size\": \"1536x864\",\n      \"model\": \"gpt-image-2\",\n      \"title\": \"单一指标不够用\",\n      \"layout\": \"三列渠道卡片。每列只突出一个关键特征：规模、转化、质量。底部用一条细线连接到“决策”。\",\n      \"status\": \"completed\",\n      \"message\": \"增长决策要同时看规模、转化率和用户质量。\",\n      \"imageUrl\": \"https://cdn.drillso.com/generated/drill/vcz0b036cf4dmqgzaqau400i-6e11929be9bfb772569b4c02c7a276d9.png\",\n      \"storageKey\": \"generated/drill/vcz0b036cf4dmqgzaqau400i-6e11929be9bfb772569b4c02c7a276d9.png\",\n      \"imagePrompt\": \"Create exactly one complete presentation slide image.\\n\\nUse the following NotebookLM / Kael style prompt as the dominant art direction. Follow it closely.\\n\\nSTYLE TEMPLATE START\\nYou are a top art director leading Japan's new economy business media.\\nGenerate a visually focused, high-sensibility presentation slide that sparks intellectual excitement in business professionals of the smartphone generation.\\n\\nImportant output rules:\\n- Do not include markdown symbols such as #, *, or ** in visible slide text.\\n- Text displayed on the slide must be plain language text only.\\n\\nCover slide specification:\\n- Draw inspiration from Swiss Style, International Typographic Style, or Bauhaus.\\n- Avoid simple centered alignment. Use asymmetrical grid placement, extreme top-left or bottom-left title placement, and bold negative space.\\n- Main title should be ultra-large and short, ideally 2-5 characters or a very short phrase.\\n- Subtitle should be ultra-small and benefit-driven, speaking to a pain point or resolution.\\n- Main title should hit the eyes; subtitle should hit the brain.\\n\\nOverall definition:\\n- Core theme: smart and pop business infotainment, intellectual curiosity x entertainment.\\n- Background: white #FFFFFF or cool gray #F5F5F5.\\n- Text: sumi jet black #111111.\\n- Accent: electric yellow #FFCC00 or alert red #FF3333.\\n- Visual style: smartphone-first economic media, monochrome cutouts of people, stylish photos with blown-out backgrounds, fluorescent marker highlights for key numbers or keywords.\\n- Typography: ultra-massive headlines occupying 30%-50% of the slide, extreme jump ratio of 10:1 or more between headline and body, extra-bold sans serif treated like a graphic surface.\\n- Structure: one slide equals one message. Choose either vast negative space or dense text contrast. Place the punchline with impact in the center or spilling off an edge.\\nSTYLE TEMPLATE END\\n\\nDeck title: 统计学：独立开发者的防误判系统\\nDeck summary: 这是一套面向独立开发者和增长营销学习者的演讲型短 deck，围绕“为什么增长数据会误导、统计学如何帮助判断实验结果”展开。叙事从增长实验循环进入，依次解释描述统计、样本偏差、不确定性、A/B 测试与业务判断，最后落到可执行的统计思维清单。\\nDeck format: presenter_slides\\nChosen style: Modern Newspaper\\n\\nSlide 7: 单一指标不够用\\nMain message: 增长决策要同时看规模、转化率和用户质量。\\n\\nVisible text must be exactly these lines, with no extra words:\\nSEO\\n规模大\\n社区帖子\\n转化高\\n广告\\n要看质量\\n\\nLayout:\\n三列渠道卡片。每列只突出一个关键特征：规模、转化、质量。底部用一条细线连接到“决策”。\\n\\nVisual style:\\n商业数据比较版式，像财经杂志中的渠道拆解图，简洁有判断力。\\n\\nAdditional image direction:\\n制作三列渠道比较 slide。第一列“SEO”，突出“10,000 访问”“3% 注册率”“规模大”。第二列“社区帖子”，突出“500 访问”“8% 注册率”“转化高但样本小”。第三列“广告”，突出“2,000 访问”“3% 注册率”“继续看质量”。底部放一句“增长决策不能只看单一指标”。使用现代报纸数据表和卡片混合布局。\\n\\nRequirements:\\n- Canvas: 1536x864 landscape presentation slide.\\n- Generate one slide only, not a contact sheet and not multiple slide candidates.\\n- Make it presentation-ready, high-sensibility, and coherent with the chosen style template.\\n- Make it visually finished, not a sparse wireframe or placeholder diagram.\\n- Use the strongest signature elements of the style template: palette, typography, composition language, icon/illustration treatment, and editorial rhythm.\\n- Keep all visible text readable at presentation distance.\\n- Use low text density, strong hierarchy, and source-grounded diagrams, editorial composition, or template-specific visuals.\\n- Do not add markdown symbols, fake logos, watermarks, signatures, UI browser chrome, or extra captions.\\n- All visible slide text and speaker-facing copy must be in Chinese.\",\n      \"slideNumber\": 7,\n      \"visibleText\": [\n        \"SEO\",\n        \"规模大\",\n        \"社区帖子\",\n        \"转化高\",\n        \"广告\",\n        \"要看质量\"\n      ],\n      \"visualStyle\": \"商业数据比较版式，像财经杂志中的渠道拆解图，简洁有判断力。\",\n      \"speakerNotes\": \"材料里的转化率例子说明，不能只看单一指标。1,000 人访问、50 人注册，注册转化率是 5%。但分渠道看会更复杂：SEO 有 10,000 访问、300 注册、3% 注册率；社区帖子有 500 访问、40 注册、8% 注册率；广告有 2,000 访问、60 注册、3% 注册率。社区帖子注册率最高但样本较小，SEO 转化率低但规模大。另外还要看留存率，如果某渠道注册率高但留存差，可能带来的是低质量流量。\",\n      \"revisedPrompt\": \"Create exactly one complete presentation slide image in 1536x864 landscape, high-sensibility modern newspaper style, Swiss Style / International Typographic Style / Bauhaus inspired, white background with cool-gray accents, sharp black typography, electric yellow and alert red highlights. The slide must feel like a polished editorial business data comparison page for smartphone-era professionals.\\n\\nImportant text rule: the ONLY visible text on the slide must be exactly these six Chinese lines, and nothing else anywhere in the image:\\nSEO\\n规模大\\n社区帖子\\n转化高\\n广告\\n要看质量\\nDo not add any other words, labels, numbers, captions, legends, titles, footer text, watermark, logo, or UI elements. No markdown symbols. No English text except SEO.\\n\\nLayout: three asymmetrical vertical channel cards across the slide, using a modern newspaper / finance magazine layout. Left card: SEO, visually implying scale with a dense broad horizontal bar chart motif and large negative-space data blocks, but no text. Middle card: 社区帖子, visually implying high conversion with a tight, highlighted cluster and an upward accent mark, but no extra text. Right card: 广告, visually implying quality scrutiny with a more structured, premium-looking card and a subtle alert-red quality cue, but no extra text.\\n\\nEach card should contain only one bold headline line from the allowed text: left card SEO, beneath it 规模大. Middle card 社区帖子, beneath it 转化高. Right card 广告, beneath it 要看质量. Use extremely bold sans-serif typography, ultra-clear and large, with strong hierarchy. Place the text as graphic surfaces, not centered: left-aligned, top-biased, editorial and dynamic.\\n\\nAdd a thin horizontal line along the bottom connecting the three cards toward a minimal unlabeled endpoint, suggesting decision flow, but without any text. Use subtle monochrome cutout photo texture or newspaper halftone treatment inside cards, with fluorescent yellow highlight bars and small red accent blocks. Clean, premium, analytical, visually finished, with strong negative space and magazine-grade composition. Make it presentation-ready and readable from distance.\",\n      \"storageFileId\": \"vcz0b036cf4dmqgzaqau400i-6e11929be9bfb772569b4c02c7a276d9\"\n    },\n    {\n      \"size\": \"1536x864\",\n      \"model\": \"gpt-image-2\",\n      \"title\": \"形成统计判断习惯\",\n      \"layout\": \"结尾清单页。五条判断习惯以竖向新闻栏目排列，右侧放一个简洁盾牌或系统图标。\",\n      \"status\": \"completed\",\n      \"message\": \"统计学不是让你变成数据科学家，而是让产品、营销和商业决策更可靠。\",\n      \"imageUrl\": \"https://cdn.drillso.com/generated/drill/qikssrw9nob4ga2jvq4synu5-625dba0f054a1985ce903c4cab731dcc.png\",\n      \"storageKey\": \"generated/drill/qikssrw9nob4ga2jvq4synu5-625dba0f054a1985ce903c4cab731dcc.png\",\n      \"imagePrompt\": \"Create exactly one complete presentation slide image.\\n\\nUse the following NotebookLM / Kael style prompt as the dominant art direction. Follow it closely.\\n\\nSTYLE TEMPLATE START\\nYou are a top art director leading Japan's new economy business media.\\nGenerate a visually focused, high-sensibility presentation slide that sparks intellectual excitement in business professionals of the smartphone generation.\\n\\nImportant output rules:\\n- Do not include markdown symbols such as #, *, or ** in visible slide text.\\n- Text displayed on the slide must be plain language text only.\\n\\nCover slide specification:\\n- Draw inspiration from Swiss Style, International Typographic Style, or Bauhaus.\\n- Avoid simple centered alignment. Use asymmetrical grid placement, extreme top-left or bottom-left title placement, and bold negative space.\\n- Main title should be ultra-large and short, ideally 2-5 characters or a very short phrase.\\n- Subtitle should be ultra-small and benefit-driven, speaking to a pain point or resolution.\\n- Main title should hit the eyes; subtitle should hit the brain.\\n\\nOverall definition:\\n- Core theme: smart and pop business infotainment, intellectual curiosity x entertainment.\\n- Background: white #FFFFFF or cool gray #F5F5F5.\\n- Text: sumi jet black #111111.\\n- Accent: electric yellow #FFCC00 or alert red #FF3333.\\n- Visual style: smartphone-first economic media, monochrome cutouts of people, stylish photos with blown-out backgrounds, fluorescent marker highlights for key numbers or keywords.\\n- Typography: ultra-massive headlines occupying 30%-50% of the slide, extreme jump ratio of 10:1 or more between headline and body, extra-bold sans serif treated like a graphic surface.\\n- Structure: one slide equals one message. Choose either vast negative space or dense text contrast. Place the punchline with impact in the center or spilling off an edge.\\nSTYLE TEMPLATE END\\n\\nDeck title: 统计学：独立开发者的防误判系统\\nDeck summary: 这是一套面向独立开发者和增长营销学习者的演讲型短 deck，围绕“为什么增长数据会误导、统计学如何帮助判断实验结果”展开。叙事从增长实验循环进入，依次解释描述统计、样本偏差、不确定性、A/B 测试与业务判断，最后落到可执行的统计思维清单。\\nDeck format: presenter_slides\\nChosen style: Modern Newspaper\\n\\nSlide 8: 形成统计判断习惯\\nMain message: 统计学不是让你变成数据科学家，而是让产品、营销和商业决策更可靠。\\n\\nVisible text must be exactly these lines, with no extra words:\\n看样本量\\n看分布\\n看长期影响\\n追问因果\\n持续验证\\n\\nLayout:\\n结尾清单页。五条判断习惯以竖向新闻栏目排列，右侧放一个简洁盾牌或系统图标。\\n\\nVisual style:\\n现代报纸结语版，像一篇深度文章最后的行动清单，干净、有力量。\\n\\nAdditional image direction:\\n设计结尾 slide。左侧竖向排列五个短句：“看样本量”“看分布”“看长期影响”“追问因果”“持续验证”。右侧是一个抽象的盾牌或系统面板图形，标题为“防误判系统”。整体保持现代经济媒体风格，强网格、留白充足、结论清晰。\\n\\nRequirements:\\n- Canvas: 1536x864 landscape presentation slide.\\n- Generate one slide only, not a contact sheet and not multiple slide candidates.\\n- Make it presentation-ready, high-sensibility, and coherent with the chosen style template.\\n- Make it visually finished, not a sparse wireframe or placeholder diagram.\\n- Use the strongest signature elements of the style template: palette, typography, composition language, icon/illustration treatment, and editorial rhythm.\\n- Keep all visible text readable at presentation distance.\\n- Use low text density, strong hierarchy, and source-grounded diagrams, editorial composition, or template-specific visuals.\\n- Do not add markdown symbols, fake logos, watermarks, signatures, UI browser chrome, or extra captions.\\n- All visible slide text and speaker-facing copy must be in Chinese.\",\n      \"slideNumber\": 8,\n      \"visibleText\": [\n        \"看样本量\",\n        \"看分布\",\n        \"看长期影响\",\n        \"追问因果\",\n        \"持续验证\"\n      ],\n      \"visualStyle\": \"现代报纸结语版，像一篇深度文章最后的行动清单，干净、有力量。\",\n      \"speakerNotes\": \"收束到实用心法。《统计学入门》的核心价值不是让独立开发者变成数据科学家，而是形成判断习惯：不只看数字，还看样本量；不只看平均值，还看分布；不只看短期提升，还看长期影响；不只看相关性，还追问因果机制；不只相信一次实验，而是持续验证。这样可以少做无效优化，避免被偶然成功迷惑，让产品、营销和商业决策更可靠。\",\n      \"revisedPrompt\": \"Create a single finished presentation slide image, landscape 1536x864, in a modern newspaper / Swiss Style editorial layout with strong grid, generous white space, asymmetrical placement, and high-sensibility business media aesthetic. Background should be clean white or very light cool gray. Primary text in deep jet black. Accent in electric yellow and a small amount of alert red. No watermarks, no UI, no fake logos, no extra captions, no markdown symbols.\\n\\nThis is the final conclusion slide of a deck about statistics for independent developers. The slide should feel like a polished newspaper ending page with a clear action checklist.\\n\\nVisible text must be exactly these five lines and nothing else in visible slide text:\\n看样本量\\n看分布\\n看长期影响\\n追问因果\\n持续验证\\n\\nLayout:\\n- Left side: a vertical column of the five Chinese lines, each on its own line, aligned to a strict grid, with strong hierarchy but all readable. Use a bold sans-serif, newspaper editorial feeling. Make the typography crisp, ultra-legible, and presentation-ready.\\n- Right side: a large abstract shield or system-panel icon, minimal yet refined, built from geometric shapes and thin lines, suggesting a defense system against misjudgment. Use monochrome black with yellow accent blocks or lines, like a modern infographics device. No text inside the icon.\\n- Keep the composition balanced with lots of negative space. The slide should look like a concluding action checklist in a premium business media article.\\n\\nStylistic cues:\\n- Inspired by International Typographic Style, Bauhaus, and smart business journalism.\\n- Strong contrast, precise alignment, editorial rhythm, modern economic media sophistication.\\n- The right-side graphic should feel like a robust dashboard or shield system, abstract and elegant, not cartoonish.\\n- Use subtle fluorescent yellow highlights or bars to energize the design.\\n- The overall tone is confident, concise, and intellectual.\\n\\nEnsure the five lines are the only visible text on the slide and are spelled exactly as above.\",\n      \"storageFileId\": \"qikssrw9nob4ga2jvq4synu5-625dba0f054a1985ce903c4cab731dcc\"\n    }\n  ],\n  \"styleId\": \"modern_newspaper\",\n  \"summary\": \"这是一套面向独立开发者和增长营销学习者的演讲型短 deck，围绕“为什么增长数据会误导、统计学如何帮助判断实验结果”展开。叙事从增长实验循环进入，依次解释描述统计、样本偏差、不确定性、A/B 测试与业务判断，最后落到可执行的统计思维清单。\",\n  \"audience\": \"独立开发者、增长营销学习者、需要用数据判断产品和营销实验结果的早期创业者\",\n  \"imageSize\": \"1536x864\",\n  \"imageModel\": \"gpt-image-2\",\n  \"plannerModel\": \"gpt-5.5\"\n}","structured":{"style":"Modern Newspaper","title":"统计学：独立开发者的防误判系统","format":"presenter_slides","slides":[{"size":"1536x864","model":"gpt-image-2","title":"数字会说话，也会骗人","layout":"封面式报纸头版布局。左侧超大标题，右侧放一个简洁数据卡片，底部小字作为副标题。","status":"completed","message":"统计学的价值，是帮助独立开发者判断数据变化到底有没有意义。","imageUrl":"https://cdn.drillso.com/generated/drill/f891gsrsdd2uwz181n01texg-d8689da95b499997af28bf3221e3aeef.png","storageKey":"generated/drill/f891gsrsdd2uwz181n01texg-d8689da95b499997af28bf3221e3aeef.png","imagePrompt":"Create exactly one complete presentation slide image.\n\nUse the following NotebookLM / Kael style prompt as the dominant art direction. Follow it closely.\n\nSTYLE TEMPLATE START\nYou are a top art director leading Japan's new economy business media.\nGenerate a visually focused, high-sensibility presentation slide that sparks intellectual excitement in business professionals of the smartphone generation.\n\nImportant output rules:\n- Do not include markdown symbols such as #, *, or ** in visible slide text.\n- Text displayed on the slide must be plain language text only.\n\nCover slide specification:\n- Draw inspiration from Swiss Style, International Typographic Style, or Bauhaus.\n- Avoid simple centered alignment. Use asymmetrical grid placement, extreme top-left or bottom-left title placement, and bold negative space.\n- Main title should be ultra-large and short, ideally 2-5 characters or a very short phrase.\n- Subtitle should be ultra-small and benefit-driven, speaking to a pain point or resolution.\n- Main title should hit the eyes; subtitle should hit the brain.\n\nOverall definition:\n- Core theme: smart and pop business infotainment, intellectual curiosity x entertainment.\n- Background: white #FFFFFF or cool gray #F5F5F5.\n- Text: sumi jet black #111111.\n- Accent: electric yellow #FFCC00 or alert red #FF3333.\n- Visual style: smartphone-first economic media, monochrome cutouts of people, stylish photos with blown-out backgrounds, fluorescent marker highlights for key numbers or keywords.\n- Typography: ultra-massive headlines occupying 30%-50% of the slide, extreme jump ratio of 10:1 or more between headline and body, extra-bold sans serif treated like a graphic surface.\n- Structure: one slide equals one message. Choose either vast negative space or dense text contrast. Place the punchline with impact in the center or spilling off an edge.\nSTYLE TEMPLATE END\n\nDeck title: 统计学：独立开发者的防误判系统\nDeck summary: 这是一套面向独立开发者和增长营销学习者的演讲型短 deck，围绕“为什么增长数据会误导、统计学如何帮助判断实验结果”展开。叙事从增长实验循环进入，依次解释描述统计、样本偏差、不确定性、A/B 测试与业务判断，最后落到可执行的统计思维清单。\nDeck format: presenter_slides\nChosen style: Modern Newspaper\n\nSlide 1: 数字会说话，也会骗人\nMain message: 统计学的价值，是帮助独立开发者判断数据变化到底有没有意义。\n\nVisible text must be exactly these lines, with no extra words:\n数字会说话\n也会骗人\n统计学是增长实验的防误判系统\n\nLayout:\n封面式报纸头版布局。左侧超大标题，右侧放一个简洁数据卡片，底部小字作为副标题。\n\nVisual style:\n现代经济媒体头版，强网格、大字号、黑白为主，少量红色或蓝色强调，克制但有冲击力。\n\nAdditional image direction:\n制作一张商业媒体头版感的封面 slide。画面左侧是巨大的中文标题“数字会说话，也会骗人”，右侧是一个简洁的数据卡片，显示“3.0% → 3.6%”和一个小问号，暗示转化率提升是否真实。底部放短句“统计学是增长实验的防误判系统”。使用瑞士网格、报纸栏目、细线分割和高对比字体。不要使用装饰性照片。\n\nRequirements:\n- Canvas: 1536x864 landscape presentation slide.\n- Generate one slide only, not a contact sheet and not multiple slide candidates.\n- Make it presentation-ready, high-sensibility, and coherent with the chosen style template.\n- Make it visually finished, not a sparse wireframe or placeholder diagram.\n- Use the strongest signature elements of the style template: palette, typography, composition language, icon/illustration treatment, and editorial rhythm.\n- Keep all visible text readable at presentation distance.\n- Use low text density, strong hierarchy, and source-grounded diagrams, editorial composition, or template-specific visuals.\n- Do not add markdown symbols, fake logos, watermarks, signatures, UI browser chrome, or extra captions.\n- All visible slide text and speaker-facing copy must be in Chinese.","slideNumber":1,"visibleText":["数字会说话","也会骗人","统计学是增长实验的防误判系统"],"visualStyle":"现代经济媒体头版，强网格、大字号、黑白为主，少量红色或蓝色强调，克制但有冲击力。","speakerNotes":"开场先建立问题感。独立开发者会长期盯访问量、点击率、注册率、付费率、留存率、退款率、广告 ROI 等指标。但这些数字不一定直接等于真实变化。比如 Landing Page 标题改了以后，转化率从 3.0% 到 3.6%，看起来提升了 20%，但也可能只是样本太少带来的随机波动。统计学不是为了考试，而是为了减少误判。","revisedPrompt":"Create exactly one complete presentation slide image, 1536x864 landscape, in the style of a modern newspaper cover with Swiss Style / International Typographic Style / Bauhaus influence, matching a high-sensibility business media presentation. Cover slide layout with strong asymmetrical grid, bold negative space, black and white dominant palette with restrained red or blue accent, clean thin rules, editorial rhythm, and presentation-ready finish.\n\nVisible Chinese text must be exactly these three lines and no extra words anywhere on the slide:\n数字会说话\n也会骗人\n统计学是增长实验的防误判系统\n\nComposition:\n- Left side: gigantic ultra-bold Chinese headline occupying 30–50% of the slide, placed top-left or left-heavy, with stacked line breaks exactly as above.\n- Right side: a compact clean data card in a newspaper-style box showing a simple metric visual with the text “3.0% → 3.6%” and a small question mark, suggesting whether the conversion rate increase is real. Keep it minimal, monochrome, and editorial, not decorative.\n- Bottom area: the subtitle line in small type, aligned with the grid, clear and readable.\n- Use strong grid structure, thin dividing lines, and a high-contrast headline treatment.\n- Avoid centered layout, avoid photos, avoid decorative imagery, avoid clutter.\n- Background white or very light cool gray.\n- Text color black; accent may be a small red or blue mark in the data card only.\n- Ensure all text is readable at presentation distance and looks like a finished keynote cover.\n- Do not include any logos, watermarks, browser chrome, or extra captions.\n- Do not include markdown symbols or English text.","storageFileId":"f891gsrsdd2uwz181n01texg-d8689da95b499997af28bf3221e3aeef"},{"size":"1536x864","model":"gpt-image-2","title":"增长不是拍脑袋","layout":"横向流程图。五个步骤用粗线连接成循环，中心留白放一句短判断。","status":"completed","message":"一个增长动作应该围绕假设、实验、数据、分析和决策循环运行。","imageUrl":"https://cdn.drillso.com/generated/drill/hv9pi4ju5zzi582nzuw8u1td-65cebb1637f780bab4f91c6f79bebfd3.png","storageKey":"generated/drill/hv9pi4ju5zzi582nzuw8u1td-65cebb1637f780bab4f91c6f79bebfd3.png","imagePrompt":"Create exactly one complete presentation slide image.\n\nUse the following NotebookLM / Kael style prompt as the dominant art direction. Follow it closely.\n\nSTYLE TEMPLATE START\nYou are a top art director leading Japan's new economy business media.\nGenerate a visually focused, high-sensibility presentation slide that sparks intellectual excitement in business professionals of the smartphone generation.\n\nImportant output rules:\n- Do not include markdown symbols such as #, *, or ** in visible slide text.\n- Text displayed on the slide must be plain language text only.\n\nCover slide specification:\n- Draw inspiration from Swiss Style, International Typographic Style, or Bauhaus.\n- Avoid simple centered alignment. Use asymmetrical grid placement, extreme top-left or bottom-left title placement, and bold negative space.\n- Main title should be ultra-large and short, ideally 2-5 characters or a very short phrase.\n- Subtitle should be ultra-small and benefit-driven, speaking to a pain point or resolution.\n- Main title should hit the eyes; subtitle should hit the brain.\n\nOverall definition:\n- Core theme: smart and pop business infotainment, intellectual curiosity x entertainment.\n- Background: white #FFFFFF or cool gray #F5F5F5.\n- Text: sumi jet black #111111.\n- Accent: electric yellow #FFCC00 or alert red #FF3333.\n- Visual style: smartphone-first economic media, monochrome cutouts of people, stylish photos with blown-out backgrounds, fluorescent marker highlights for key numbers or keywords.\n- Typography: ultra-massive headlines occupying 30%-50% of the slide, extreme jump ratio of 10:1 or more between headline and body, extra-bold sans serif treated like a graphic surface.\n- Structure: one slide equals one message. Choose either vast negative space or dense text contrast. Place the punchline with impact in the center or spilling off an edge.\nSTYLE TEMPLATE END\n\nDeck title: 统计学：独立开发者的防误判系统\nDeck summary: 这是一套面向独立开发者和增长营销学习者的演讲型短 deck，围绕“为什么增长数据会误导、统计学如何帮助判断实验结果”展开。叙事从增长实验循环进入，依次解释描述统计、样本偏差、不确定性、A/B 测试与业务判断，最后落到可执行的统计思维清单。\nDeck format: presenter_slides\nChosen style: Modern Newspaper\n\nSlide 2: 增长不是拍脑袋\nMain message: 一个增长动作应该围绕假设、实验、数据、分析和决策循环运行。\n\nVisible text must be exactly these lines, with no extra words:\n提出假设\n设计实验\n收集数据\n统计分析\n做出决策\n\nLayout:\n横向流程图。五个步骤用粗线连接成循环，中心留白放一句短判断。\n\nVisual style:\n经济新闻信息图风格，流程像编辑部做的增长实验图解，线条清晰，节点简洁。\n\nAdditional image direction:\n绘制一张横向循环流程图，五个节点依次为“提出假设”“设计实验”“收集数据”“统计分析”“做出决策”，最后箭头回到开头。节点使用报纸信息图风格的方框和细箭头，中央用醒目小标题写“增长是持续实验”。整体保持低文字密度、强层级、现代商业媒体感。\n\nRequirements:\n- Canvas: 1536x864 landscape presentation slide.\n- Generate one slide only, not a contact sheet and not multiple slide candidates.\n- Make it presentation-ready, high-sensibility, and coherent with the chosen style template.\n- Make it visually finished, not a sparse wireframe or placeholder diagram.\n- Use the strongest signature elements of the style template: palette, typography, composition language, icon/illustration treatment, and editorial rhythm.\n- Keep all visible text readable at presentation distance.\n- Use low text density, strong hierarchy, and source-grounded diagrams, editorial composition, or template-specific visuals.\n- Do not add markdown symbols, fake logos, watermarks, signatures, UI browser chrome, or extra captions.\n- All visible slide text and speaker-facing copy must be in Chinese.","slideNumber":2,"visibleText":["提出假设","设计实验","收集数据","统计分析","做出决策"],"visualStyle":"经济新闻信息图风格，流程像编辑部做的增长实验图解，线条清晰，节点简洁。","speakerNotes":"这里把增长动作从“凭感觉改页面”转成一个循环。先提出假设，比如把按钮文案从“立即开始”改成“免费试用 7 天”可以提高注册率。然后设计实验、收集数据、做统计分析，再决定是否采用新版本。关键是：不要只看表面数字，而要判断差异可能来自真实效果，还是随机波动。","revisedPrompt":"Create a single complete presentation slide image, 1536x864 landscape, in a modern newspaper / editorial infographic style with Swiss Style and International Typographic Style influence. White or very light cool gray background, strong asymmetrical composition, bold negative space, crisp black typography, electric yellow accents, subtle red accents. This is a polished, presentation-ready slide for business professionals.\n\nSubject: a horizontal circular growth-experiment flowchart. Five nodes arranged left-to-right across the slide, connected by thin clean arrows in a loop returning from the last node back to the first. Each node is a simple newspaper-style outlined box with minimal icon-like geometric treatment, not cartoonish. Nodes should read clearly at presentation distance. Use editorial rhythm, thin rules, and diagram-like precision.\n\nIMPORTANT TEXT RULES:\nOnly the following Chinese text may appear anywhere on the slide, and each phrase should appear exactly once, with no extra words, no other captions, no labels, no logos, no watermarks:\n提出假设\n设计实验\n收集数据\n统计分析\n做出决策\n\nLayout details:\n- Place the five nodes in a wide horizontal loop spanning the middle third of the slide.\n- Use large whitespace in the center and keep the diagram airy and refined.\n- Make the composition feel like an economics newspaper explainer.\n- Strong hierarchy, low text density, clean lines, sophisticated spacing.\n- Use black text, with one or two electric yellow highlight blocks or marker bands behind parts of the diagram for emphasis, and minimal red micro-accents.\n- Do not add any extra title, subtitle, footer, page number, legend, or explanation.\n- Do not include markdown symbols or UI chrome.\n- The slide should look finished, high-sensibility, and coherent, with clear visual structure and modern business media energy.\n\nTypography: extra-bold sans serif for the five phrases, very legible, graphic, and balanced inside each box. The arrows should be thin, elegant, and circulate the eye around the loop. The overall design should feel like a premium magazine infographic turned into a keynote slide.","storageFileId":"hv9pi4ju5zzi582nzuw8u1td-65cebb1637f780bab4f91c6f79bebfd3"},{"size":"1536x864","model":"gpt-image-2","title":"先看清数据长什么样","layout":"左右对比版式。左侧展示一组极端值数据条，右侧用两个大数字对比“均值被拉高”和“中位数更典型”。","status":"completed","message":"描述统计帮助你理解数据的典型水平和波动，而不是只盯平均值。","imageUrl":"https://cdn.drillso.com/generated/drill/hbjwhz93yrqlob3om4y4z25y-160b1fc12c9f76419f4098c7e3b3a662.png","storageKey":"generated/drill/hbjwhz93yrqlob3om4y4z25y-160b1fc12c9f76419f4098c7e3b3a662.png","imagePrompt":"Create exactly one complete presentation slide image.\n\nUse the following NotebookLM / Kael style prompt as the dominant art direction. Follow it closely.\n\nSTYLE TEMPLATE START\nYou are a top art director leading Japan's new economy business media.\nGenerate a visually focused, high-sensibility presentation slide that sparks intellectual excitement in business professionals of the smartphone generation.\n\nImportant output rules:\n- Do not include markdown symbols such as #, *, or ** in visible slide text.\n- Text displayed on the slide must be plain language text only.\n\nCover slide specification:\n- Draw inspiration from Swiss Style, International Typographic Style, or Bauhaus.\n- Avoid simple centered alignment. Use asymmetrical grid placement, extreme top-left or bottom-left title placement, and bold negative space.\n- Main title should be ultra-large and short, ideally 2-5 characters or a very short phrase.\n- Subtitle should be ultra-small and benefit-driven, speaking to a pain point or resolution.\n- Main title should hit the eyes; subtitle should hit the brain.\n\nOverall definition:\n- Core theme: smart and pop business infotainment, intellectual curiosity x entertainment.\n- Background: white #FFFFFF or cool gray #F5F5F5.\n- Text: sumi jet black #111111.\n- Accent: electric yellow #FFCC00 or alert red #FF3333.\n- Visual style: smartphone-first economic media, monochrome cutouts of people, stylish photos with blown-out backgrounds, fluorescent marker highlights for key numbers or keywords.\n- Typography: ultra-massive headlines occupying 30%-50% of the slide, extreme jump ratio of 10:1 or more between headline and body, extra-bold sans serif treated like a graphic surface.\n- Structure: one slide equals one message. Choose either vast negative space or dense text contrast. Place the punchline with impact in the center or spilling off an edge.\nSTYLE TEMPLATE END\n\nDeck title: 统计学：独立开发者的防误判系统\nDeck summary: 这是一套面向独立开发者和增长营销学习者的演讲型短 deck，围绕“为什么增长数据会误导、统计学如何帮助判断实验结果”展开。叙事从增长实验循环进入，依次解释描述统计、样本偏差、不确定性、A/B 测试与业务判断，最后落到可执行的统计思维清单。\nDeck format: presenter_slides\nChosen style: Modern Newspaper\n\nSlide 3: 先看清数据长什么样\nMain message: 描述统计帮助你理解数据的典型水平和波动，而不是只盯平均值。\n\nVisible text must be exactly these lines, with no extra words:\n均值\n中位数\n标准差\n百分位数\n不要只看平均数\n\nLayout:\n左右对比版式。左侧展示一组极端值数据条，右侧用两个大数字对比“均值被拉高”和“中位数更典型”。\n\nVisual style:\n报纸数据专栏，像一张小型财经数据解析图。用粗黑字突出结论，用细线和小柱状图辅助。\n\nAdditional image direction:\n制作一张数据对比 slide。左侧用十个竖向小柱表示付费金额，其中九个很低且标注“9”，最后一个极高标注“999”。右侧用大号文字展示“平均值被拉高”“中位数更典型”。底部放短句“增长分析不能只看平均数”。构图像现代报纸的数据栏目，清晰、克制、强对比。\n\nRequirements:\n- Canvas: 1536x864 landscape presentation slide.\n- Generate one slide only, not a contact sheet and not multiple slide candidates.\n- Make it presentation-ready, high-sensibility, and coherent with the chosen style template.\n- Make it visually finished, not a sparse wireframe or placeholder diagram.\n- Use the strongest signature elements of the style template: palette, typography, composition language, icon/illustration treatment, and editorial rhythm.\n- Keep all visible text readable at presentation distance.\n- Use low text density, strong hierarchy, and source-grounded diagrams, editorial composition, or template-specific visuals.\n- Do not add markdown symbols, fake logos, watermarks, signatures, UI browser chrome, or extra captions.\n- All visible slide text and speaker-facing copy must be in Chinese.","slideNumber":3,"visibleText":["均值","中位数","标准差","百分位数","不要只看平均数"],"visualStyle":"报纸数据专栏，像一张小型财经数据解析图。用粗黑字突出结论，用细线和小柱状图辅助。","speakerNotes":"描述统计是第一层基础。均值代表平均水平，中位数是排序后的中间值，方差和标准差表示波动程度，百分位数可以表达像 P90 响应时间这样的体验指标。材料里的例子很典型：10 个用户付费金额是 9, 9, 9, 9, 9, 9, 9, 9, 9, 999。平均值会被 999 拉高，但中位数仍然是 9，更能代表典型用户。所以增长分析不能只看平均数。","revisedPrompt":"Create exactly one complete presentation slide image, landscape 1536x864, in a modern newspaper editorial style with Swiss Style / International Typographic Style influence, high-sensibility, presentation-ready. White or cool gray background, black text, electric yellow accent, subtle red accents. Asymmetrical layout with strong negative space, no centered composition. The slide is in Chinese only, and visible text must be exactly these lines and no extra words anywhere:\n均值\n中位数\n标准差\n百分位数\n不要只看平均数\n\nSlide topic: statistics for independent developers, showing descriptive statistics and why average can mislead. Make it look like a small financial data analysis column in a newspaper. Left side: a row of ten vertical small bars representing paid amounts; nine bars are very low and each labeled “9”, the last bar is extremely high and labeled “999”. Use black bars and thin grid lines, with one electric yellow highlight on the tallest bar or key number, and perhaps a subtle red accent to emphasize distortion. Right side: two large bold Chinese phrases as the main comparative punchline, with the first saying “平均值被拉高” and the second saying “中位数更典型”, large enough to dominate the right side, set in extra-bold sans serif, ultra legible, with modern newspaper layout. Bottom area: short sentence “增长分析不能只看平均数” in smaller but readable type. Also include the following visible text as a clean vertical list or compact data labels, integrated into the editorial layout: 均值, 中位数, 标准差, 百分位数. Use fine lines, small bar chart, and concise data-callout typography. Ensure all text is readable and correctly spelled, no English text, no watermarks, no logos, no browser chrome. Make the slide feel like one message: descriptive statistics helps you understand the typical level and spread, not just the mean.","storageFileId":"hbjwhz93yrqlob3om4y4z25y-160b1fc12c9f76419f4098c7e3b3a662"},{"size":"1536x864","model":"gpt-image-2","title":"你的数据代表谁","layout":"中心是一个漏斗或采样窗口，左侧写数据来源，右侧写被推断的市场，中间用红色警示线标出偏差。","status":"completed","message":"样本来源会影响结论，少数用户反馈不一定代表整体市场。","imageUrl":"https://cdn.drillso.com/generated/drill/zmgka9zn611s8y9f5b6w6b2e-7e4467c3bcc496548d217b330d5463d8.png","storageKey":"generated/drill/zmgka9zn611s8y9f5b6w6b2e-7e4467c3bcc496548d217b330d5463d8.png","imagePrompt":"Create exactly one complete presentation slide image.\n\nUse the following NotebookLM / Kael style prompt as the dominant art direction. Follow it closely.\n\nSTYLE TEMPLATE START\nYou are a top art director leading Japan's new economy business media.\nGenerate a visually focused, high-sensibility presentation slide that sparks intellectual excitement in business professionals of the smartphone generation.\n\nImportant output rules:\n- Do not include markdown symbols such as #, *, or ** in visible slide text.\n- Text displayed on the slide must be plain language text only.\n\nCover slide specification:\n- Draw inspiration from Swiss Style, International Typographic Style, or Bauhaus.\n- Avoid simple centered alignment. Use asymmetrical grid placement, extreme top-left or bottom-left title placement, and bold negative space.\n- Main title should be ultra-large and short, ideally 2-5 characters or a very short phrase.\n- Subtitle should be ultra-small and benefit-driven, speaking to a pain point or resolution.\n- Main title should hit the eyes; subtitle should hit the brain.\n\nOverall definition:\n- Core theme: smart and pop business infotainment, intellectual curiosity x entertainment.\n- Background: white #FFFFFF or cool gray #F5F5F5.\n- Text: sumi jet black #111111.\n- Accent: electric yellow #FFCC00 or alert red #FF3333.\n- Visual style: smartphone-first economic media, monochrome cutouts of people, stylish photos with blown-out backgrounds, fluorescent marker highlights for key numbers or keywords.\n- Typography: ultra-massive headlines occupying 30%-50% of the slide, extreme jump ratio of 10:1 or more between headline and body, extra-bold sans serif treated like a graphic surface.\n- Structure: one slide equals one message. Choose either vast negative space or dense text contrast. Place the punchline with impact in the center or spilling off an edge.\nSTYLE TEMPLATE END\n\nDeck title: 统计学：独立开发者的防误判系统\nDeck summary: 这是一套面向独立开发者和增长营销学习者的演讲型短 deck，围绕“为什么增长数据会误导、统计学如何帮助判断实验结果”展开。叙事从增长实验循环进入，依次解释描述统计、样本偏差、不确定性、A/B 测试与业务判断，最后落到可执行的统计思维清单。\nDeck format: presenter_slides\nChosen style: Modern Newspaper\n\nSlide 4: 你的数据代表谁\nMain message: 样本来源会影响结论，少数用户反馈不一定代表整体市场。\n\nVisible text must be exactly these lines, with no extra words:\n选择偏差\n幸存者偏差\n响应偏差\n渠道偏差\n样本先于结论\n\nLayout:\n中心是一个漏斗或采样窗口，左侧写数据来源，右侧写被推断的市场，中间用红色警示线标出偏差。\n\nVisual style:\n调查报道式视觉，像在质疑一组数据的来源，使用框线、批注和放大镜式构图。\n\nAdditional image direction:\n绘制一张采样偏差图。左侧是“技术社区用户”，右侧是“整体目标市场”，中间有一个狭窄采样窗口，窗口旁标注“样本先于结论”。四个小标签围绕画面放置：“选择偏差”“幸存者偏差”“响应偏差”“渠道偏差”。使用现代报纸调查图解风格，带有细线批注和醒目警示色。\n\nRequirements:\n- Canvas: 1536x864 landscape presentation slide.\n- Generate one slide only, not a contact sheet and not multiple slide candidates.\n- Make it presentation-ready, high-sensibility, and coherent with the chosen style template.\n- Make it visually finished, not a sparse wireframe or placeholder diagram.\n- Use the strongest signature elements of the style template: palette, typography, composition language, icon/illustration treatment, and editorial rhythm.\n- Keep all visible text readable at presentation distance.\n- Use low text density, strong hierarchy, and source-grounded diagrams, editorial composition, or template-specific visuals.\n- Do not add markdown symbols, fake logos, watermarks, signatures, UI browser chrome, or extra captions.\n- All visible slide text and speaker-facing copy must be in Chinese.","slideNumber":4,"visibleText":["选择偏差","幸存者偏差","响应偏差","渠道偏差","样本先于结论"],"visualStyle":"调查报道式视觉，像在质疑一组数据的来源，使用框线、批注和放大镜式构图。","speakerNotes":"独立开发者容易用少数用户反馈代表整体市场。材料里的例子是，在技术社区发帖推广产品，得到的用户大多是开发者，于是判断“用户都喜欢高级配置”。但如果目标用户其实是普通运营人员，这个结论就可能误导产品方向。这里要强调四类常见偏差：选择偏差、幸存者偏差、响应偏差、渠道偏差。","revisedPrompt":"Create a single presentation slide image in 1536x864 landscape, fully finished and presentation-ready, in a Modern Newspaper editorial investigation style with Swiss Style / International Typographic Style influence. White or cool light gray background, sumi-black text, electric yellow and alert red accents. Strong asymmetrical composition, lots of negative space, crisp thin rules, boxed annotations, investigative-report feel, like a newspaper diagram questioning data provenance.\n\nThe slide content must contain ONLY these Chinese text lines, and no other visible words anywhere:\n选择偏差\n幸存者偏差\n响应偏差\n渠道偏差\n样本先于结论\n\nLayout and visual concept:\n- Left side: a monochrome cutout or editorial-style cluster representing 技术社区用户 as a source pool, shown as stylized people silhouettes, forum-like cards, and app-like abstract tiles, but without any extra text.\n- Center: a narrow sampling window or funnel, like a magnifier aperture or audit viewport, with a bold red warning line slicing through it to indicate bias. Place the text 样本先于结论 beside or integrated near this central window.\n- Right side: a larger abstract market field representing 整体目标市场, broad and heterogeneous, expressed with varied silhouettes and layered shapes.\n- Around the overall diagram, place four small label tags with the exact text 选择偏差, 幸存者偏差, 响应偏差, 渠道偏差. These should look like editorial callouts with thin leader lines pointing to the corresponding parts of the sampling system.\n- Use a magnifying-glass / investigative framing device, fine contour lines, measured grid, and a red warning slash across the funnel. Add a small amount of fluorescent yellow highlighting behind or under the central warning text and one or two key labels.\n- Typography should be ultra-bold sans serif for the labels, sharply legible at presentation distance, but keep text density low.\n- Composition should feel like a serious data investigation feature in a Japanese business media presentation: intellectually exciting, polished, and high-sensibility.\n\nImportant constraints:\n- Do not add any other captions, labels, numbers, logos, watermarks, UI elements, or English text.\n- Do not use markdown symbols.\n- Keep the slide visually rich, not wireframe-like, with finished shading, clipping, and editorial rhythm.\n- Ensure the five required Chinese lines are readable and exact.\n- Avoid centered symmetry; use bold negative space and uneven balance.\n- Make the sampling bias diagram the clear focal point.\n\nOverall look: modern newspaper investigative illustration, black-white-red-yellow palette, precise editorial diagrams, premium business presentation aesthetic, smartphone-generation economic media sensibility.\n\nVisible text must be exactly these five lines and nothing else.","storageFileId":"zmgka9zn611s8y9f5b6w6b2e-7e4467c3bcc496548d217b330d5463d8"},{"size":"1536x864","model":"gpt-image-2","title":"不要把偶然当趋势","layout":"双栏对比。左栏是小样本硬币结果，右栏是大样本稳定分布，中间用一条竖线分隔。","status":"completed","message":"样本越小，波动越大；样本越大，结论越稳定。","imageUrl":"https://cdn.drillso.com/generated/drill/mdata986ebjdl9pi98ok0xul-6e076febb1ea5153c66e70a25d83cf25.png","storageKey":"generated/drill/mdata986ebjdl9pi98ok0xul-6e076febb1ea5153c66e70a25d83cf25.png","imagePrompt":"Create exactly one complete presentation slide image.\n\nUse the following NotebookLM / Kael style prompt as the dominant art direction. Follow it closely.\n\nSTYLE TEMPLATE START\nYou are a top art director leading Japan's new economy business media.\nGenerate a visually focused, high-sensibility presentation slide that sparks intellectual excitement in business professionals of the smartphone generation.\n\nImportant output rules:\n- Do not include markdown symbols such as #, *, or ** in visible slide text.\n- Text displayed on the slide must be plain language text only.\n\nCover slide specification:\n- Draw inspiration from Swiss Style, International Typographic Style, or Bauhaus.\n- Avoid simple centered alignment. Use asymmetrical grid placement, extreme top-left or bottom-left title placement, and bold negative space.\n- Main title should be ultra-large and short, ideally 2-5 characters or a very short phrase.\n- Subtitle should be ultra-small and benefit-driven, speaking to a pain point or resolution.\n- Main title should hit the eyes; subtitle should hit the brain.\n\nOverall definition:\n- Core theme: smart and pop business infotainment, intellectual curiosity x entertainment.\n- Background: white #FFFFFF or cool gray #F5F5F5.\n- Text: sumi jet black #111111.\n- Accent: electric yellow #FFCC00 or alert red #FF3333.\n- Visual style: smartphone-first economic media, monochrome cutouts of people, stylish photos with blown-out backgrounds, fluorescent marker highlights for key numbers or keywords.\n- Typography: ultra-massive headlines occupying 30%-50% of the slide, extreme jump ratio of 10:1 or more between headline and body, extra-bold sans serif treated like a graphic surface.\n- Structure: one slide equals one message. Choose either vast negative space or dense text contrast. Place the punchline with impact in the center or spilling off an edge.\nSTYLE TEMPLATE END\n\nDeck title: 统计学：独立开发者的防误判系统\nDeck summary: 这是一套面向独立开发者和增长营销学习者的演讲型短 deck，围绕“为什么增长数据会误导、统计学如何帮助判断实验结果”展开。叙事从增长实验循环进入，依次解释描述统计、样本偏差、不确定性、A/B 测试与业务判断，最后落到可执行的统计思维清单。\nDeck format: presenter_slides\nChosen style: Modern Newspaper\n\nSlide 5: 不要把偶然当趋势\nMain message: 样本越小，波动越大；样本越大，结论越稳定。\n\nVisible text must be exactly these lines, with no extra words:\n10 次\n可能只是波动\n10,000 次\n更接近稳定判断\n\nLayout:\n双栏对比。左栏是小样本硬币结果，右栏是大样本稳定分布，中间用一条竖线分隔。\n\nVisual style:\n经济科普插图，严谨但直观，使用硬币、点阵和分布图元素。\n\nAdditional image direction:\n制作一张双栏对比 slide。左栏标题“10 次”，显示少量硬币图标，其中 7 个正面，并标注“可能只是波动”。右栏标题“10,000 次”，显示密集点阵或稳定曲线，并标注“更接近稳定判断”。底部放短句“样本越小，波动越大”。使用报纸科普信息图风格，网格清楚，文字少。\n\nRequirements:\n- Canvas: 1536x864 landscape presentation slide.\n- Generate one slide only, not a contact sheet and not multiple slide candidates.\n- Make it presentation-ready, high-sensibility, and coherent with the chosen style template.\n- Make it visually finished, not a sparse wireframe or placeholder diagram.\n- Use the strongest signature elements of the style template: palette, typography, composition language, icon/illustration treatment, and editorial rhythm.\n- Keep all visible text readable at presentation distance.\n- Use low text density, strong hierarchy, and source-grounded diagrams, editorial composition, or template-specific visuals.\n- Do not add markdown symbols, fake logos, watermarks, signatures, UI browser chrome, or extra captions.\n- All visible slide text and speaker-facing copy must be in Chinese.","slideNumber":5,"visibleText":["10 次","可能只是波动","10,000 次","更接近稳定判断"],"visualStyle":"经济科普插图，严谨但直观，使用硬币、点阵和分布图元素。","speakerNotes":"增长数据天然有波动。今天注册率 5%，明天 3%，不一定说明产品变差，可能是流量来源、样本规模或时间因素不同。材料用抛硬币解释不确定性：抛 10 次出现 7 次正面很正常；但抛 10,000 次如果正面占 70%，就很可能说明硬币有问题。增长实验也是一样，小样本下不要过早下结论。","revisedPrompt":"Create exactly one complete presentation slide image, landscape 1536x864, in a modern newspaper / Swiss Style / International Typographic Style with Japanese business media sensibility. White or cool gray background, sumi black text, electric yellow accents, clean grid, asymmetrical layout, strong negative space, editorial infographic feel. Topic: statistics for independent developers, slide 5 of a deck. The slide is a two-column comparison with a thin vertical divider in the middle.\n\nVisible text must be exactly these lines and no others:\n10 次\n可能只是波动\n10,000 次\n更接近稳定判断\n\nLayout and content:\n- Left column: title text “10 次” placed top-left, large and bold. Beneath it, show a small sample of coin icons, exactly 10 coins, with 7 showing heads and 3 tails. Add a subtle label near the coin cluster reading “可能只是波动”. Use a few sparse dot markers and slight irregularity to imply noise.\n- Right column: title text “10,000 次” placed top-left of the right column, large and bold. Beneath it, show a dense dot matrix or stable distribution curve that looks visually calmer and more stable than the left. Add a label near this chart reading “更接近稳定判断”.\n- Bottom center or bottom-left spanning the slide, add the short sentence “样本越小，波动越大”.\n\nArt direction:\n- Economic explainer illustration, rigorous but intuitive.\n- Use coins, dot arrays, and distribution-chart elements.\n- Typography is ultra-bold sans serif, huge headings with minimal body text, high contrast, clean alignment, with the left title and right title acting as the main anchors.\n- Use bright yellow highlight blocks or marker strokes selectively around key numbers or labels.\n- Make the composition finished and visually polished, not sparse, not a wireframe, not a template mockup.\n- No extra text, no logos, no watermarks, no browser chrome.\n- Keep all text readable at presentation distance.\n- Ensure the slide feels like one coherent magazine-style infographic, not clipart.","storageFileId":"mdata986ebjdl9pi98ok0xul-6e076febb1ea5153c66e70a25d83cf25"},{"size":"1536x864","model":"gpt-image-2","title":"显著不等于重要","layout":"左侧是统计检验卡片，右侧是业务判断清单，中间用大字“≠”形成视觉中心。","status":"completed","message":"A/B 测试要同时看统计显著性和业务价值。","imageUrl":"https://cdn.drillso.com/generated/drill/coaq5gx3cy0f2ocfj9w9f2t4-70c86030132df8e0f8dad03325257e55.png","storageKey":"generated/drill/coaq5gx3cy0f2ocfj9w9f2t4-70c86030132df8e0f8dad03325257e55.png","imagePrompt":"Create exactly one complete presentation slide image.\n\nUse the following NotebookLM / Kael style prompt as the dominant art direction. Follow it closely.\n\nSTYLE TEMPLATE START\nYou are a top art director leading Japan's new economy business media.\nGenerate a visually focused, high-sensibility presentation slide that sparks intellectual excitement in business professionals of the smartphone generation.\n\nImportant output rules:\n- Do not include markdown symbols such as #, *, or ** in visible slide text.\n- Text displayed on the slide must be plain language text only.\n\nCover slide specification:\n- Draw inspiration from Swiss Style, International Typographic Style, or Bauhaus.\n- Avoid simple centered alignment. Use asymmetrical grid placement, extreme top-left or bottom-left title placement, and bold negative space.\n- Main title should be ultra-large and short, ideally 2-5 characters or a very short phrase.\n- Subtitle should be ultra-small and benefit-driven, speaking to a pain point or resolution.\n- Main title should hit the eyes; subtitle should hit the brain.\n\nOverall definition:\n- Core theme: smart and pop business infotainment, intellectual curiosity x entertainment.\n- Background: white #FFFFFF or cool gray #F5F5F5.\n- Text: sumi jet black #111111.\n- Accent: electric yellow #FFCC00 or alert red #FF3333.\n- Visual style: smartphone-first economic media, monochrome cutouts of people, stylish photos with blown-out backgrounds, fluorescent marker highlights for key numbers or keywords.\n- Typography: ultra-massive headlines occupying 30%-50% of the slide, extreme jump ratio of 10:1 or more between headline and body, extra-bold sans serif treated like a graphic surface.\n- Structure: one slide equals one message. Choose either vast negative space or dense text contrast. Place the punchline with impact in the center or spilling off an edge.\nSTYLE TEMPLATE END\n\nDeck title: 统计学：独立开发者的防误判系统\nDeck summary: 这是一套面向独立开发者和增长营销学习者的演讲型短 deck，围绕“为什么增长数据会误导、统计学如何帮助判断实验结果”展开。叙事从增长实验循环进入，依次解释描述统计、样本偏差、不确定性、A/B 测试与业务判断，最后落到可执行的统计思维清单。\nDeck format: presenter_slides\nChosen style: Modern Newspaper\n\nSlide 6: 显著不等于重要\nMain message: A/B 测试要同时看统计显著性和业务价值。\n\nVisible text must be exactly these lines, with no extra words:\np 值小\n不代表值得做\n看提升幅度\n看成本\n看长期质量\n\nLayout:\n左侧是统计检验卡片，右侧是业务判断清单，中间用大字“≠”形成视觉中心。\n\nVisual style:\n评论版社论风格，标题强烈，图表和判断清单并列，像在纠正常见误解。\n\nAdditional image direction:\n设计一张社论式 slide。左侧放一个小数据卡片：“10.00% → 10.05%”“p 值小”。右侧放三个简短判断标签：“提升幅度”“开发成本”“长期质量”。中间用超大符号和文字表达“显著 ≠ 重要”。整体像现代商业媒体的观点页，强排版、少文字、黑白为主加一个强调色。\n\nRequirements:\n- Canvas: 1536x864 landscape presentation slide.\n- Generate one slide only, not a contact sheet and not multiple slide candidates.\n- Make it presentation-ready, high-sensibility, and coherent with the chosen style template.\n- Make it visually finished, not a sparse wireframe or placeholder diagram.\n- Use the strongest signature elements of the style template: palette, typography, composition language, icon/illustration treatment, and editorial rhythm.\n- Keep all visible text readable at presentation distance.\n- Use low text density, strong hierarchy, and source-grounded diagrams, editorial composition, or template-specific visuals.\n- Do not add markdown symbols, fake logos, watermarks, signatures, UI browser chrome, or extra captions.\n- All visible slide text and speaker-facing copy must be in Chinese.","slideNumber":6,"visibleText":["p 值小","不代表值得做","看提升幅度","看成本","看长期质量"],"visualStyle":"评论版社论风格，标题强烈，图表和判断清单并列，像在纠正常见误解。","speakerNotes":"A/B 测试本质是在检验假设：原假设是新版本没有带来提升，备择假设是新版本确实带来提升。p 值小于 0.05 常被称为结果显著，直观理解是：如果新版本其实没有效果，观察到当前差异的概率很低。但材料特别提醒：显著不等于重要。比如按钮颜色让转化率从 10.00% 提高到 10.05%，在巨大样本下可能显著，但对业务几乎没价值。还要看提升幅度、开发维护成本、长期留存或付费质量。","revisedPrompt":"Create exactly one complete presentation slide image, 1536x864 landscape, for a modern newspaper / editorial business slide in the style of Swiss Style / International Typographic Style with a bold, smart, high-sensibility NotebookLM / Kael presentation aesthetic.\n\nSlide topic: 统计学：独立开发者的防误判系统\nSlide 6 message: 显著不等于重要\nMain message: A/B 测试要同时看统计显著性和业务价值。\n\nVisible text must be exactly and only these Chinese lines, with no extra words anywhere on the slide:\np 值小\n不代表值得做\n看提升幅度\n看成本\n看长期质量\n\nComposition: editorial opinion-page layout, strong asymmetry, lots of negative space, black and white dominant with one accent color. Left side: a small data card showing “10.00% → 10.05%” and “p 值小”. Right side: a business judgment checklist with the three labels “看提升幅度”, “看成本”, “看长期质量”. Middle: a huge central “≠” as the visual center, expressing “显著 ≠ 重要”. Use oversized typography and strong hierarchy, like a modern business media article. Make the left statistic card feel like a clipped newspaper data panel, and the right checklist feel like a terse editorial judgment column. Use electric yellow or alert red as a single accent highlight for the key number or symbol, while keeping the overall palette white, cool gray, and sumi black.\n\nTypography: ultra-bold sans serif, high contrast, big headline treatment, source-grounded diagram-like presentation. No markdown symbols, no bullets, no fake logos, no watermarks, no browser chrome. Make all visible text readable at presentation distance. Make it polished, finished, and coherent, not sparse. Add subtle cutout/photo-editorial texture only if it supports the newspaper feel; keep it clean and premium.\n\nImportant: do not add any text other than the exact visible text lines above. Ensure the slide contains only those lines and the central symbol “≠”, with no extra captions or labels.","storageFileId":"coaq5gx3cy0f2ocfj9w9f2t4-70c86030132df8e0f8dad03325257e55"},{"size":"1536x864","model":"gpt-image-2","title":"单一指标不够用","layout":"三列渠道卡片。每列只突出一个关键特征：规模、转化、质量。底部用一条细线连接到“决策”。","status":"completed","message":"增长决策要同时看规模、转化率和用户质量。","imageUrl":"https://cdn.drillso.com/generated/drill/vcz0b036cf4dmqgzaqau400i-6e11929be9bfb772569b4c02c7a276d9.png","storageKey":"generated/drill/vcz0b036cf4dmqgzaqau400i-6e11929be9bfb772569b4c02c7a276d9.png","imagePrompt":"Create exactly one complete presentation slide image.\n\nUse the following NotebookLM / Kael style prompt as the dominant art direction. Follow it closely.\n\nSTYLE TEMPLATE START\nYou are a top art director leading Japan's new economy business media.\nGenerate a visually focused, high-sensibility presentation slide that sparks intellectual excitement in business professionals of the smartphone generation.\n\nImportant output rules:\n- Do not include markdown symbols such as #, *, or ** in visible slide text.\n- Text displayed on the slide must be plain language text only.\n\nCover slide specification:\n- Draw inspiration from Swiss Style, International Typographic Style, or Bauhaus.\n- Avoid simple centered alignment. Use asymmetrical grid placement, extreme top-left or bottom-left title placement, and bold negative space.\n- Main title should be ultra-large and short, ideally 2-5 characters or a very short phrase.\n- Subtitle should be ultra-small and benefit-driven, speaking to a pain point or resolution.\n- Main title should hit the eyes; subtitle should hit the brain.\n\nOverall definition:\n- Core theme: smart and pop business infotainment, intellectual curiosity x entertainment.\n- Background: white #FFFFFF or cool gray #F5F5F5.\n- Text: sumi jet black #111111.\n- Accent: electric yellow #FFCC00 or alert red #FF3333.\n- Visual style: smartphone-first economic media, monochrome cutouts of people, stylish photos with blown-out backgrounds, fluorescent marker highlights for key numbers or keywords.\n- Typography: ultra-massive headlines occupying 30%-50% of the slide, extreme jump ratio of 10:1 or more between headline and body, extra-bold sans serif treated like a graphic surface.\n- Structure: one slide equals one message. Choose either vast negative space or dense text contrast. Place the punchline with impact in the center or spilling off an edge.\nSTYLE TEMPLATE END\n\nDeck title: 统计学：独立开发者的防误判系统\nDeck summary: 这是一套面向独立开发者和增长营销学习者的演讲型短 deck，围绕“为什么增长数据会误导、统计学如何帮助判断实验结果”展开。叙事从增长实验循环进入，依次解释描述统计、样本偏差、不确定性、A/B 测试与业务判断，最后落到可执行的统计思维清单。\nDeck format: presenter_slides\nChosen style: Modern Newspaper\n\nSlide 7: 单一指标不够用\nMain message: 增长决策要同时看规模、转化率和用户质量。\n\nVisible text must be exactly these lines, with no extra words:\nSEO\n规模大\n社区帖子\n转化高\n广告\n要看质量\n\nLayout:\n三列渠道卡片。每列只突出一个关键特征：规模、转化、质量。底部用一条细线连接到“决策”。\n\nVisual style:\n商业数据比较版式，像财经杂志中的渠道拆解图，简洁有判断力。\n\nAdditional image direction:\n制作三列渠道比较 slide。第一列“SEO”，突出“10,000 访问”“3% 注册率”“规模大”。第二列“社区帖子”，突出“500 访问”“8% 注册率”“转化高但样本小”。第三列“广告”，突出“2,000 访问”“3% 注册率”“继续看质量”。底部放一句“增长决策不能只看单一指标”。使用现代报纸数据表和卡片混合布局。\n\nRequirements:\n- Canvas: 1536x864 landscape presentation slide.\n- Generate one slide only, not a contact sheet and not multiple slide candidates.\n- Make it presentation-ready, high-sensibility, and coherent with the chosen style template.\n- Make it visually finished, not a sparse wireframe or placeholder diagram.\n- Use the strongest signature elements of the style template: palette, typography, composition language, icon/illustration treatment, and editorial rhythm.\n- Keep all visible text readable at presentation distance.\n- Use low text density, strong hierarchy, and source-grounded diagrams, editorial composition, or template-specific visuals.\n- Do not add markdown symbols, fake logos, watermarks, signatures, UI browser chrome, or extra captions.\n- All visible slide text and speaker-facing copy must be in Chinese.","slideNumber":7,"visibleText":["SEO","规模大","社区帖子","转化高","广告","要看质量"],"visualStyle":"商业数据比较版式，像财经杂志中的渠道拆解图，简洁有判断力。","speakerNotes":"材料里的转化率例子说明，不能只看单一指标。1,000 人访问、50 人注册，注册转化率是 5%。但分渠道看会更复杂：SEO 有 10,000 访问、300 注册、3% 注册率；社区帖子有 500 访问、40 注册、8% 注册率；广告有 2,000 访问、60 注册、3% 注册率。社区帖子注册率最高但样本较小，SEO 转化率低但规模大。另外还要看留存率，如果某渠道注册率高但留存差，可能带来的是低质量流量。","revisedPrompt":"Create exactly one complete presentation slide image in 1536x864 landscape, high-sensibility modern newspaper style, Swiss Style / International Typographic Style / Bauhaus inspired, white background with cool-gray accents, sharp black typography, electric yellow and alert red highlights. The slide must feel like a polished editorial business data comparison page for smartphone-era professionals.\n\nImportant text rule: the ONLY visible text on the slide must be exactly these six Chinese lines, and nothing else anywhere in the image:\nSEO\n规模大\n社区帖子\n转化高\n广告\n要看质量\nDo not add any other words, labels, numbers, captions, legends, titles, footer text, watermark, logo, or UI elements. No markdown symbols. No English text except SEO.\n\nLayout: three asymmetrical vertical channel cards across the slide, using a modern newspaper / finance magazine layout. Left card: SEO, visually implying scale with a dense broad horizontal bar chart motif and large negative-space data blocks, but no text. Middle card: 社区帖子, visually implying high conversion with a tight, highlighted cluster and an upward accent mark, but no extra text. Right card: 广告, visually implying quality scrutiny with a more structured, premium-looking card and a subtle alert-red quality cue, but no extra text.\n\nEach card should contain only one bold headline line from the allowed text: left card SEO, beneath it 规模大. Middle card 社区帖子, beneath it 转化高. Right card 广告, beneath it 要看质量. Use extremely bold sans-serif typography, ultra-clear and large, with strong hierarchy. Place the text as graphic surfaces, not centered: left-aligned, top-biased, editorial and dynamic.\n\nAdd a thin horizontal line along the bottom connecting the three cards toward a minimal unlabeled endpoint, suggesting decision flow, but without any text. Use subtle monochrome cutout photo texture or newspaper halftone treatment inside cards, with fluorescent yellow highlight bars and small red accent blocks. Clean, premium, analytical, visually finished, with strong negative space and magazine-grade composition. Make it presentation-ready and readable from distance.","storageFileId":"vcz0b036cf4dmqgzaqau400i-6e11929be9bfb772569b4c02c7a276d9"},{"size":"1536x864","model":"gpt-image-2","title":"形成统计判断习惯","layout":"结尾清单页。五条判断习惯以竖向新闻栏目排列，右侧放一个简洁盾牌或系统图标。","status":"completed","message":"统计学不是让你变成数据科学家，而是让产品、营销和商业决策更可靠。","imageUrl":"https://cdn.drillso.com/generated/drill/qikssrw9nob4ga2jvq4synu5-625dba0f054a1985ce903c4cab731dcc.png","storageKey":"generated/drill/qikssrw9nob4ga2jvq4synu5-625dba0f054a1985ce903c4cab731dcc.png","imagePrompt":"Create exactly one complete presentation slide image.\n\nUse the following NotebookLM / Kael style prompt as the dominant art direction. Follow it closely.\n\nSTYLE TEMPLATE START\nYou are a top art director leading Japan's new economy business media.\nGenerate a visually focused, high-sensibility presentation slide that sparks intellectual excitement in business professionals of the smartphone generation.\n\nImportant output rules:\n- Do not include markdown symbols such as #, *, or ** in visible slide text.\n- Text displayed on the slide must be plain language text only.\n\nCover slide specification:\n- Draw inspiration from Swiss Style, International Typographic Style, or Bauhaus.\n- Avoid simple centered alignment. Use asymmetrical grid placement, extreme top-left or bottom-left title placement, and bold negative space.\n- Main title should be ultra-large and short, ideally 2-5 characters or a very short phrase.\n- Subtitle should be ultra-small and benefit-driven, speaking to a pain point or resolution.\n- Main title should hit the eyes; subtitle should hit the brain.\n\nOverall definition:\n- Core theme: smart and pop business infotainment, intellectual curiosity x entertainment.\n- Background: white #FFFFFF or cool gray #F5F5F5.\n- Text: sumi jet black #111111.\n- Accent: electric yellow #FFCC00 or alert red #FF3333.\n- Visual style: smartphone-first economic media, monochrome cutouts of people, stylish photos with blown-out backgrounds, fluorescent marker highlights for key numbers or keywords.\n- Typography: ultra-massive headlines occupying 30%-50% of the slide, extreme jump ratio of 10:1 or more between headline and body, extra-bold sans serif treated like a graphic surface.\n- Structure: one slide equals one message. Choose either vast negative space or dense text contrast. Place the punchline with impact in the center or spilling off an edge.\nSTYLE TEMPLATE END\n\nDeck title: 统计学：独立开发者的防误判系统\nDeck summary: 这是一套面向独立开发者和增长营销学习者的演讲型短 deck，围绕“为什么增长数据会误导、统计学如何帮助判断实验结果”展开。叙事从增长实验循环进入，依次解释描述统计、样本偏差、不确定性、A/B 测试与业务判断，最后落到可执行的统计思维清单。\nDeck format: presenter_slides\nChosen style: Modern Newspaper\n\nSlide 8: 形成统计判断习惯\nMain message: 统计学不是让你变成数据科学家，而是让产品、营销和商业决策更可靠。\n\nVisible text must be exactly these lines, with no extra words:\n看样本量\n看分布\n看长期影响\n追问因果\n持续验证\n\nLayout:\n结尾清单页。五条判断习惯以竖向新闻栏目排列，右侧放一个简洁盾牌或系统图标。\n\nVisual style:\n现代报纸结语版，像一篇深度文章最后的行动清单，干净、有力量。\n\nAdditional image direction:\n设计结尾 slide。左侧竖向排列五个短句：“看样本量”“看分布”“看长期影响”“追问因果”“持续验证”。右侧是一个抽象的盾牌或系统面板图形，标题为“防误判系统”。整体保持现代经济媒体风格，强网格、留白充足、结论清晰。\n\nRequirements:\n- Canvas: 1536x864 landscape presentation slide.\n- Generate one slide only, not a contact sheet and not multiple slide candidates.\n- Make it presentation-ready, high-sensibility, and coherent with the chosen style template.\n- Make it visually finished, not a sparse wireframe or placeholder diagram.\n- Use the strongest signature elements of the style template: palette, typography, composition language, icon/illustration treatment, and editorial rhythm.\n- Keep all visible text readable at presentation distance.\n- Use low text density, strong hierarchy, and source-grounded diagrams, editorial composition, or template-specific visuals.\n- Do not add markdown symbols, fake logos, watermarks, signatures, UI browser chrome, or extra captions.\n- All visible slide text and speaker-facing copy must be in Chinese.","slideNumber":8,"visibleText":["看样本量","看分布","看长期影响","追问因果","持续验证"],"visualStyle":"现代报纸结语版，像一篇深度文章最后的行动清单，干净、有力量。","speakerNotes":"收束到实用心法。《统计学入门》的核心价值不是让独立开发者变成数据科学家，而是形成判断习惯：不只看数字，还看样本量；不只看平均值，还看分布；不只看短期提升，还看长期影响；不只看相关性，还追问因果机制；不只相信一次实验，而是持续验证。这样可以少做无效优化，避免被偶然成功迷惑，让产品、营销和商业决策更可靠。","revisedPrompt":"Create a single finished presentation slide image, landscape 1536x864, in a modern newspaper / Swiss Style editorial layout with strong grid, generous white space, asymmetrical placement, and high-sensibility business media aesthetic. Background should be clean white or very light cool gray. Primary text in deep jet black. Accent in electric yellow and a small amount of alert red. No watermarks, no UI, no fake logos, no extra captions, no markdown symbols.\n\nThis is the final conclusion slide of a deck about statistics for independent developers. The slide should feel like a polished newspaper ending page with a clear action checklist.\n\nVisible text must be exactly these five lines and nothing else in visible slide text:\n看样本量\n看分布\n看长期影响\n追问因果\n持续验证\n\nLayout:\n- Left side: a vertical column of the five Chinese lines, each on its own line, aligned to a strict grid, with strong hierarchy but all readable. Use a bold sans-serif, newspaper editorial feeling. Make the typography crisp, ultra-legible, and presentation-ready.\n- Right side: a large abstract shield or system-panel icon, minimal yet refined, built from geometric shapes and thin lines, suggesting a defense system against misjudgment. Use monochrome black with yellow accent blocks or lines, like a modern infographics device. No text inside the icon.\n- Keep the composition balanced with lots of negative space. The slide should look like a concluding action checklist in a premium business media article.\n\nStylistic cues:\n- Inspired by International Typographic Style, Bauhaus, and smart business journalism.\n- Strong contrast, precise alignment, editorial rhythm, modern economic media sophistication.\n- The right-side graphic should feel like a robust dashboard or shield system, abstract and elegant, not cartoonish.\n- Use subtle fluorescent yellow highlights or bars to energize the design.\n- The overall tone is confident, concise, and intellectual.\n\nEnsure the five lines are the only visible text on the slide and are spelled exactly as above.","storageFileId":"qikssrw9nob4ga2jvq4synu5-625dba0f054a1985ce903c4cab731dcc"}],"styleId":"modern_newspaper","summary":"这是一套面向独立开发者和增长营销学习者的演讲型短 deck，围绕“为什么增长数据会误导、统计学如何帮助判断实验结果”展开。叙事从增长实验循环进入，依次解释描述统计、样本偏差、不确定性、A/B 测试与业务判断，最后落到可执行的统计思维清单。","audience":"独立开发者、增长营销学习者、需要用数据判断产品和营销实验结果的早期创业者","imageSize":"1536x864","imageModel":"gpt-image-2","plannerModel":"gpt-5.5"},"children":[]},"breadcrumbs":[{"id":"4dc3f3af-bd00-4742-a922-5d94722d05f2","slug":"独立开发增长营销流量综合阅读书单推荐-4dc3f3af","title":"独立开发增长营销流量综合阅读书单推荐","type":"page","url":"https://drillso.com/en/share/sessions/C6j7J1Pqk2dm/%E7%8B%AC%E7%AB%8B%E5%BC%80%E5%8F%91%E5%A2%9E%E9%95%BF%E8%90%A5%E9%94%80%E6%B5%81%E9%87%8F%E7%BB%BC%E5%90%88%E9%98%85%E8%AF%BB%E4%B9%A6%E5%8D%95%E6%8E%A8%E8%8D%90-4dc3f3af","agentUrl":"https://drillso.com/en/share/sessions/C6j7J1Pqk2dm/agent.json?node=%E7%8B%AC%E7%AB%8B%E5%BC%80%E5%8F%91%E5%A2%9E%E9%95%BF%E8%90%A5%E9%94%80%E6%B5%81%E9%87%8F%E7%BB%BC%E5%90%88%E9%98%85%E8%AF%BB%E4%B9%A6%E5%8D%95%E6%8E%A8%E8%8D%90-4dc3f3af"},{"id":"2ce3a3cd-fd9b-48eb-b8f2-804e1d6d3cfc","slug":"统计学入门-2ce3a3cd","title":"《统计学入门》","type":"page","url":"https://drillso.com/en/share/sessions/C6j7J1Pqk2dm/%E7%BB%9F%E8%AE%A1%E5%AD%A6%E5%85%A5%E9%97%A8-2ce3a3cd","agentUrl":"https://drillso.com/en/share/sessions/C6j7J1Pqk2dm/agent.json?node=%E7%BB%9F%E8%AE%A1%E5%AD%A6%E5%85%A5%E9%97%A8-2ce3a3cd"}],"parent":{"id":"2ce3a3cd-fd9b-48eb-b8f2-804e1d6d3cfc","slug":"统计学入门-2ce3a3cd","title":"《统计学入门》","type":"page","url":"https://drillso.com/en/share/sessions/C6j7J1Pqk2dm/%E7%BB%9F%E8%AE%A1%E5%AD%A6%E5%85%A5%E9%97%A8-2ce3a3cd","agentUrl":"https://drillso.com/en/share/sessions/C6j7J1Pqk2dm/agent.json?node=%E7%BB%9F%E8%AE%A1%E5%AD%A6%E5%85%A5%E9%97%A8-2ce3a3cd"},"children":[],"fullTree":null,"warnings":[],"truncated":false}