Give an example of Styled Components?

题目类型: 行为面试题

这是一道行为面试题，常见于澳洲IT公司面试中。

难度: medium

参考答案摘要

Lets create and <Wrapper> components with specific styles for each. import React from "react";import styled from "styled-components";// Create a <Title> component that renders an <h1> which is...</p><section><h2>答题技巧</h2><p>行为面试题建议使用 STAR 原则作答（Situation 情境、Task 任务、Action 行动、Result 结果），用具体的过往经历展示你的能力。注意量化结果，突出你的个人贡献。</p></section><p>本题提供 STAR 原则详细解答和技术解析，登录<a href="/study-center">匠人学院学习中心</a>即可查看完整答案、收藏题目并进行模拟面试练习。</p></article><div class="sc-hWnafN coRpow"><a class="sc-ckaILa dzcWDE" href="/en/job-interview?tab=questions">← 返回面试题库</a><div class="sc-gFSHlz gBcaZU"><div class="sc-dVqENa jtcHzt"><h3 class="sc-NVzZH lgyRdz">Give an example of Styled Components?</h3><div class="sc-fXDTOs hvPPMR"><span class="sc-hAYgFD gdtJnx">Medium</span></div><div class="sc-hpEEal ijQujs"></div><div class="sc-etjTuk fgSilB"><div class="sc-HjRpo bCkkXi"><h4 class="sc-gepCyL kYQGYk">想查看完整答案?</h4><p class="sc-hLijXa dTJmqN">登录匠人学院学习中心，获取 STAR 格式回答和详细技术解析</p><a class="sc-bXhvzi cOfLQJ" 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One more push 🎯\",\"metricAvgScore\":\"Average Score\",\"metricPassRatio\":\"Passed/Total\",\"metricStability\":\"Stability\",\"metricAvgLatency\":\"Avg Latency\"},\"sidebar\":{\"sectionTitles\":{\"aboutLab\":\"About This Lab\",\"learningObjectives\":\"Learning Objectives\",\"scenarioContext\":\"Scenario Context\",\"exampleInput\":\"Example Input\",\"expectedOutput\":\"Expected Output\",\"whyItWorks\":\"Why It Works\",\"transferTemplate\":\"Transfer Template\",\"commonMistakes\":\"Common Mistakes\",\"selfCheck\":\"Self-Check\",\"practiceTasks\":\"Practice Tasks\",\"successCriteria\":\"Success Criteria\",\"deliverable\":\"Deliverable\",\"reflectionQuestions\":\"Reflection Questions\",\"relatedPromptMaster\":\"Related Prompt Master\",\"myProgress\":\"My Progress\"},\"ui\":{\"reflectionPlaceholder\":\"Write your reflection...\",\"submitting\":\"Submitting...\",\"updateReflection\":\"Update Reflection\",\"submitReflection\":\"Submit Reflection\",\"loginRequired\":\"Please log in before submitting reflections.\",\"allQuestionsRequired\":\"Please complete all reflection questions first.\",\"submitSuccess\":\"Reflection submitted successfully.\",\"submitFailed\":\"Reflection submission failed, please try again.\",\"runCount\":\"Runs: {count}\",\"bestScore\":\"Best Score: {score}%\",\"reflectionSubmitted\":\"Reflection submitted ({time})\"},\"theoryBridge\":{\"default\":{\"principles\":[\"Defining task boundaries before output format significantly reduces the model's guesswork on intent.\",\"Breaking complex tasks into verifiable small steps is more stable than asking AI to do everything at once.\",\"The core of a high-quality prompt is reusability, not one-time success.\"],\"commonMistakes\":[\"Only writing 'what to do' without specifying success criteria and output structure.\",\"Stuffing too many goals at once, causing the model's attention to scatter.\",\"Not running multiple comparisons, mistaking a lucky result for stable capability.\"],\"transferTemplate\":\"You are [role]. Please complete the task based on the following input.\\n\\nTask objectives:\\n- [Objective 1]\\n- [Objective 2]\\n\\nConstraints:\\n- [Rules to follow]\\n\\nOutput requirements:\\n- Format: [JSON/Markdown/Table]\\n- Fields: [Field list]\\n- Quality criteria: [Verifiable standards]\",\"selfCheck\":[\"Have I clearly specified the role, objectives, constraints, and output format?\",\"Can I explain the purpose behind each instruction?\",\"Have I achieved stable results across 3+ runs?\"]},\"few-shot\":{\"principles\":[\"The key to few-shot is example distribution, not quantity: examples should cover edge cases.\",\"Examples simultaneously teach task objectives, format conventions, and tone.\",\"The closer examples match real input distribution, the more stable the model's transfer.\"],\"commonMistakes\":[\"Examples are too similar, causing the model to only mimic mechanically.\",\"No negative or edge-case examples, causing failures on anomalous inputs.\",\"Example format doesn't match the target output format.\"],\"transferTemplate\":\"Please complete the task following these examples and maintain the same format.\\n\\nExample 1\\nInput: [example input]\\nOutput: [example output]\\n\\nExample 2\\nInput: [example input]\\nOutput: [example output]\\n\\nNow please process:\\nInput: [real input]\\nOutput:\",\"selfCheck\":[\"Do the examples cover at least 1 edge case?\",\"Does the example output format exactly match the target format?\",\"After substituting new input, does it still produce consistent format results?\"]},\"cot\":{\"principles\":[\"CoT's value is making implicit reasoning explicit, making it easier to spot errors.\",\"For complex tasks, 'decompose then solve' is less error-prone than jumping to answers.\",\"Reasoning steps can be evaluated and corrected, making iteration easier.\"],\"commonMistakes\":[\"Using CoT on simple lookup questions, adding noise and latency instead.\",\"Only asking to 'think step by step' without requiring intermediate conclusions.\",\"Not defining when to stop reasoning, leading to verbose output.\"],\"transferTemplate\":\"Please answer following these steps:\\n1) First list known information\\n2) Provide reasoning steps (one per line)\\n3) Mark key assumptions\\n4) Output final answer with confidence level\",\"selfCheck\":[\"Does each step have traceable evidence?\",\"Are facts, assumptions, and conclusions clearly distinguished?\",\"Is the final answer consistent with the intermediate reasoning?\"]},\"json\":{\"principles\":[\"Structured output converts natural language tasks into verifiable contracts.\",\"The clearer the field constraints, the more stable downstream parsing and automation.\",\"Defining the schema before writing the prompt reduces rework.\"],\"commonMistakes\":[\"Only writing 'return JSON' without defining field types and required fields.\",\"Mixing multiple output format requirements in the same prompt.\",\"Not defining fallback rules for missing fields or anomalous values.\"],\"transferTemplate\":\"Please output JSON only, no other text.\\n\\nSchema:\\n{\\n \\\"title\\\": \\\"string\\\",\\n \\\"priority\\\": \\\"low|medium|high\\\",\\n \\\"actions\\\": [\\\"string\\\"],\\n \\\"risks\\\": [\\\"string\\\"]\\n}\\n\\nIf information is insufficient, fill missing fields with null and explain in risks.\",\"selfCheck\":[\"Can the output be directly parsed by JSON.parse?\",\"Do field names, enum values, and types fully match the constraints?\",\"Are missing values handled with null and explanation as agreed?\"]},\"role\":{\"principles\":[\"Role-setting essentially provides the model with a professional perspective and decision criteria.\",\"Role + task + constraints together prevent vague responses.\",\"The more specific the role, the more stable the output style and judgment criteria.\"],\"commonMistakes\":[\"Only writing 'you are an expert' without specific responsibilities and boundaries.\",\"Role goals conflict with task goals.\",\"Role description is too long, drowning out the main task.\"],\"transferTemplate\":\"You are [specific role], skilled in [capabilities].\\n\\nYour task is: [task]\\nYour evaluation criteria are: [criteria]\\nYou must avoid: [prohibitions]\\n\\nPlease provide results in [output format].\",\"selfCheck\":[\"Are the role responsibilities specific enough to be actionable?\",\"Have judgment criteria and prohibitions been defined?\",\"Does the output match the expected tone and depth for this role?\"]},\"hello-ai\":{\"principles\":[\"At the beginner stage, learn to express goals clearly rather than chasing complex techniques.\",\"The first prompt's goal is to establish a stable communication protocol: task, audience, output.\",\"Getting a usable baseline first, then iterating, is the most efficient approach.\"],\"commonMistakes\":[\"Asking AI to 'just write something' with no task boundaries.\",\"Not specifying the audience, causing mismatched complexity levels.\",\"Switching models when the first output isn't ideal, instead of improving the prompt.\"],\"transferTemplate\":\"You are [role]. Please help me complete this task: [task].\\n\\nTarget audience: [audience]\\nI want the result to include: [key points]\\nOutput format: [paragraph/list/table]\\nWord count: [e.g., 200-300 words]\",\"selfCheck\":[\"Have I specified the task, audience, and output format?\",\"Is the result directly usable without further rewriting?\",\"Do I know which instruction to modify next?\"]},\"clear-task\":{\"principles\":[\"The more verifiable the task description, the less likely the model will 'freestyle'.\",\"Separating goals from constraints significantly reduces ambiguity.\",\"Defining 'done' criteria is necessary to judge if output meets the standard.\"],\"commonMistakes\":[\"Using abstract words (high-quality, professional) without defining criteria.\",\"Too many conflicting goals.\",\"Not limiting input scope, causing the model to fabricate non-existent information.\"],\"transferTemplate\":\"Task: Please complete [specific task]\\nInput: Given [input scope]\\nConstraints:\\n- Must include [elements]\\n- Must not include [prohibited items]\\nCompletion criteria:\\n- [Criterion 1]\\n- [Criterion 2]\\nOutput: Please return in [format]\",\"selfCheck\":[\"Can I judge with yes/no whether the output meets the standard?\",\"Are the constraints specific enough to be actionable?\",\"Does the task scope prevent excessive elaboration?\"]},\"output-format\":{\"principles\":[\"Format control fundamentally reduces post-processing and communication costs.\",\"Different formats for the same task directly affect readability and integrability.\",\"Defining the output skeleton first makes it easier for the model to fill content stably.\"],\"commonMistakes\":[\"Requesting paragraph + table + JSON in the same prompt.\",\"Putting format requirements at the end without enough clarity.\",\"Not providing field order and examples, causing structural drift.\"],\"transferTemplate\":\"Please output Markdown strictly using the following structure:\\n\\n## Conclusion\\n- ...\\n\\n## Evidence\\n1. ...\\n2. ...\\n\\n## Recommendations\\n| Item | Recommendation | Priority |\\n|---|---|---|\\n| ... | ... | ... |\",\"selfCheck\":[\"Is the output structure exactly matching the template?\",\"Are field order and naming stable?\",\"Can it be directly copied into business documents/systems?\"]},\"context-management\":{\"principles\":[\"Context is a scarce resource: the key is retaining critical signals while compressing low-value information.\",\"Layering information (essential/optional/historical) improves stability for long tasks.\",\"Context management determines whether multi-turn tasks are sustainable, not single-response quality.\"],\"commonMistakes\":[\"Dumping entire conversation history into the prompt, causing excessive noise.\",\"Lacking context summaries, causing key points to be forgotten in later turns.\",\"Not resetting context after task switches, causing contamination.\"],\"transferTemplate\":\"You will receive three layers of context:\\n1) Core constraints (must follow)\\n2) Current task information (this turn's focus)\\n3) Historical information summary (reference only)\\n\\nPrioritize 1) and 2); if 3) conflicts with 1), follow 1).\",\"selfCheck\":[\"Is the context divided into core, current, and historical layers?\",\"Has historical content been summarized rather than concatenated in full?\",\"Is irrelevant context cleared when switching tasks?\"]},\"code-generation\":{\"principles\":[\"Code generation quality depends on specification clarity, not model intelligence.\",\"Constraining interfaces, edge cases, and test samples significantly reduces rework.\",\"Having AI provide a plan before implementation typically yields higher quality than directly requesting code.\"],\"commonMistakes\":[\"Only saying 'write a feature' without specifying input/output contracts.\",\"Not providing failure cases, leading to happy-path-only correctness.\",\"Requesting refactoring + new features + tests at once — task granularity too large.\"],\"transferTemplate\":\"Please output the implementation plan first, then the code.\\n\\nFeature requirements:\\n- [Feature]\\n\\nInput/Output:\\n- Input: [type and example]\\n- Output: [type and example]\\n\\nConstraints:\\n- Use [language/framework]\\n- Time complexity target [e.g., O(n)]\\n- Must cover edge cases: [edge case list]\\n\\nFinally provide a minimal runnable test case.\",\"selfCheck\":[\"Have input/output contracts and edge cases been defined?\",\"Does the code come with a runnable test case?\",\"Is there an implementation plan before the code?\"]}},\"learningPack\":{\"default\":{\"practiceTasks\":[\"Write a v1 prompt using the current template and run it at least 3 times.\",\"Modify 1-2 instructions based on results to produce a v2 prompt.\",\"Compare v1/v2 stability and usability, and record differences.\"],\"successCriteria\":[\"Output meets task objectives with stable formatting.\",\"You can explain the effect of each modification.\",\"The prompt can be 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This hub covers five core capabilities: full-stack development, prompt engineering, cloud infrastructure, data thinking, and AI engineering core, providing a complete path from your first API call to production deployment. 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From API calls to production deployment, build your core AI competency.\",\"viewCourse\":\"View Course Details\",\"selfAssessment\":\"Skill Assessment\"},\"careerSection\":{\"title\":\"Career Development Path\",\"subtitle\":\"Skill progression from beginner to expert\"},\"resources\":{\"title\":\"Resources\",\"subtitle\":\"Bookmark these resources for quick reference\",\"googleCloudAI\":\"Google Cloud AI Certification\",\"googleCloudAIMeta\":\"Official essentials · Permanent access\",\"promptLabPractice\":\"Prompt Lab Exercises\",\"promptLabMeta\":\"New · 7 Labs\",\"systemPromptDesign\":\"System Prompt Design Workshop\",\"systemPromptDesignMeta\":\"New · 45 min\",\"systemPromptCases\":\"System Prompt Case Studies\",\"systemPromptCasesMeta\":\"5 company cases · Index\",\"systemPromptsMasterclass\":\"System Prompts Masterclass\",\"systemPromptsMasterclassMeta\":\"Claude/GPT Analysis\",\"anthropicClaudePrompts\":\"Anthropic Claude Prompts\",\"anthropicClaudePromptsMeta\":\"Claude Code Deep Dive\",\"openaiGptPrompts\":\"OpenAI GPT Prompts\",\"openaiGptPromptsMeta\":\"GPT Agent Mode Analysis\",\"googleGeminiPrompts\":\"Google Gemini Prompts\",\"googleGeminiPromptsMeta\":\"Gemini CLI Analysis\",\"xaiGrokPrompts\":\"xAI Grok Prompts\",\"xaiGrokPromptsMeta\":\"Persona System Analysis\",\"perplexityMore\":\"Perplexity \u0026 More\",\"perplexityMoreMeta\":\"Search AI Product Analysis\",\"openaiApiGuide\":\"OpenAI API Guide\",\"openaiApiGuideMeta\":\"Wiki · 20 min\",\"claudeApiGuide\":\"Claude API Guide\",\"claudeApiGuideMeta\":\"Wiki · 15 min\",\"pythonCheatSheet\":\"Python Cheat Sheet\",\"pythonCheatSheetMeta\":\"Cheat Sheet · PDF\",\"ragGuide\":\"RAG Hands-on Guide\",\"ragGuideMeta\":\"Wiki · 30 min\",\"ragLock\":\"Sign up\",\"roadmap\":\"Learning Roadmap\",\"roadmapMeta\":\"Visual progress\",\"videoTutorials\":\"Video Tutorials\",\"videoTutorialsMeta\":\"JR TV\",\"vectorDBComparison\":\"Vector Database Comparison\",\"vectorDBComparisonMeta\":\"Wiki\",\"llmComparison\":\"LLM Model Comparison\",\"llmComparisonMeta\":\"Wiki · Continuously updated\"},\"community\":{\"title\":\"Learning Community\",\"badge\":\"2000+ Members\",\"item1\":\"Tech sharing livestreams\",\"item2\":\"Code Review\",\"item3\":\"Hands-on project guidance\",\"item4\":\"AI job referrals\",\"joinFree\":\"Join for Free\"},\"showcase\":{\"title\":\"Student Projects\",\"submit\":\"Submit\",\"project1Name\":\"Customer Service AI Agent\",\"project1Author\":\"@Kevin · RAG + Agent\",\"project2Name\":\"Document Q\u0026A System\",\"project2Author\":\"@Amy · RAG in Practice\",\"project3Name\":\"Data Analysis Assistant\",\"project3Author\":\"@Mike · Function Calling\"},\"projectDemo\":{\"alt\":\"Student project example: Enterprise knowledge base Q\u0026A system architecture — Next.js frontend + FastAPI + Pinecone vector DB + Claude 4.5 API\"},\"faq\":{\"title\":\"FAQ\",\"subtitle\":\"Your most common questions about the AI Engineer career and learning path\",\"q1\":\"What skills does an AI Engineer need?\",\"a1\":\"Five areas: full-stack development, prompt engineering, cloud fundamentals, data thinking, and AI engineering core. Sounds like a lot, but you don't need to learn everything at once — start with a solid full-stack foundation, then gradually move toward AI engineering. We've seen many students jump straight to agents, only to find they can't even handle streaming output properly, and end up going back to basics.\",\"q2\":\"Why must an AI Engineer know full-stack development?\",\"a2\":\"Because AI capabilities ultimately need to be delivered through complete products. Just knowing how to call an API isn't enough. For example: you build a RAG Q\u0026A system, but if you can't implement streaming output with WebSocket, users stare at a blank page for 10 seconds — the experience falls apart. Real AI products need React/Next.js for the UI, Node.js/Python for backend logic, Redis for semantic caching, and Docker for containerized deployment. Check job descriptions at Anthropic and OpenAI — they almost all require solid engineering skills.\",\"q3\":\"Does an AI Engineer need to learn Prompt Engineering?\",\"a3prefix\":\"Absolutely, and at a production level. Prompts in production aren't just a few words typed in a chat box — they're a reusable, testable, version-controlled system that includes \",\"a3SystemPrompt\":\"System Prompt\",\"a3middle\":\" role boundary definitions, few-shot examples, chain-of-thought reasoning, JSON Mode structured output, prompt injection defenses, and more. One of our students building a customer service agent iterated through 23 versions of their System Prompt, ultimately raising user satisfaction from 62% to 89%.\",\"a3link\":\"Learn Prompt Engineering\",\"q4\":\"What cloud computing knowledge is needed for AI app deployment?\",\"a4\":\"More than traditional apps require. LLM APIs charge by token with unpredictable latency — without proper cloud architecture, monthly token costs can exceed server costs. Core skills: AWS Lambda/API Gateway for serverless cost control, Docker + K8s for containerized deployment, CI/CD for automated delivery, Secrets Manager for key management, CloudWatch for monitoring. In short, cloud is what takes your AI app from \\\"it works on my machine\\\" to \\\"it's live, stable, and cost-effective.\\\"\",\"q5\":\"Does an AI Engineer need to understand data?\",\"a5\":\"Yes, but not the traditional ETL and data warehouse kind. AI Engineers care about: how to chunk documents (chunking strategy directly affects retrieval quality), whether embedding vectorization is accurate, and how to design evaluation metrics. We've seen too many teams with poor RAG results whose first instinct is \\\"switch to a more expensive model\\\" — only to find the document chunks were too coarse and retrieval wasn't returning the right passages.\",\"q6\":\"What is the AI Engineer learning path?\",\"a6prefix\":\"Three steps. \",\"a6step1Label\":\"Step 1\",\"a6step1Link\":\"LLM API calls\",\"a6step1Text\":\" (OpenAI/Claude) + Streaming + Function Calling — get the model running first.\",\"a6step2Label\":\"Step 2\",\"a6step2RAGLink\":\"RAG\",\"a6step2Middle\":\" (vector DB + retrieval + generation) + \",\"a6step2AgentLink\":\"AI Agent\",\"a6step2Text\":\" + MCP protocol — build complex applications.\",\"a6step3Label\":\"Step 3\",\"a6step3Text\":\": Guardrails, evaluation, LLM monitoring (LangSmith/Helicone), cost control — get your app stable in production. Don't try to learn all 20 skills at once. Start with one RAG Q\u0026A system, and skills will naturally accumulate through the project.\",\"q7\":\"Do I need to learn machine learning before becoming an AI Engineer?\",\"a7prefix\":\"No. Today's LLM APIs have machine learning packaged up — your job is to \",\"a7link\":\"call APIs\",\"a7suffix\":\", design prompts, and architect applications. Understanding Transformer and embedding principles helps, but it's not a prerequisite — build something first, learn the theory through practice.\",\"q8\":\"How can traditional developers transition to AI Engineering?\",\"a8\":\"If you already know React/Node.js/Python, congratulations — you've basically covered full-stack. The rest is building AI engineering skills. One of our students spent 5 years as a Rails backend developer. Their transition path: Month 1, learn LLM APIs + Prompt Engineering; Month 2, build an internal knowledge base Q\u0026A system (RAG + Pinecone); Month 3, add agents and deployment, then interview with that project — they landed an offer. The key is learning by building, not just watching tutorials.\",\"q9\":\"What are the job prospects and salary for AI Engineers?\",\"a9\":\"Straight to the data: based on Glassdoor and Seek 2024-2025 job listings, AI Engineer starting salaries in Australia are AUD $120K-$160K, with senior roles reaching $200K+, which is 20-50% higher than equivalent traditional software engineers. Why? Because most companies want to integrate LLM capabilities into their products, but few people can actually do it. Note though: \\\"using ChatGPT\\\" and \\\"shipping a RAG system\\\" are two very different things — employers look for the latter.\",\"q10\":\"What's the difference between an AI Engineer and a Data Scientist?\",\"a10\":\"In one sentence: data scientists train models, AI Engineers build products with models. Data scientists need strong math, tuning skills, and algorithm knowledge; AI Engineers need strong engineering, architecture, and deployment skills. In the LLM era, most companies need people who can \\\"turn models into usable products\\\" rather than \\\"train a model from scratch\\\" — which is why AI Engineer demand is significantly higher.\"},\"capabilityMap\":{\"sectionAriaLabel\":\"AI Engineer Capability Map\",\"title\":\"What Does an AI Engineer Actually Need?\",\"prevStep\":\"Prev\",\"pause\":\"Pause\",\"play\":\"Play\",\"nextStep\":\"Next\",\"share\":\"Share\",\"sourceNote\":\"📊 Framework based on AI industry hiring trends and engineering practices from Anthropic, OpenAI, etc. · 2,300+ assessments completed\",\"progressHintDefault\":\"Click skill cards below to assess your proficiency\",\"progressHintDone\":\"All skills assessed!\",\"progressHintPartial\":\"{assessed}/{total} skills assessed\",\"viewSkillProfile\":\"View Skill Profile →\",\"detailStep\":\"Step {step}: {title}\",\"assessTitle\":\"Assess your skill level ({assessed}/{total} assessed)\",\"levelNone\":\"New\",\"levelBasic\":\"Familiar\",\"levelProficient\":\"Proficient\",\"extraSectionTitle\":\"💡 Extended Thinking (not part of assessment)\",\"extraProductThinkingDesc\":\"How to design AI-native user experiences? 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On non-technical roles, AI productivity skills are becoming a strong plus or even a baseline requirement. 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Builder: Rapidly build AI product prototypes and MVPs with low-code/no-code tools\",\"9\":\"AI Product Manager: AI-native product strategy, requirement analysis, and delivery practice\"}},\"routes\":{\"title\":\"Recommended Learning Routes\",\"items\":{\"1\":\"Non-technical beginners: AI Productivity → Prompt Master → AI Content Creation (2-6 weeks)\",\"2\":\"Beginners who want coding: Vibe Coding → Prompt Master → AI Builder (4-10 weeks)\",\"3\":\"Developers leveling up: Vibe Coding → AI Engineer → project practice (8-12 weeks)\",\"4\":\"Product/founder track: Prompt Master → AI Builder → AI Product Manager (6-10 weeks)\"}},\"resources\":{\"title\":\"Supporting Resources\",\"items\":{\"1\":\"50+ learning roadmaps with detailed weekly path planning\",\"2\":\"200+ video tutorials covering tools, demos, and skill explainers\",\"3\":\"100+ cheat sheets for fast reference across languages, frameworks, and tools\",\"4\":\"Wiki knowledge base with structured technical docs and study notes\",\"5\":\"Interactive labs: Prompt Lab + Frontend Lab for hands-on online practice\"}}}},\"salaryComparison\":{\"title\":\"Global Tech Salary Comparison (2024-2025)\",\"subtitle\":\"Compare software engineer salaries, benefits, and living costs across countries\",\"filterCountry\":\"Country/Region:\",\"filterLevel\":\"Level:\",\"filterAll\":\"All\",\"countries\":{\"australia\":\"Australia\",\"usa\":\"USA\",\"singapore\":\"Singapore\",\"malaysia\":\"Malaysia\",\"china\":\"China\",\"uk\":\"UK\",\"germany\":\"Germany\"},\"tableHeaders\":{\"country\":\"Country\",\"level\":\"Level\",\"localSalary\":\"Local Salary\",\"totalPackage\":\"Total Package\",\"retirement\":\"Retirement\",\"annualLeave\":\"Annual Leave\",\"maxTaxRate\":\"Max Tax Rate\",\"highlights\":\"Highlights\"},\"leaveDays\":\"{days} days\",\"experience\":{\"junior\":\"0-2 yrs\",\"mid\":\"2-5 yrs\",\"senior\":\"5-8 yrs\"},\"salaryData\":{\"australia\":{\"junior\":{\"retirement\":\"11.5% Super\",\"highlights\":[\"Mandatory Super\",\"4 wks leave\",\"Medicare\"]},\"mid\":{\"retirement\":\"11.5% Super\",\"highlights\":[\"Stable market\",\"Work-life balance\"]},\"senior\":{\"retirement\":\"11.5% Super\",\"highlights\":[\"Big tech RSU\",\"Bank benefits\"]}},\"usa\":{\"junior\":{\"retirement\":\"401(k) voluntary\",\"highlights\":[\"High salary\",\"High equity\",\"Employer health insurance\"]},\"mid\":{\"retirement\":\"401(k) voluntary\",\"highlights\":[\"Signing Bonus\",\"Significant RSU\"]},\"senior\":{\"retirement\":\"401(k) voluntary\",\"highlights\":[\"Highest global pay\",\"Equity-driven\"]}},\"singapore\":{\"junior\":{\"retirement\":\"CPF 37%\",\"highlights\":[\"Low tax\",\"English environment\",\"AWS 13th month\"]},\"mid\":{\"retirement\":\"CPF 37%\",\"highlights\":[\"Asia finance hub\",\"Many big techs\"]},\"senior\":{\"retirement\":\"CPF 37%\",\"highlights\":[\"Big tech RSU\",\"High after-tax income\"]}},\"malaysia\":{\"junior\":{\"retirement\":\"EPF 24%\",\"highlights\":[\"Low cost of living\",\"Remote work popular\"]},\"mid\":{\"retirement\":\"EPF 24%\",\"highlights\":[\"Higher MNC pay\",\"Google KL\"]},\"senior\":{\"retirement\":\"EPF 24%\",\"highlights\":[\"High purchasing power\",\"Digital nomad visa\"]}},\"china\":{\"junior\":{\"retirement\":\"Social insurance\",\"highlights\":[\"Big tech stock\",\"996 risk\"]},\"mid\":{\"retirement\":\"Social insurance\",\"highlights\":[\"Job-hop salary bump\",\"Overtime culture\"]},\"senior\":{\"retirement\":\"Social insurance\",\"highlights\":[\"Large stock portion\",\"High work intensity\"]}},\"uk\":{\"junior\":{\"retirement\":\"Pension 8%\",\"highlights\":[\"NHS healthcare\",\"28 days leave\"]},\"mid\":{\"retirement\":\"Pension 8%\",\"highlights\":[\"High London pay\",\"European gateway\"]},\"senior\":{\"retirement\":\"Pension 8%\",\"highlights\":[\"Fintech hub\",\"Work-life balance\"]}},\"germany\":{\"junior\":{\"retirement\":\"Pension 18.6%\",\"highlights\":[\"30 days leave\",\"Strong labor protection\"]},\"mid\":{\"retirement\":\"Pension 18.6%\",\"highlights\":[\"Work-life balance\",\"Berlin Tech Hub\"]},\"senior\":{\"retirement\":\"Pension 18.6%\",\"highlights\":[\"High Munich pay\",\"Stable employment\"]}}},\"compareDimensions\":{\"highestSalary\":{\"title\":\"Highest Salary\",\"desc\":\"Maximize absolute salary figures\",\"countries\":[\"USA (Bay Area)\",\"USA (NYC)\"]},\"bestAfterTax\":{\"title\":\"Best After Tax\",\"desc\":\"Low tax rate + good salary for optimized take-home pay\",\"countries\":[\"Singapore\",\"Switzerland\",\"Hong Kong\"]},\"workLifeBalance\":{\"title\":\"Work-Life Balance\",\"desc\":\"More leave, less overtime, higher quality of life\",\"countries\":[\"Australia\",\"Germany\",\"Netherlands\"]},\"bestPurchasingPower\":{\"title\":\"Best Purchasing Power\",\"desc\":\"Best salary-to-cost-of-living ratio\",\"countries\":[\"Malaysia\",\"Vietnam\",\"Thailand\"]},\"fastCareerGrowth\":{\"title\":\"Fast Career Growth\",\"desc\":\"Many big tech opportunities with clear promotion paths\",\"countries\":[\"USA\",\"China\",\"Singapore\"]},\"chineseFriendly\":{\"title\":\"Chinese-Friendly\",\"desc\":\"Large Chinese communities, easy cultural adaptation\",\"countries\":[\"Singapore\",\"Malaysia\",\"Australia\"]}},\"livingCost\":{\"sectionTitle\":\"Living Cost Comparison (Monthly)\",\"rent\":\"Rent (City Center)\",\"food\":\"Food\",\"transport\":\"Transport\",\"monthlyTotal\":\"Monthly Total\",\"cities\":{\"australia\":\"Australia (Sydney)\",\"usa\":\"USA (Bay Area)\",\"singapore\":\"Singapore\",\"malaysia\":\"Malaysia (KL)\",\"china\":\"China (Shanghai)\",\"uk\":\"UK (London)\"}},\"jobResources\":{\"sectionTitle\":\"Job Resources\",\"platformLabel\":\"Popular job platforms\"},\"tips\":{\"title\":\"Salary Negotiation Tips\",\"items\":{\"1\":{\"bold\":\"Do your research\",\"text\":\"Use Levels.fyi and Glassdoor to understand market rates\"},\"2\":{\"bold\":\"Clarify Total Compensation\",\"text\":\"Look beyond base salary - calculate Bonus, Equity, Super/CPF\"},\"3\":{\"bold\":\"Consider hidden benefits\",\"text\":\"Retirement, leave, and health insurance all have real value\"},\"4\":{\"bold\":\"Compare after-tax income\",\"text\":\"Factor in tax rates and living costs for actual purchasing power\"},\"5\":{\"bold\":\"Consider work-life balance\",\"text\":\"High pay may not be worth it if work intensity is extreme\"},\"6\":{\"bold\":\"Always Negotiate\",\"text\":\"Most companies leave room for negotiation\"}}},\"disclaimer\":{\"label\":\"Data Note:\",\"text\":\"Salary data sourced from Glassdoor, Levels.fyi, NodeFlair, JobStreet, and community feedback. For reference only. Actual salaries vary by company, individual skills, and negotiation. Exchange rates are estimated at 2024 averages. Living costs are estimates for single professionals renting in city centers.\"}},\"aiModelComparison\":{\"title\":\"AI Model Comparison Reference (2026)\",\"subtitle\":\"Choose the right model for your task. Prices are per million tokens.\",\"filterAll\":\"All\",\"tableHeaders\":{\"provider\":\"Provider\",\"model\":\"Model\",\"context\":\"Context\",\"speed\":\"Speed\",\"price\":\"Price\",\"vision\":\"Vision\",\"strengths\":\"Strengths\"},\"speeds\":{\"lightning\":\"Lightning\",\"instant\":\"Instant\",\"veryFast\":\"Very Fast\",\"fast\":\"Fast\",\"medium\":\"Medium\",\"slow\":\"Slower\",\"superFast\":\"Super Fast\"},\"modelStrengths\":{\"gpt52\":[\"Top reasoning\",\"Full multimodal understanding\",\"Complex architecture design\",\"Self-evolving\"],\"gpt51\":[\"Ultra performance\",\"Low latency\",\"Strong code generation\"],\"gpt5mini\":[\"Best value\",\"Millisecond response\",\"Multimodal support\"],\"gpt5nano\":[\"Compact\",\"Low energy\",\"Edge computing ready\"],\"gpt5\":[\"AGI-level reasoning\",\"Full multimodal interaction\",\"Deep autonomous Agent\",\"Self-correcting\"],\"gpt4o\":[\"Multimodal (text+image)\",\"Strong reasoning\",\"Fast response\",\"High-quality output\"],\"gpt4omini\":[\"Cost-effective\",\"Fast\",\"Vision support\",\"Batch-ready\"],\"o1\":[\"Super reasoning\",\"Math/code expert\",\"Deep thinking\",\"Complex problem solving\"],\"o3mini\":[\"Strong reasoning\",\"Moderate cost\",\"Good at coding\"],\"gemini3pro\":[\"Native multimodal\",\"Complex reasoning\",\"Ultra-long context\",\"Agentic Workflow\"],\"gemini3flash\":[\"Ultra-low latency\",\"High throughput\",\"Best value\"],\"gemini25pro\":[\"Huge context\",\"Multimodal\",\"Long doc processing\",\"Chain of thought\"],\"gemini25flash\":[\"Ultra fast\",\"Huge context\",\"Extreme value\",\"Chain of thought\"],\"gemini20flash\":[\"Ultra fast\",\"Native tool calling\",\"Real-time capability\"],\"gemini15flash\":[\"Fast\",\"Low cost\",\"Large context\"],\"claudeSonnet45\":[\"Code architect level\",\"Highly human-like\",\"Zero hallucination pursuit\",\"Complex instruction following\"],\"claudeHaiku45\":[\"Fast response\",\"Low cost\",\"Solid logic\"],\"claudeOpus45\":[\"Strongest overall\",\"Extended thinking\",\"Deep reasoning\",\"Creative writing\"],\"claudeSonnet4\":[\"Coding expert\",\"Balanced performance\",\"High code quality\"],\"claude35sonnet\":[\"Strong at code\",\"Good value\",\"Reliable\"],\"grok3\":[\"Strong reasoning\",\"Real-time info\",\"Witty style\"],\"grok3fast\":[\"Speed-first\",\"Low latency\"],\"grok2vision\":[\"Vision capable\",\"Image understanding\"],\"llama4405b\":[\"Strongest open-source\",\"Native multimodal\",\"MoE architecture\"],\"llama470b\":[\"Balanced performance\",\"High throughput\",\"Instruction following\"],\"llama48b\":[\"On-device\",\"Ultra-low latency\",\"Function calling\"]},\"bestFor\":{\"gpt52\":\"Scientific research, top-tier engineering, fully automated workflows\",\"gpt51\":\"Real-time interaction, complex coding, large-scale data analysis\",\"gpt5mini\":\"Daily translation, summarization, simple logic tasks\",\"gpt5nano\":\"On-device processing, ultra-low-cost filtering\",\"gpt5\":\"Complex research, autonomous tasks, ultra-long context, real-time audio/video\",\"gpt4o\":\"Complex tasks, image understanding, code generation\",\"gpt4omini\":\"Daily tasks, batch processing, smart import parsing\",\"o1\":\"Math reasoning, complex coding, scientific research\",\"o3mini\":\"Coding tasks, logical reasoning\",\"gemini3pro\":\"Complex code analysis, multimodal reasoning, deep research\",\"gemini3flash\":\"Real-time apps, large-scale processing, simple tasks\",\"gemini25pro\":\"Long document analysis, complex reasoning, research\",\"gemini25flash\":\"Batch processing, real-time apps, large document parsing\",\"gemini20flash\":\"Real-time interaction, Agent applications\",\"gemini15flash\":\"Daily tasks, cost-sensitive scenarios\",\"claudeSonnet45\":\"Core business logic, high-risk decisions, enterprise development\",\"claudeHaiku45\":\"Classification, automation, fast customer service\",\"claudeOpus45\":\"Complex tasks, creative work, deep analysis\",\"claudeSonnet4\":\"Coding, daily work, content generation\",\"claude35sonnet\":\"Coding, analysis, writing\",\"grok3\":\"General tasks, real-time information needs\",\"grok3fast\":\"Scenarios requiring fast response\",\"grok2vision\":\"Image analysis tasks\",\"llama4405b\":\"Private deployment, complex reasoning, multimodal tasks\",\"llama470b\":\"General tasks, RAG, summarization\",\"llama48b\":\"Edge computing, simple classification, fast response\"},\"prices\":{\"llama4405b\":\"Open/Hosted\",\"llama470b\":\"Open/Hosted\",\"llama48b\":\"Open/Hosted\",\"gemini20flash\":\"Free/Pay-as-you-go\"},\"useCases\":{\"codeGeneration\":{\"title\":\"Code Generation\",\"reason\":\"High code quality and comprehension\"},\"smartImport\":{\"title\":\"Smart Import/Parsing\",\"reason\":\"Large context, fast, cheap - ideal for batch parsing\"},\"creativeWriting\":{\"title\":\"Creative Writing\",\"reason\":\"Strong creativity and writing quality\"},\"complexReasoning\":{\"title\":\"Complex Reasoning/Math\",\"reason\":\"Deep reasoning and strong logic\"},\"imageUnderstanding\":{\"title\":\"Image Understanding\",\"reason\":\"Multimodal capability and visual comprehension\"},\"longDocument\":{\"title\":\"Long Document Processing\",\"reason\":\"Ultra-large context windows\"},\"realtimeAgent\":{\"title\":\"Real-time Interaction/Agent\",\"reason\":\"Low latency and tool-calling ability\"},\"costSensitive\":{\"title\":\"Cost-Sensitive/Private\",\"reason\":\"Low price, supports local deployment\"}},\"ironTriangle\":{\"quality\":{\"title\":\"Quality First\",\"desc\":\"Core business logic, high-risk decisions, top research. Pursuing ultimate accuracy and reasoning depth.\"},\"latency\":{\"title\":\"Latency First\",\"desc\":\"Real-time chat, code completion, search augmentation. Pursuing millisecond-level TTFT.\"},\"cost\":{\"title\":\"Cost First\",\"desc\":\"Large-scale data cleaning, intent classification, simple translation. Pursuing max throughput at lowest token price.\"}},\"engineeringMatrix\":{\"sectionTitle\":\"Engineering Capabilities Matrix\",\"featureHeader\":\"Feature\",\"features\":{\"contextCaching\":\"Context Caching\",\"structuredOutput\":\"Structured Output (JSON)\",\"batchApi\":\"Batch API\",\"multimodal\":\"Vision/Audio (Multimodal)\",\"fineTuning\":\"Fine-tuning\"}},\"costScenarios\":{\"sectionTitle\":\"Real-world Cost Estimates\",\"bookSummary\":{\"task\":\"Book Summary\",\"desc\":\"Input 200K words (300K tokens), output 5000-word summary\"},\"repoAnalysis\":{\"task\":\"Repo Analysis\",\"desc\":\"Input entire project code (1M tokens), output architecture suggestions\"},\"chatbot\":{\"task\":\"Chatbot\",\"desc\":\"1000 conversations/day (avg 1K in / 200 out per turn)\"}},\"performanceMetrics\":{\"sectionTitle\":\"Performance \u0026 Compliance\",\"latency\":{\"title\":\"Latency Profile (TTFT)\",\"desc\":\"Time to first token: key metric for real-time conversation experience\"},\"throughput\":{\"title\":\"Throughput (Generation Speed)\",\"desc\":\"Throughput: affects long document and code generation experience\"},\"enterprise\":{\"title\":\"Enterprise Compliance\",\"desc\":\"Data privacy, private deployment, and compliance\"}},\"promptStrategies\":{\"sectionTitle\":\"Prompting Strategy Guide\",\"claude\":{\"strategy\":\"XML Structured (XML Tags)\",\"tip\":\"Claude strongly prefers XML tags to isolate context. Use \u003cdata\u003e, \u003crules\u003e tags to wrap content for significantly better results.\"},\"gpt\":{\"strategy\":\"System Persona (Role Setting)\",\"tip\":\"Define a strong persona in the System Prompt. For complex tasks, explicitly request \\\"Let's think step by step\\\".\"},\"gemini\":{\"strategy\":\"Few-Shot \u0026 Long Context\",\"tip\":\"Leverage ultra-long context to provide many examples (10+). Gemini excels at learning patterns from long documents or multimodal inputs.\"},\"llama\":{\"strategy\":\"Direct Instruction\",\"tip\":\"Keep instructions clear and concise. For Llama 3/4, explicitly forbid verbosity (e.g., \\\"No yapping\\\", \\\"JSON only\\\").\"},\"grok\":{\"strategy\":\"Real-time \u0026 Witty (Style)\",\"tip\":\"Leverage its real-time access to X (Twitter) data. For serious tasks, set \\\"Be professional, no jokes\\\" in the System Prompt.\"}},\"disclaimer\":{\"label\":\"Pricing Note:\",\"text\":\"Price format is $input / $output (per 1M tokens). Actual prices may vary by region and account type - check official sources. Gemini models may have free tiers at low usage. Larger context models are better for long documents but may cost more.\"}},\"claudeCodeCommands\":{\"title\":\"Claude Code Command Quick Reference\",\"subtitle\":\"Filter commands by purpose and quickly find the right entry point\",\"tableHeaders\":{\"command\":\"Command\",\"purpose\":\"Purpose\",\"category\":\"Category\",\"example\":\"Example\",\"tags\":\"Tags\"},\"filters\":{\"all\":\"All\",\"session\":\"Session\",\"query\":\"Query\",\"history\":\"History\",\"tools\":\"Tools \u0026 Config\",\"meta\":\"In-Session\"},\"categories\":{\"session\":\"Session\",\"query\":\"Query\",\"history\":\"History\",\"git\":\"Git\",\"update\":\"Update\",\"mcp\":\"MCP\",\"context\":\"Context\",\"model\":\"Model\",\"safety\":\"Permissions\",\"output\":\"Output\",\"config\":\"Config\",\"info\":\"Info\",\"meta\":\"In-Session\"},\"commands\":{\"claude\":{\"purpose\":\"Enter interactive mode\",\"tags\":[\"Interactive\",\"Entry\"]},\"claudeTask\":{\"purpose\":\"One-off task then exit\",\"tags\":[\"Task\",\"Quick Run\"]},\"claudeP\":{\"purpose\":\"One-off query then exit\",\"tags\":[\"Query\",\"Read-only\"]},\"claudeCP\":{\"purpose\":\"Continue last conversation with one-off output\",\"tags\":[\"Continue\",\"Read-only\"]},\"claudeC\":{\"purpose\":\"Continue most recent conversation\",\"tags\":[\"Session\",\"Continue\"]},\"claudeR\":{\"purpose\":\"Resume a past conversation\",\"tags\":[\"History\",\"Resume\"]},\"claudeRSession\":{\"purpose\":\"Resume a specific session and continue\",\"tags\":[\"History\",\"Resume\"]},\"claudeResume\":{\"purpose\":\"Resume a specific session\",\"tags\":[\"Session\",\"Resume\"]},\"claudeUpdate\":{\"purpose\":\"Update Claude Code\",\"tags\":[\"Update\",\"Maintenance\"]},\"claudeCommit\":{\"purpose\":\"Generate commit message and create Git commit\",\"tags\":[\"Commit\",\"Collaboration\"]},\"claudeMcp\":{\"purpose\":\"Manage MCP configuration/connections\",\"tags\":[\"MCP\",\"Extension\"]},\"claudeMcpConfig\":{\"purpose\":\"Specify MCP config file\",\"tags\":[\"MCP\",\"Config\"]},\"claudeStrictMcp\":{\"purpose\":\"Strict MCP config validation\",\"tags\":[\"MCP\",\"Security\"]},\"claudeAddDir\":{\"purpose\":\"Add more directories to context\",\"tags\":[\"Context\",\"Multi-dir\"]},\"claudeModel\":{\"purpose\":\"Specify model\",\"tags\":[\"Model\",\"Performance\"]},\"claudeFallbackModel\":{\"purpose\":\"Set fallback model\",\"tags\":[\"Model\",\"Reliability\"]},\"claudePermissionMode\":{\"purpose\":\"Set permission mode\",\"tags\":[\"Permissions\",\"Security\"]},\"claudeSkipPermissions\":{\"purpose\":\"Skip permission confirmation (use with caution)\",\"tags\":[\"High Risk\",\"Automation\"]},\"claudeOutputJson\":{\"purpose\":\"JSON output (with -p)\",\"tags\":[\"Structured\",\"Integration\"]},\"claudeOutputStream\":{\"purpose\":\"Streaming JSON output (with -p)\",\"tags\":[\"Streaming\",\"Integration\"]},\"claudeSettings\":{\"purpose\":\"Load settings file\",\"tags\":[\"Config\",\"Team\"]},\"claudeSettingSources\":{\"purpose\":\"Select setting sources\",\"tags\":[\"Config\",\"Priority\"]},\"claudeIde\":{\"purpose\":\"Enable IDE integration\",\"tags\":[\"IDE\",\"Integration\"]},\"claudeVerbose\":{\"purpose\":\"Output more detailed logs\",\"tags\":[\"Debug\",\"Logging\"]},\"claudeVersion\":{\"purpose\":\"Check version\",\"tags\":[\"Version\",\"Diagnostics\"]},\"slashClear\":{\"purpose\":\"Clear current context\",\"tags\":[\"Context\",\"Cost Control\"]},\"slashInit\":{\"purpose\":\"Initialize project collaboration context\",\"tags\":[\"Initialize\",\"Collaboration\"]},\"slashHelp\":{\"purpose\":\"View command help\",\"tags\":[\"Help\",\"Quick Reference\"]}}},\"introContent\":{\"defaultGroup\":\"Other\",\"difficulty\":{\"beginner\":\"Beginner\",\"intermediate\":\"Intermediate\",\"advanced\":\"Advanced\"},\"meta\":{\"targetAudience\":\"For: {audience}\",\"contentTypeVideo\":\"Includes video\",\"contentTypeText\":\"Reading / Visual\"},\"quickStart\":{\"title\":\"30-Second Quick Start\",\"copyButton\":\"Copy\"},\"outcomes\":{\"title\":\"What You Will Learn\",\"description\":\"In this tutorial, you will learn:\"},\"aiEngineer\":{\"whyTitle\":\"Why Choose AI Engineer?\",\"benefits\":{\"salary\":{\"title\":\"High Salary \u0026 High Demand\",\"text\":\"Massive global talent shortage. AI engineers earn 30%-50% more on average than traditional developers.\"},\"redefine\":{\"title\":\"Redefining Software Development\",\"text\":\"Move beyond if/else logic and design probabilistic systems that give software reasoning and creativity.\"},\"future\":{\"title\":\"Future-Proof Core Skills\",\"text\":\"Master LLM fundamentals and production engineering to stay irreplaceable in the AI era.\"}},\"techStackTitle\":\"Core Tech Stack Preview\",\"techStackDescription\":\"This course goes beyond concepts - you will gain hands-on mastery of these production-grade technologies:\"},\"promptTemplates\":{\"title\":\"Prompt Template Library\",\"ctaTitle\":\"Structured Prompt templates, ready to use\",\"ctaDescription\":\"Search and filter templates in the study center to quickly generate PRDs, technical proposals, retrospectives, and code delivery materials. Supports structured copy in Chinese and English.\",\"pills\":{\"templates\":\"Hundreds of scenario templates\",\"filter\":\"Tag filtering / keyword search\",\"copy\":\"One-click copy to editor\"},\"features\":{\"coverage\":\"Covers product, engineering, growth, and AI engineering scenarios, including system prompts and persona examples.\",\"variables\":\"Templates include built-in variables and example outputs to reduce drift and stabilize generation results.\",\"linked\":\"Linked with learning paths: jump to the template library for practice or deliverables after finishing chapters.\"},\"openButton\":\"Open Prompt Template Library\",\"previewButton\":\"Preview template examples\"},\"promptLab\":{\"title\":\"Prompt Lab Practice\",\"ctaTitle\":\"Practice Prompts with real cases - run and see scores instantly\",\"ctaDescription\":\"Prompt Lab covers warm-up to production-level cases: JSON structured output, Few-shot, long-context stability, RAG, tool use, and more. Every lab has scoring and history for review.\",\"features\":{\"difficulty\":\"Warm-up / Foundation / Production - three difficulty levels, progressive\",\"templates\":\"Built-in examples and prompt templates to avoid blank-page anxiety\",\"history\":\"Run history and best scores are trackable for team comparison\"},\"enterButton\":\"Enter Prompt Lab Now\",\"viewAllButton\":\"View all labs\"},\"chapters\":{\"title\":\"Chapter Overview\",\"description\":\"Quick preview by section - jump directly to what interests you.\",\"sectionLabel\":\"Section\",\"chapterCount\":\"{count} lessons\",\"moreChapters\":\"... {count} more lessons\",\"enterGroup\":\"Enter {group}\"},\"roadmap\":{\"title\":\"Recommended Learning Path\",\"description\":\"We have prepared a detailed learning roadmap to help plan your journey.\",\"roadmapSuffix\":\"Learning Roadmap\",\"viewFull\":\"View full roadmap\"},\"navigation\":{\"startLearning\":\"Start Learning\",\"nextChapter\":\"Next: {title}\"},\"faqTitle\":\"FAQ\",\"furtherReading\":\"Further Reading\",\"faq\":{\"aiDataAnalysis\":[{\"question\":\"Do I need a programming background?\",\"answer\":\"No. AI can generate Python/SQL code for you - just describe your requirements and review the results. Understanding code logic helps spot issues though.\"},{\"question\":\"What types of data are suitable?\",\"answer\":\"CSV, Excel, SQL tables, logs, API-returned JSON all work. The key is that data has clear fields and business meaning.\"},{\"question\":\"How can I ensure data security?\",\"answer\":\"Anonymize sensitive data before uploading; prefer enterprise private models; avoid outputting raw sensitive fields; manually review critical reports.\"},{\"question\":\"Are AI analysis results reliable?\",\"answer\":\"AI excels at quick visualization and pattern discovery, but you should verify assumptions, cross-check data, and sample-check calculations.\"}],\"aiEngineer\":[{\"question\":\"Do I need to learn machine learning first for AI Engineer?\",\"answer\":\"Not necessarily. AI Engineer focuses more on integrating models into products - prioritize LLM APIs, prompt design, RAG, and system architecture. ML fundamentals help but can be picked up along the way.\"},{\"question\":\"How to choose between RAG and Fine-tuning?\",\"answer\":\"RAG suits frequently updated knowledge with manageable data volumes and cost sensitivity; Fine-tuning suits scenarios needing consistent style and long-term stable output. In practice, a RAG-first-then-fine-tune strategy is common.\"},{\"question\":\"How to reduce LLM API costs?\",\"answer\":\"Common approaches: use smaller models for simple tasks, shorten prompts, cache frequent queries, batch process, use vector retrieval to reduce context length, and monitor token consumption.\"},{\"question\":\"What is the core skill stack for AI Engineer?\",\"answer\":\"Core skills include: model API integration, prompt and system prompt design, RAG/vector databases, tool calling and agent orchestration, evaluation and monitoring, deployment and cost management.\"},{\"question\":\"Can I learn AI Engineer without backend experience?\",\"answer\":\"You can start from frontend or scripting, but you will eventually need basic backend skills: APIs, authentication, databases, and deployment. Start with a runnable demo, then gradually engineer it.\"},{\"question\":\"What types of projects can I build after learning?\",\"answer\":\"Common projects include: enterprise knowledge base Q\u0026A, customer service assistants, content generation platforms, data analysis Copilots, and automated agent workflows - emphasizing practical deployment and measurability.\"}],\"promptMaster\":[{\"question\":\"Is Prompt Engineering a real skill or just hype?\",\"answer\":\"Models are getting smarter, and the gap between good and bad prompts is shrinking for simple tasks. But for complex scenarios - like structured JSON output, multi-step reasoning, or agent workflows - prompt technique still matters a lot. This skill will remain valuable for at least the next 2-3 years.\"},{\"question\":\"Do I need to know programming to learn Prompt?\",\"answer\":\"No. Prompting is essentially describing tasks in natural language - the key is breaking down requirements clearly. However, knowing some JSON and API concepts helps when you reach the Agent and Tool Use sections.\"},{\"question\":\"Which models does the course cover?\",\"answer\":\"Primarily GPT-4o, Claude 4.5, and Gemini for demonstrations. Different models respond differently to prompts - Claude is better at following complex instructions, while GPT-4o is more flexible for creative generation. The course teaches universal structured techniques that transfer across models.\"},{\"question\":\"What is Prompt Lab?\",\"answer\":\"An interactive practice platform with 41 experiments. You write prompts, AI scores them instantly and gives improvement suggestions. For example, in the JSON output experiment, you need 3 consecutive valid JSON outputs to pass - much more effective than reading documentation.\"},{\"question\":\"How long does it take to complete?\",\"answer\":\"Depends on your commitment. At 30 minutes daily doing Prompt Lab exercises, the basics take about 1 week, and the full course (including Agent and production-level prompts) takes about 2-3 weeks. No need to rush - pick modules that interest you.\"}],\"vibeCoding\":[{\"question\":\"What is Vibe Coding?\",\"answer\":\"Vibe Coding is a new programming paradigm where developers collaborate with AI through natural language, focusing on product logic and user experience rather than syntax details. Core tools include Cursor, Claude Code, v0, and more.\"},{\"question\":\"Can I learn Vibe Coding with zero coding experience?\",\"answer\":\"Yes. Vibe Coding was designed to lower the programming barrier. By learning to describe requirements precisely (Prompting) and using AI tools (like Cursor), beginners can build complete web applications.\"},{\"question\":\"How is Vibe Coding different from traditional programming?\",\"answer\":\"Traditional programming means humans write code as typists; Vibe Coding means humans review code as product managers and architects, while AI handles the actual implementation.\"}],\"python\":[{\"question\":\"Why learn Python before AI?\",\"answer\":\"Python is the universal language of AI. Major AI frameworks (PyTorch, TensorFlow), data processing libraries (Pandas), and LLM development frameworks (LangChain) all prioritize Python support.\"},{\"question\":\"I know other languages - do I still need to learn Python from scratch?\",\"answer\":\"A quick run-through is recommended. Python syntax is very concise, and experienced developers can get up to speed in 1-2 weeks. Focus on Python's strengths in data processing and API calls.\"}],\"aiContent\":[{\"question\":\"Are there copyright issues with AI content creation?\",\"answer\":\"This is a gray area. The current consensus is that AI-generated images/videos typically do not enjoy copyright protection, but commercial use requires attention to platform terms (e.g., Midjourney paid plans grant commercial rights).\"},{\"question\":\"Do I need a high-performance computer for AI content creation?\",\"answer\":\"Most tools (Midjourney, ChatGPT, Runway) run in the cloud and do not require powerful local hardware. A fast internet connection and color-accurate screen are sufficient.\"}]},\"vibeCodingBlogLinks\":[{\"title\":\"Claude + Next.js + Vercel\",\"description\":\"Build a complete frontend delivery workflow with Agents / Commands / Hooks.\",\"meta\":\"Blog - Integration Guide\"},{\"title\":\"Claude + Supabase\",\"description\":\"From schema to RLS - a practical workflow for AI-powered engineering.\",\"meta\":\"Blog - Practical Workflow\"},{\"title\":\"E2B Sandbox\",\"description\":\"Run Claude Code in a cloud sandbox for safe testing of high-risk operations.\",\"meta\":\"Blog - Safe Isolation\"}]},\"directionPage\":{\"metaSuffix\":\"JR Academy\",\"metaNotFound\":\"Page Not Found | JR Academy\",\"metaKeywordsAiLearning\":\"AI Learning\",\"metaKeywordsGlobalChinese\":\"Global Learners\",\"jsonLdProviderName\":\"JR Academy\",\"jsonLdBreadcrumbHome\":\"Home\",\"jsonLdBreadcrumbLearn\":\"Learn\",\"jsonLdInLanguage\":\"en\",\"wechatTitleSuffix\":\"JR Academy\",\"comingSoonLabel\":\"Coming Soon\",\"backToLearnCenter\":\"Back to AI Learning Hub\",\"faqItems\":{\"ai-engineer\":{\"1\":{\"question\":\"Do I need to learn machine learning first for AI Engineer?\",\"answer\":\"Not necessarily. AI Engineer focuses more on integrating models into products - prioritize LLM APIs, prompt design, RAG, and system architecture. ML fundamentals help but can be picked up along the way.\"},\"2\":{\"question\":\"How to choose between RAG and Fine-tuning?\",\"answer\":\"RAG suits frequently updated knowledge with manageable data volumes and cost sensitivity; Fine-tuning suits scenarios needing consistent style and long-term stable output. In practice, a RAG-first-then-fine-tune strategy is common.\"},\"3\":{\"question\":\"How to reduce LLM API costs?\",\"answer\":\"Common approaches: use smaller models for simple tasks, shorten prompts, cache frequent queries, batch process, use vector retrieval to reduce context length, and monitor token consumption.\"},\"4\":{\"question\":\"What is the core skill stack for AI Engineer?\",\"answer\":\"Core skills include: model API integration, prompt and system prompt design, RAG/vector databases, tool calling and agent orchestration, evaluation and monitoring, deployment and cost management.\"},\"5\":{\"question\":\"Can I learn AI Engineer without backend experience?\",\"answer\":\"You can start from frontend or scripting, but you will eventually need basic backend skills: APIs, authentication, databases, and deployment. Start with a runnable demo, then gradually engineer it.\"},\"6\":{\"question\":\"What types of projects can I build after learning?\",\"answer\":\"Common projects include: enterprise knowledge base Q\u0026A, customer service assistants, content generation platforms, data analysis Copilots, and automated agent workflows - emphasizing practical deployment and measurability.\"}},\"vibe-coding\":{\"1\":{\"question\":\"What is Vibe Coding?\",\"answer\":\"Vibe Coding is a new programming paradigm where developers collaborate with AI through natural language, focusing on product logic and user experience rather than syntax details. Core tools include Cursor, Claude Code, v0, and more.\"},\"2\":{\"question\":\"Can I learn Vibe Coding with zero coding experience?\",\"answer\":\"Yes. Vibe Coding was designed to lower the programming barrier. By learning to describe requirements precisely (Prompting) and using AI tools (like Cursor), beginners can build complete web applications.\"},\"3\":{\"question\":\"How is Vibe Coding different from traditional programming?\",\"answer\":\"Traditional programming means humans write code as typists; Vibe Coding means humans review code as product managers and architects, while AI handles the actual implementation.\"}},\"prompt-master\":{\"1\":{\"question\":\"Is Prompt Engineering a real skill or just hype?\",\"answer\":\"Models are getting smarter, and the gap between good and bad prompts is shrinking for simple tasks. But for complex scenarios - like structured JSON output, multi-step reasoning, or agent workflows - prompt technique still matters a lot. This skill will remain valuable for at least the next 2-3 years.\"},\"2\":{\"question\":\"Do I need to know programming to learn Prompt?\",\"answer\":\"No. Prompting is essentially describing tasks in natural language - the key is breaking down requirements clearly. However, knowing some JSON and API concepts helps when you reach the Agent and Tool Use sections.\"},\"3\":{\"question\":\"Which models does the course cover?\",\"answer\":\"Primarily GPT-4o, Claude 4.5, and Gemini for demonstrations. Different models respond differently to prompts - Claude is better at following complex instructions, while GPT-4o is more flexible for creative generation. The course teaches universal structured techniques that transfer across models.\"},\"4\":{\"question\":\"What is Prompt Lab?\",\"answer\":\"An interactive practice platform with 41 experiments. You write prompts, AI scores them instantly and gives improvement suggestions. For example, in the JSON output experiment, you need 3 consecutive valid JSON outputs to pass - much more effective than reading documentation.\"},\"5\":{\"question\":\"How long does it take to complete?\",\"answer\":\"Depends on your commitment. At 30 minutes daily doing Prompt Lab exercises, the basics take about 1 week, and the full course (including Agent and production-level prompts) takes about 2-3 weeks. No need to rush - pick modules that interest you.\"}},\"python\":{\"1\":{\"question\":\"Why learn Python before AI?\",\"answer\":\"Python is the universal language of AI. Major AI frameworks (PyTorch, TensorFlow), data processing libraries (Pandas), and LLM development frameworks (LangChain) all prioritize Python support.\"},\"2\":{\"question\":\"I know other languages - do I still need to learn Python from scratch?\",\"answer\":\"A quick run-through is recommended. Python syntax is very concise, and experienced developers can get up to speed in 1-2 weeks. Focus on Python's strengths in data processing and API calls.\"}},\"ai-content\":{\"1\":{\"question\":\"Are there copyright issues with AI content creation?\",\"answer\":\"This is a gray area. The current consensus is that AI-generated images/videos typically do not enjoy copyright protection, but commercial use requires attention to platform terms (e.g., Midjourney paid plans grant commercial rights).\"},\"2\":{\"question\":\"Do I need a high-performance computer for AI content creation?\",\"answer\":\"Most tools (Midjourney, ChatGPT, Runway) run in the cloud and do not require powerful local hardware. A fast internet connection and color-accurate screen are sufficient.\"}},\"ai-office\":{\"1\":{\"question\":\"Who is this course for?\",\"answer\":\"Anyone who works with a computer. Whether you are in product, operations, sales, admin, or development - if your daily work involves emails, documents, spreadsheets, or meetings, this course can save you time. No technical background needed.\"},\"2\":{\"question\":\"How is this different from ChatGPT tutorials online?\",\"answer\":\"Most online tutorials teach you how to chat with AI. This course teaches you how to embed AI into your actual workflow: controlling email tone, auto-converting meeting recordings to minutes, having AI write Excel formulas, and going from outline to finished slides. Every chapter includes copy-ready Prompt templates.\"},\"3\":{\"question\":\"Do I need to pay for AI tools?\",\"answer\":\"The free versions of ChatGPT and Claude can handle most exercises. Upgrading to Plus/Pro for stronger models (GPT-4o, Claude Sonnet) or automation workflows will be smoother, but it is not required.\"},\"4\":{\"question\":\"What if my company does not allow ChatGPT?\",\"answer\":\"Some companies restrict public AI for data security reasons. The course has a dedicated chapter on security and compliance, teaching you how to practice with anonymized data and how to request enterprise AI tools from your company. During the learning phase, use a personal account with anonymized data.\"},\"5\":{\"question\":\"23 chapters seems like a lot - do I need to finish everything?\",\"answer\":\"No. The course is organized into five blocks: communication and writing, documents and knowledge, data and spreadsheets, automation and collaboration, and scenario expansion. Jump directly to whichever block you need most. For example, if you write lots of emails daily, start with the AI email and IM communication chapter.\"}},\"ai-data-analysis\":{\"1\":{\"question\":\"Do I need a programming background?\",\"answer\":\"No. AI can generate Python/SQL code for you - just describe your requirements and review the results. 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Vibe Coding is transforming how software is built, enabling non-programmers to create applications.\"},\"2\":{\"question\":\"Cursor, Claude Code, or Copilot - which is best?\",\"answer\":\"\u003cstrong\u003eEach has its niche; beginners should start with Cursor.\u003c/strong\u003e \u003cstrong\u003eCursor\u003c/strong\u003e is a standalone AI editor with multi-model support, great at multi-file editing and project-level understanding, with the most intuitive interface; \u003cstrong\u003eClaude Code\u003c/strong\u003e is Anthropic's CLI AI tool, excellent for complex refactoring and large projects, suited for developers with terminal experience; \u003cstrong\u003eGitHub Copilot\u003c/strong\u003e is a VS Code/JetBrains plugin that integrates seamlessly with existing workflows, with fast code completions. 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Are you sure you want to delete?\",\"cancel\":\"Cancel\",\"confirm\":\"Delete\"},\"process\":{\"title\":\"Interview Process\",\"description\":\"Learn real interview processes at top companies and prepare ahead\",\"searchPlaceholder\":\"Search company or position...\",\"all\":\"All\",\"countryAU\":\"🇦🇺 Australia\",\"countryUS\":\"🇺🇸 United States\",\"countryCN\":\"🇨🇳 China\",\"countryMY\":\"🇲🇾 Malaysia\",\"countrySG\":\"🇸🇬 Singapore\",\"countryGlobal\":\"🌍 Global\",\"emptyTitle\":\"No matching interview processes\",\"emptyHint\":\"Try different search criteria\",\"difficultyLabel\":\"Difficulty\",\"durationLabel\":\"Duration\",\"stepsLabel\":\"Steps\",\"roundUnit\":\"rounds\",\"prevPage\":\"Previous\",\"nextPage\":\"Next\",\"viewCompanyIntel\":\"View Company Intel →\"},\"handbook\":{\"title\":\"Interview Handbook\",\"description\":\"A complete preparation handbook covering technical interviews and system design — from resume optimization to algorithms, behavioral interviews, and salary negotiation.\",\"systemDesignDesc\":\"System design interview handbook covering core concepts, infrastructure, databases, and case studies.\",\"enterHandbook\":\"Enter Handbook\",\"startFromFirst\":\"Start from Chapter 1\",\"recommendedReading\":\"Recommended Reading\"},\"mock\":{\"tipsTitle\":\"Mock Interview Tips\",\"tip1Title\":\"Prepare Your Project Stories\",\"tip1Desc\":\"2-3 STAR format examples\",\"tip2Title\":\"Control Your Time\",\"tip2Desc\":\"Wrap up each answer in 2-3 minutes\",\"tip3Title\":\"Review Immediately After\",\"tip3Desc\":\"Take notes and create a review checklist\",\"tipsNote\":\"After each session, switch to the question bank to strengthen weak areas.\",\"quickStartTitle\":\"Quick Start\",\"presetFrontendDesc\":\"React / JS / CSS Technical Interview\",\"presetBackendDesc\":\"System Design + Backend Architecture\",\"presetBQDesc\":\"STAR Behavioral Interview Practice\",\"presetDataDesc\":\"Data Role Phone Screen Simulation\",\"scoreTrendTitle\":\"Score Trend\",\"latestScore\":\"Latest Score\",\"avgScore\":\"Average\",\"bestScore\":\"Best Score\",\"completedCount\":\"Completed\",\"historyTitle\":\"Interview History\",\"loading\":\"Loading...\",\"historyEmpty\":\"No interview history yet. 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Keep it up!\",\"selfRating\":\"Self Rating:\",\"needReview\":\"Needs Review\",\"reviewLabel\":\"Review\",\"filterAll\":\"All\",\"filterLow\":\"Don't Know (1-2)\",\"filterFuzzy\":\"Vague (3)\",\"filterReview\":\"Due for Review\",\"company\":\"Company\",\"practiceBookmarks\":\"Practice Bookmarked Questions\",\"noBookmarks\":\"No bookmarked questions yet. Click the star icon during practice to bookmark.\"},\"analytics\":{\"title\":\"Interview Practice Analytics\",\"headerDesc\":\"This page shows real statistics from your practice records, not assumed targets.\",\"continuePractice\":\"Continue Practicing\",\"goToPractice\":\"Go to Practice\",\"loadingAnalytics\":\"Loading analytics...\",\"emptyTitle\":\"No data to analyze yet\",\"emptyDesc\":\"Complete a few practice questions first. 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Each generation costs 5 credits. You can modify and regenerate anytime.\",\"submitHintNotReady\":\"Complete 'Target Role' and 'Company Type' to generate your plan.\",\"focusSprint\":\"Comprehensive Sprint\",\"focusTechBasic\":\"Technical Basics\",\"focusBehavioralHighFreq\":\"Behavioral + High Frequency\",\"focusBehavioral\":\"Behavioral Interview\",\"focusSystemDesignHighFreq\":\"System Design + High Frequency\",\"focusTechEasyMedium\":\"Technical Basics (Easy-Medium)\",\"focusTechHard\":\"Technical Advanced (Hard)\",\"focusSystemDesign\":\"System Design\",\"focusHighFreqReview\":\"High Frequency Review\",\"focusTargetedTraining\":\"Targeted Training\",\"focusMockReview\":\"Mock Review\",\"companyBigTech\":\"Big Tech (FAANG / Top)\",\"companyBigTechDesc\":\"Multiple technical rounds + system design + BQ\",\"companyGrowth\":\"Growth Company\",\"companyGrowthDesc\":\"Technical + project deep-dive, hands-on focus\",\"companyStartup\":\"Startup (\u003c 200 people)\",\"companyStartupDesc\":\"Take-home + culture fit, full-stack preferred\",\"companyEnterprise\":\"Large Enterprise\",\"companyEnterpriseDesc\":\"Structured process, heavy behavioral focus\",\"companyIndustry\":\"Industry (Finance/Consulting)\",\"companyIndustryDesc\":\"Domain knowledge + technical combination\",\"valueStrategy\":\"Differentiated Strategy\",\"valueStrategyDesc\":\"Different approach for different company types\",\"days\":\"days\",\"custom\":\"Custom\",\"submitButton\":\"Generate Plan (5 Credits)\",\"aiAnalyzingCompany\":\"Analyzing target company type and your practice history to generate a tailored strategy...\",\"planMeta\":\"{count} questions total\",\"riskRadar\":\"Risk Radar\",\"questionsUnit\":\"questions\",\"more\":\"more...\",\"editPlan\":\"Edit Plan\"},\"achievements\":{\"firstPracticeTitle\":\"First Steps\",\"firstPracticeDesc\":\"Complete your first practice\",\"streak3Title\":\"3-Day Warrior\",\"streak3Desc\":\"Practice for 3 consecutive days\",\"streak7Title\":\"Weekly Champion\",\"streak7Desc\":\"Practice for 7 consecutive days\",\"streak30Title\":\"Monthly Dedication\",\"streak30Desc\":\"Practice for 30 consecutive days\",\"mastered10Title\":\"Rising Star\",\"mastered10Desc\":\"Master 10 questions\",\"mastered50Title\":\"Half Century\",\"mastered50Desc\":\"Master 50 questions\",\"mastered100Title\":\"Century Master\",\"mastered100Desc\":\"Master 100 questions\",\"practiced500Title\":\"Practice Marathon\",\"practiced500Desc\":\"Complete 500 practice sessions\"}},\"studyCenterProgram\":{\"home\":{\"emptyTitle\":\"No course selected\",\"emptyDescription\":\"Go back to My Courses to select a course, or contact your coordinator for help.\",\"backToCourseList\":\"Back to course list\",\"timelineWaiting\":\"Awaiting start\",\"timelineUpcoming\":\"Starting soon\",\"timelineCompleted\":\"Completed\",\"timelineInProgress\":\"In progress\",\"startDate\":\"started\",\"expectedEnd\":\"Expected\",\"endCourse\":\"end\",\"currentStatus\":\"Status: \",\"courseProgress\":\"Course progress\",\"statUpcoming\":\"Coming up\",\"statNoSchedule\":\"None scheduled\",\"statDaysRemaining\":\"Days remaining\",\"statModuleCount\":\"Syllabus modules\",\"statCourseId\":\"Course ID\",\"sectionKeyTasks\":\"Key Tasks\",\"sectionShortcuts\":\"Quick Links\",\"taskNextLesson\":\"Next lesson\",\"taskNoLiveLesson\":\"No live lessons\",\"taskDateTeacher\":\"{date} · {teacher}\",\"taskTeacherTBA\":\"TBA\",\"taskNoLessonDesc\":\"Follow the course group or check the syllabus to stay updated.\",\"taskEnterClass\":\"Enter classroom\",\"taskViewSchedule\":\"View schedule\",\"taskMaterials\":\"Course materials\",\"taskMaterialsTitle\":\"Browse materials \u0026 recordings\",\"taskMaterialsDesc\":\"View lecture slides, project templates, and past recordings. 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recommendations...\",\"noRecommendations\":\"No recommended courses\",\"recommendedCourses\":\"Recommended Courses for Next Semester\",\"hoursPerWeek\":\"h/week\",\"joining\":\"Joining...\",\"addToSelection\":\"+ Add to selection\",\"workloadLight\":\"Light\",\"workloadModerate\":\"Moderate\",\"workloadHeavy\":\"Heavy\",\"currentWorkload\":\"Current Semester Workload\",\"coursesUnit\":\"courses\",\"weeklyHours\":\"Weekly Hours\",\"workloadLevel\":\"Workload Level\",\"courseHoursDistribution\":\"Course Hours Distribution\"}},\"studyCenterP3\":{\"back\":\"Back\",\"detail\":{\"noVideoMessage\":\"No video available\",\"projectInfo\":\"Project Info\",\"partnerCompany\":\"Partner Company\",\"tutor\":\"Tutor\",\"teamSize\":\"Team Size: \",\"teamSizePeople\":\"{count} members\",\"projectStart\":\"Project Start: \",\"projectBonus\":\"Project Bonus:\",\"applied\":\"Enrolled: \",\"appliedCount\":\"{count} people\",\"viewPublicPage\":\"View Public Page\",\"copyPublicLink\":\"Copy Public 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The member will no longer participate in the project, but their information will be retained on the management page.\",\"removeMemberConfirm\":\"Confirm removing this member? The member will no longer participate in the project, and their information will not be retained on the management page.\"},\"join\":{\"formTitle\":\"Submit Team Application\",\"formDescription\":\"Fill in your basic information and participation intention to confirm joining the project team!\",\"basicInfo\":\"Basic Info\",\"wechatId\":\"WeChat ID\",\"wechatPlaceholder\":\"e.g., xiaoyu123456\",\"linkedinPlaceholder\":\"e.g., https://www.linkedin.com/in/username\",\"projectParticipation\":\"Project Participation\",\"projectRole\":\"Project Role\",\"roleAvailable\":\" (Available: {available}/{limit})\",\"obeyAllocation\":\"Willing to be reassigned to other projects\",\"personalStrengths\":\"Personal Strengths\",\"strengthsPlaceholder\":\"Describe your strengths, such as tech stack, project experience, etc.\",\"teamRules\":\"Team Rules\",\"agreeRules\":\"I have read and agree to the team rules\",\"creditNoticeTitle\":\"Joining this project costs {credits} Credits (Current balance: {balance} Credits)\",\"creditNoticeDesc\":\"Credits will be deducted upon submission and refunded if rejected\",\"cancel\":\"Cancel\",\"submitting\":\"Submitting...\",\"submitApplication\":\"Submit Application\",\"duplicateApply\":\"You have already applied to join this team. 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Tutor-Led Project\",\"level2\":\"Level 2 - Startup Real Project\",\"level3\":\"Level 3 - Enterprise Collaboration\"},\"levelIntroduce\":{\"projectLevel\":\"Project Level: {level}\",\"levelIntro\":\"Level Introduction\",\"projectPosition\":\"Project Positioning\",\"suitableStudents\":\"Suitable Students\",\"projectFeatures\":\"Project Features\"},\"skillCategories\":{\"frontend\":\"Frontend Development\",\"frontendFrameworks\":\"Frontend Frameworks\",\"otherFrameworks\":\"Other (Angular, Vue, etc.)\",\"backend\":\"Backend Development\",\"otherLanguages\":\"Other Programming Languages\",\"database\":\"Database (MySQL, MongoDB, etc.)\",\"versionControl\":\"Version Control (Git, etc.)\",\"devops\":\"DevOps Skills (Docker, CI/CD, etc.)\"},\"header\":{\"title\":\"P3 Career Incubator\",\"subtitle\":\"From career diagnosis to real-world projects, AI drives your 90-day career growth path\",\"step1Num\":\"STEP 1\",\"step1Title\":\"Career Diagnosis\",\"step1Desc\":\"Analyze skill gaps and generate a personalized growth plan\",\"step1Done\":\"✓ Diagnosis Complete\",\"step1Current\":\"Start Diagnosis →\",\"step1Locked\":\"Start Diagnosis\",\"step2Num\":\"STEP 2\",\"step2Title\":\"Growth Plan\",\"step2Desc\":\"AI generates a 90-day learning and practice path\",\"step2Done\":\"✓ Plan Generated\",\"step2Current\":\"Generate Plan →\",\"step2Locked\":\"Locked\",\"step3Num\":\"STEP 3\",\"step3Title\":\"Real Projects\",\"step3Desc\":\"Join a team and complete commercial-grade real projects\",\"step3Done\":\"✓ Project In Progress\",\"step3Current\":\"Browse Projects →\",\"step3Locked\":\"Locked\",\"step4Num\":\"STEP 4\",\"step4Title\":\"Job Assets\",\"step4Desc\":\"AI generates resume bullets, interview Q\u0026A and more\",\"step4Done\":\"✓ Assets Generated\",\"step4Current\":\"Generate Assets →\",\"step4Locked\":\"Locked\",\"generateError\":\"Failed to generate plan, please try again\",\"generatingPlan\":\"Generating...\"},\"diagnosisGuide\":{\"planInProgress\":\"Growth Plan In Progress\",\"progress\":\"Progress {progress}%\",\"viewMyPlan\":\"View My Plan\",\"generateJobAssets\":\"Generate Job Assets\",\"diagnosisComplete\":\"Career Diagnosis Complete\",\"gapCount\":\"{count} skill gaps\",\"readiness\":\"Readiness {score}%\",\"generatePlanDesc\":\"Based on your diagnosis, AI will generate a personalized 90-day growth plan\",\"viewDiagnosis\":\"View Diagnosis\",\"generatePlan\":\"Generate Plan\",\"generating\":\"Generating...\",\"noDiagnosisTitle\":\"Start Career Diagnosis\",\"noDiagnosisDesc\":\"Enter your current and target roles, AI will analyze skill gaps and generate a growth plan\",\"startDiagnosis\":\"Start Diagnosis\"},\"quickInfo\":{\"viewSchedule\":\"View Schedule →\",\"enterpriseCooperation\":\"Enterprise Partnership\",\"enterpriseTitle\":\"Enterprise Projects\",\"enterpriseDesc\":\"Partner with real companies, gain practical experience\",\"viewDetails\":\"View Details →\",\"upcomingCourses\":\"Upcoming Courses\",\"noCourses\":\"No upcoming courses\",\"moreCourses\":\"More Courses →\",\"courseStart\":\"starts\"},\"cohortTimeline\":{\"title\":\"{name} Timeline\"},\"demoDay\":{\"timeTbd\":\"Time TBD\",\"viewSchedule\":\"View Schedule\",\"defaultMeetupTitle\":\"Demo Day\",\"emptyState\":\"No Demo Day scheduled\",\"enrollActivity\":\"Register\",\"enrollCount\":\"{count} registered\",\"enrolled\":\"Registered\",\"goToEnroll\":\"Go to Register\",\"loading\":\"Loading...\",\"location\":\"Location\",\"nextSlot\":\"Next Session\",\"slotArrangement\":\"Session Arrangement\",\"slotPreview\":\"Session Preview\",\"tbd\":\"TBD\"},\"index\":{\"loadError\":\"Failed to load data, please retry\",\"retry\":\"Retry\"},\"banner\":{\"badge\":\"P3 Career Incubator\",\"title\":\"Real project experience to accelerate your career\",\"description\":\"Join commercial-grade real projects and complete the full development lifecycle with your team\",\"viewDetails\":\"Learn More →\"},\"content\":{\"allCohorts\":\"All Cohorts\",\"clearDate\":\"Clear Date\",\"onlyJoined\":\"Show Joined Only\",\"projectStartDate\":\"Project Start Date\",\"selectCohort\":\"Select Cohort\",\"teamUpRules\":\"Team Rules\"},\"cohortInfo\":{\"completedProjectsLabel\":\"Completed Projects\",\"createTeam\":\"Create Team\",\"participantsLabel\":\"Participants\",\"phase\":\"Cohort {phase}\",\"teamsLabel\":\"Teams\",\"title\":\"Cohort Info\",\"viewTimeline\":\"View Timeline\"},\"cohortSelector\":{\"label\":\"Select Cohort\",\"phaseOption\":\"Cohort {phase}\"},\"deleteModal\":{\"cancel\":\"Cancel\",\"confirm\":\"Confirm Disband\",\"confirmText\":\"Are you sure you want to disband this team? 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Last time you were interested in\",\"interested\":\"\",\"continueExplore\":\"Continue exploring\",\"chooseIndustry\":\"What industry are you in? 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Please explain why my choice is wrong and help me understand the key differences.\",\"needAnalysis\":\"Need me to analyze this question?\",\"selectAnswerFirst\":\"Select an answer and I can help you analyze in depth\",\"clickButtonOrType\":\"Click a button below or type your question\",\"loadQuestionFirst\":\"Load a question to use AI analysis\",\"placeholderExamQuestion\":\"Ask me about this question...\",\"contextualPrompts\":{\"courseLesson\":{\"title\":\"Ask AI Tutor\",\"summarize\":\"Summarize key points\",\"explain\":\"Explain this concept\",\"quiz\":\"Give me practice questions\",\"notes\":\"Help me take notes\"},\"certLearn\":{\"title\":\"Exam Prep Helper\",\"studyPlan\":\"Create a study plan\",\"keyPoints\":\"Chapter key points\",\"explain\":\"Explain core topics\"},\"certPractice\":{\"title\":\"Question Helper\",\"explain\":\"Explain this question\",\"expand\":\"Related topics\",\"similar\":\"Similar practice question\"},\"homepage\":{\"title\":\"Ask AI Tutor\",\"start\":\"Where should I start?\",\"recommend\":\"Recommend courses for me\",\"impact\":\"How will AI impact my industry?\"},\"courseDetail\":{\"title\":\"Course Advisor\",\"fitCheck\":\"Is this course right for me?\",\"syllabus\":\"Explain the syllabus\",\"compare\":\"Compare with other courses\"},\"learnCenter\":{\"title\":\"Learning Planner\",\"direction\":\"Which AI direction suits me?\",\"vibeCoding\":\"What is Vibe Coding?\",\"aiEngineer\":\"How to become an AI Engineer?\"}}},\"vibeCodePage\":{\"toolComparison\":{\"heroTitle\":\"Vibe Coding Tool Comparison Hub\",\"heroDesc\":\"Not just tool overviews — make decisions based on your real goals. 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Complete tutorials for Cursor, Claude, Copilot, from zero to independent development. 5,000+ students learning.\",\"ogImageAlt\":\"Vibe Coding Learning Center - AI Programming Platform\",\"twitterTitle\":\"Vibe Coding Learning Center - AI Programming from Beginner to Pro | JR Academy\",\"twitterDescription\":\"Code with natural language, let AI be your coding partner. Free courses + community.\",\"wechatTitle\":\"Vibe Coding Learning Center | JR Academy\",\"wechatDesc\":\"Code with natural language, let AI be your coding partner. Free courses + community.\",\"tagHot\":\"Trending\",\"tagDefault\":\"AI\",\"labSection\":{\"badge\":\"Interactive Labs\",\"title\":\"Learn by Doing, Not Just Watching\",\"subtitle\":\"38 interactive labs, from beginner to job-ready, 5-12 min each\",\"cta\":\"Enter Vibe Coding Labs\",\"stageLabel\":\"{count} Labs\"}}},\"promptMasterHubPage\":{\"hero\":{\"badge\":\"Essential Skill for the AI Era\",\"titleHighlight\":\"Prompt Master\",\"titleLine2\":\"Interactive Learning Lab\",\"subtitle\":\"34 interactive experiments where you write prompts and get AI-powered scoring. From Zero-Shot to Chain of Thought, from role prompting to Agent workflows — hands-on practice, not just theory.\",\"ctaStart\":\"Start Practicing\",\"ctaBrowse\":\"Browse Labs\",\"statLabs\":\"Interactive Labs\",\"statStages\":\"Learning Stages\",\"statFree\":\"Free\",\"statOpen\":\"Fully Open\"},\"ad\":{\"kicker\":\"Prompt Lab\",\"title\":\"Practice prompts with real tasks, get started in 10 minutes\",\"desc\":\"Interactive experiments from basics to advanced. Learn by doing and see the difference a good prompt makes.\",\"button\":\"Enter Prompt Lab →\",\"imageAlt\":\"Prompt Lab interactive interface — write a prompt, run 3 times, get AI-powered scoring\"},\"learningPath\":{\"sectionTitle\":\"Structured Learning Path\",\"sectionSubtitle\":\"From zero to production-level expert, 5 stages to fully master Prompt Engineering\",\"items\":{\"warmup\":{\"title\":\"Warm-up\",\"description\":\"Start from scratch and understand the basic structure of prompts\",\"skills\":[\"Role Setting\",\"Clear Instructions\",\"Output Format Control\"]},\"foundation\":{\"title\":\"Foundation\",\"description\":\"Master stability and structured output techniques\",\"skills\":[\"JSON Output\",\"Template Reuse\",\"Edge Case Handling\"]},\"advanced\":{\"title\":\"Advanced\",\"description\":\"Learn advanced prompt techniques and optimization methods\",\"skills\":[\"Few-shot\",\"Chain of Thought\",\"Context Management\"]},\"agent\":{\"title\":\"Agent\",\"description\":\"Build AI Agents that can use tools\",\"skills\":[\"Tool Use\",\"Multi-turn Dialogue\",\"Task Decomposition\"]},\"production\":{\"title\":\"Production\",\"description\":\"Production environment best practices\",\"skills\":[\"Security\",\"Cost Optimization\",\"Prompt Caching\"]},\"applied\":{\"title\":\"Applied\",\"description\":\"Real-world scenario practice\",\"skills\":[\"Code Generation\",\"Data Analysis\",\"Content Creation\"]}}},\"whatYouLearn\":{\"sectionTitle\":\"What You'll Learn\",\"sectionSubtitle\":\"Master these core skills and stay competitive in the AI era\",\"items\":{\"roleSetting\":{\"title\":\"Role Prompting Patterns\",\"description\":\"Give AI a clear role definition (e.g., 'You are a senior data analyst') and the output quality and relevance will be notably different\"},\"structuredOutput\":{\"title\":\"Structured Output\",\"description\":\"Get AI to return JSON, Markdown tables, or specifically formatted text — the foundation of integrating AI into workflows\"},\"fewShot\":{\"title\":\"Few-shot Example Teaching\",\"description\":\"Show AI 2-3 examples and it learns your 'style'. In practice, good few-shot examples outperform lengthy instructions\"},\"cot\":{\"title\":\"Chain of Thought\",\"description\":\"Make AI show its reasoning process, not just conclusions. Especially useful for logic, math, and complex analysis tasks\"},\"toolUse\":{\"title\":\"Tool Use \u0026 Agent Orchestration\",\"description\":\"Let AI call external tools like search, databases, and APIs to autonomously complete multi-step tasks — a core AI direction in 2025\"},\"production\":{\"title\":\"Production Considerations\",\"description\":\"Security (prompt injection prevention), cost control (token savings), caching strategies — essentials before going live\"}}},\"features\":{\"sectionTitle\":\"Why Choose Prompt Master?\",\"sectionSubtitle\":\"Say goodbye to dry theory. Master Prompt Engineering through hands-on practice\",\"items\":{\"progressive\":{\"title\":\"Progressive Learning Path\",\"desc\":\"From basics to advanced in 5 progressive stages, ensuring you truly master each skill\"},\"aiFeedback\":{\"title\":\"AI Instant Feedback\",\"desc\":\"Get AI-powered detailed scoring, improvement suggestions, and best practice references with every submission\"},\"realScenarios\":{\"title\":\"Real-World Scenarios\",\"desc\":\"40+ labs simulating code generation, data analysis, content creation, and more\"},\"progressTracking\":{\"title\":\"Visual Progress Tracking\",\"desc\":\"Clear learning dashboard tracking completion, score history, and skill growth curves\"},\"hintSystem\":{\"title\":\"Smart Hint System\",\"desc\":\"Get progressive hints when stuck — from thought guidance to concrete examples, so you never give up\"},\"multiRun\":{\"title\":\"Multi-Run Validation\",\"desc\":\"Each prompt auto-runs multiple times to verify output stability and consistency\"}}},\"googleAi\":{\"badge\":\"Official Google Resource\",\"title\":\"Google AI Essentials\",\"description\":\"A practical course developed by Google experts, teaching you how to use AI tools to boost productivity, handle daily tasks, and accelerate career growth. Earn an official Google career certificate upon completion.\",\"button\":\"View Details\",\"certTitle\":\"Get Google Official Certification\",\"certDesc\":\"Boost your resume and prove your AI skills to employers\"},\"labs\":{\"sectionTitle\":\"Explore Labs\",\"sectionSubtitle\":\"Systematically learn Prompt Engineering skills from basics to advanced\",\"loading\":\"Loading labs...\",\"noData\":\"No lab data available\",\"viewAll\":\"View all {count} labs\",\"difficulty\":{\"beginner\":\"Beginner\",\"intermediate\":\"Intermediate\",\"advanced\":\"Advanced\"}},\"audience\":{\"sectionTitle\":\"Who Is This For\",\"sectionSubtitle\":\"Regardless of your background, Prompt Engineering can help you boost productivity 10x\",\"items\":{\"developer\":{\"title\":\"Software Developers\",\"description\":\"Integrate AI capabilities into projects and boost development efficiency\",\"benefits\":[\"Build AI features fast\",\"Reduce debugging time\",\"Improve code quality\"]},\"analyst\":{\"title\":\"Data Analysts\",\"description\":\"Use AI to assist with data processing and report generation\",\"benefits\":[\"Automated data cleaning\",\"Smart report generation\",\"Insight extraction\"]},\"creator\":{\"title\":\"Content Creators\",\"description\":\"Use AI to boost content creation efficiency and quality\",\"benefits\":[\"Efficient content generation\",\"Multi-style adaptation\",\"Creative inspiration\"]},\"learner\":{\"title\":\"AI Learners\",\"description\":\"Systematically learn Prompt Engineering skills\",\"benefits\":[\"Structured learning path\",\"Hands-on project experience\",\"Skill certification\"]}}},\"outcomes\":{\"sectionTitle\":\"Learning Outcomes\",\"items\":{\"efficiency\":{\"metric\":\"10x\",\"title\":\"Efficiency Boost\",\"description\":\"A marketing operations student reported: writing a competitive analysis used to take 2 hours, now it takes 15 minutes for a first draft\"},\"consistency\":{\"metric\":\"90%\",\"title\":\"Output Consistency\",\"description\":\"With structured prompts + few-shot examples, running the same prompt 3 times improved format and content consistency from ~50% to 90%+\"},\"scenarios\":{\"metric\":\"5+\",\"title\":\"Use Cases\",\"description\":\"Students applied their skills to 5+ work scenarios on average — weekly reports, proposals, code reviews, client emails, data analysis\"}}},\"cta\":{\"title\":\"Ready to Become a Prompt Master?\",\"subtitle\":\"Start learning for free and master the most important skill of the AI era\",\"button\":\"Start Learning\"}},\"careerImpactMapPage\":{\"dataTable\":{\"thCareer\":\"Career\",\"thIndustry\":\"Industry\",\"thRisk\":\"AI Risk\",\"thGrowth\":\"Growth Potential\",\"thTransition\":\"Transition Advice\",\"thAction\":\"Action\",\"startLearning\":\"Start Learning\",\"mobileTransitionLabel\":\"Transition Advice\",\"unlockTitle\":\"Unlock All Career Analysis\",\"unlockSubtitle\":\"Sign up free to view detailed analysis for the remaining {remaining} careers\"},\"banner\":{\"text\":\"Find your AI career persona — 8 questions to discover where you stand in the AI era\",\"cta\":\"Take the test →\"},\"intro\":{\"title\":\"Which Jobs Will AI Replace in 2026? 78 Careers Ranked by Risk\",\"text1\":\"ChatGPT, Claude, Copilot are already replacing some jobs. Software developers, accountants, designers, customer service reps... will AI take your job? Stop guessing — check the data. We analyzed 78 popular careers for AI replacement risk, ranked from \\\"already obsolete\\\" to \\\"booming\\\".\",\"text2\":\"Covering 12 industries including tech, finance, marketing, HR, and operations. Each career includes AI replacement probability, transition paths, and learning recommendations. Whether you want to check if your job is safe or find high-growth careers in the AI era, scroll down.\"},\"header\":{\"badge\":\"2026 Updated\",\"title\":\"AI Job Replacement Rankings\",\"subtitle\":\"See the AI replacement risk for 78 popular careers and find high-growth directions that won't be replaced\",\"filterLabel\":\"Filter:\",\"allIndustries\":\"All Industries\"},\"stats\":{\"totalCareers\":\"Careers Analyzed\",\"highRisk\":\"High Risk\",\"lowRisk\":\"Low Risk\",\"highGrowth\":\"High Growth\"},\"tldr\":{\"title\":\"TL;DR: Which Jobs Are Most at Risk from AI?\",\"point1\":\"The more repetitive and rule-based the work, the higher the AI replacement risk — data entry, basic customer service, and routine copywriting are first to go.\",\"point2\":\"Jobs that won't be replaced by AI require creativity, complex decisions, and human interaction. AI Engineers, Product Managers, and Solution Architects are the safest bets.\",\"point3\":\"Best career strategy for the AI era: evolve from executor → decision-maker → AI-human collaboration driver. People who use AI as a tool will replace those who don't.\",\"linkAiEngineer\":\"AI Engineer Learning Path\",\"linkPromptMaster\":\"Prompt Master Course\",\"linkAiCourses\":\"AI Course Collection\"},\"faq\":{\"title\":\"Common Questions About AI Replacing Jobs\"},\"careerList\":{\"title\":\"78 Careers Ranked by AI Replacement Risk — By Industry\",\"techLabel\":\"Technology: \",\"techContent\":\"Software Engineer, Frontend Engineer, Backend Engineer, Full-Stack Developer, Mobile Developer, DevOps Engineer, SRE, Cloud Architect, Platform Engineer, Data Engineer, Data Scientist, ML Engineer, AI Engineer, Network Engineer, Cybersecurity Engineer, QA Tester, Robotics Engineer\",\"dataLabel\":\"Data: \",\"dataContent\":\"Data Analyst, Risk Analyst, Data Governance Specialist\",\"productLabel\":\"Product \u0026 Design: \",\"productContent\":\"Product Manager, Business Analyst, AI Product Manager, Technical PM, UI/UX Designer\",\"financeLabel\":\"Finance: \",\"financeContent\":\"Accountant, Auditor, Management Accountant, Financial Analyst, Finance Business Partner\",\"marketingLabel\":\"Marketing \u0026 Sales: \",\"marketingContent\":\"Marketing Specialist, Content Marketer, SEO Specialist, GEO Specialist, Growth Marketer, Brand Strategist, Sales Rep, Account Manager, Sales Manager\",\"hrLabel\":\"HR \u0026 Legal: \",\"hrContent\":\"HR Assistant, Recruiter, HRBP, Paralegal, Compliance Analyst, Document Reviewer\",\"opsLabel\":\"Operations \u0026 Service: \",\"opsContent\":\"Operations Assistant, Operations Analyst, Operations Manager, Customer Service Rep, Call Center Agent, Administrative Assistant\",\"emergingLabel\":\"Emerging Fields: \",\"emergingContent\":\"AI Implementation Specialist, AI Solutions Architect, MLOps Engineer, LLM Application Engineer, ESG Analyst, Renewable Energy Engineer, Data Center Operations\"},\"careerLinks\":{\"title\":\"AI Replacement Risk Details by Career\",\"description\":\"Click to see each career's AI replacement probability, transition paths, and learning recommendations.\"},\"detail\":{\"titleSuffix\":\"AI Era Survival Guide\",\"subtitlePrefix\":\"Don't worry, this isn't a \\\"quit your job\\\" article. Here's the straight talk on where\",\"subtitleSuffix\":\"is most vulnerable to AI replacement, how to level up, and what to learn next.\",\"riskLevelLabel\":\"AI Risk Level: \",\"growthPotentialLabel\":\"Growth Potential: \",\"industryLabel\":\"Industry: \",\"step0Title\":\"Step 0: The Bottom Line (No-Panic Version)\",\"step0Intro\":\"Here's the one-liner so you don't spiral halfway through or escape to social media.\",\"positionCallout\":\"One-line positioning: \",\"positionText\":\"'s value is shifting from \\\"execution\\\" to \\\"decision-making \u0026 collaboration\\\". Whether you can use AI as a teammate is the dividing line.\",\"step1Title\":\"Step 1: A Real-World Scenario\",\"step1Intro\":\"Let's skip the big picture and start with something you might face today.\",\"step2Title\":\"Step 2: A Day in the Life (Realistic Version)\",\"step2Intro\":\"This isn't an \\\"ideal schedule\\\" — it's closer to reality: some busywork, some meetings, and some key actions.\",\"step3Title\":\"Step 3: Three Small Things You Can Do Today\",\"step3Intro\":\"No need for a career overhaul — start with these 3 small actions to pull ahead.\",\"responsibilitiesTitle\":\"Core Responsibilities: What You Actually Do Every Day\",\"responsibilitiesIntro\":\"Map out your daily task list first to see which parts are most replaceable and which need human judgment.\",\"workflowTitle\":\"Typical Workflow: From Requirements to Results\",\"workflowIntro\":\"You probably know this flow well, but we'll use it to find bottlenecks and automation opportunities.\",\"deliverablesTitle\":\"Typical Deliverables: Your Visible Output\",\"deliverablesIntro\":\"These are the tangible proof of your value — the clearer they are, the harder you are to replace. Bosses love results, not process.\",\"transitionTitle\":\"Transition Path: From \\\"Can Do\\\" to \\\"Irreplaceable\\\"\",\"transitionIntro\":\"Don't rush to switch careers — first check if there's an easier upgrade path. Most people aren't lazy; they're on the wrong track.\",\"transitionDirection\":\"Recommended transition: \",\"riskFactorsTitle\":\"Risk Factors: Where AI Hits Hardest\",\"riskFactorsIntro\":\"If you match 3 or more of these, it's time to strengthen up. This isn't a warning to quit — it's an upgrade reminder.\",\"skillGapsTitle\":\"Key Skills \u0026 Gaps: Don't Procrastinate\",\"skillGapsIntro\":\"You don't need to fill every gap at once. Pick 1–2 with the best ROI and start there. Think of it as leveling up, not running a marathon.\",\"checklistTitle\":\"Self-Assessment Checklist: Do These and You're Solid\",\"checklistIntro\":\"You don't need a perfect score. If you can check off 3+ of these, you're in good shape.\",\"checklistItem1\":\"I can explain my work value and impact in 30 seconds.\",\"checklistItem2\":\"I have at least 1 reusable work template or SOP.\",\"checklistItem3\":\"I can use AI tools to solve at least 1 repetitive process.\",\"checklistItem4\":\"I know my weakest skill and have a learning plan for it.\",\"mistakesTitle\":\"Common Mistakes vs. Better Approaches\",\"mistakesIntro\":\"Avoid these traps and save yourself months of wasted effort. What feels like hard work might just be spinning your wheels.\",\"mistakesColWrong\":\"Common Mistake\",\"mistakesColRight\":\"Better Approach\",\"mistakesColWhy\":\"Why\",\"toolsTitle\":\"Tool Stack: Weapons for Better ROI\",\"toolsIntro\":\"Tools aren't the goal, but they multiply your output. It's not about having more — it's about choosing right.\",\"relatedRolesTitle\":\"Related Roles: Options When You're Ready to Move\",\"relatedRolesIntro\":\"If you want to switch lanes, these are the closest paths. Don't jump too far — start with what you can transition into.\",\"metricsTitle\":\"Common KPIs: What Your Boss Actually Measures\",\"metricsIntro\":\"Know the evaluation criteria so you focus effort in the right direction. Working hard on the wrong metrics doesn't count.\",\"learningTitle\":\"Recommended Learning Path: What to Study First\",\"learningIntro\":\"Based on your career position, prioritize AI tools, systematic engineering skills, and business understanding.\",\"roadmapTitle\":\"90-Day Transition Roadmap: Step by Step, No Panic\",\"roadmapIntro\":\"This isn't a crash course — it's a steady three-phase plan. Each phase produces demonstrable results.\",\"roadmapColPhase\":\"Phase\",\"roadmapColFocus\":\"Focus Area\",\"roadmapColOutputs\":\"Deliverables\",\"projectsTitle\":\"Hands-On Projects: Prove It by Building It\",\"projectsIntro\":\"Projects aren't for show — they're proof of real progress. Interviewers and bosses trust deliverables.\",\"faqTitle\":\"FAQ: Answers to Your Top Questions\",\"referencesTitle\":\"References\",\"fallbackDayMorning\":\"Morning: Handle {task}, and hand off repetitive work to AI.\",\"fallbackDayAfternoon\":\"Afternoon: Work on {task}, translating requirements and results into plain language.\",\"fallbackDayEvening\":\"Evening: Review {task} and fill skill gaps.\",\"fallbackCoreTask\":\"core tasks\",\"fallbackKeyCollab\":\"key collaboration\",\"fallbackDeliverable\":\"deliverables\",\"fallbackAction1\":\"Write up your most recent project as a 3-line summary: problem → method → result.\",\"fallbackAction2\":\"Pick your most-used workflow and turn it into a reusable SOP/template.\",\"fallbackAction3\":\"Pick 1 skill gap (e.g. {skill}) and set a 7-day mini goal.\",\"fallbackSkill\":\"AI tools\",\"fallbackMistake1Wrong\":\"Just executing without explaining \\\"why\\\".\",\"fallbackMistake1Right\":\"Communicate \\\"conclusion + evidence + next steps\\\" clearly.\",\"fallbackMistake1Why\":\"AI can execute; humans are more valuable for explanation and judgment.\",\"fallbackMistake2Wrong\":\"Sticking to old tools without upgrading thinking.\",\"fallbackMistake2Right\":\"Think about business goals first, then choose tools.\",\"fallbackMistake2Why\":\"Tools change; goals don't.\",\"fallbackMistake3Wrong\":\"Doing work but never reflecting.\",\"fallbackMistake3Right\":\"Summarize weekly: what got stuck and how to improve.\",\"fallbackMistake3Why\":\"Reflection is the fastest \\\"upgrade hack\\\".\",\"fallbackScenarioStory\":\"You get pulled into a meeting today: the boss says \\\"{role}'s work needs to be 30% more efficient.\\\" Your first thought is probably \\\"here we go again.\\\" But this is your chance to use AI as a teammate: find the repetitive parts first, and keep the high-value judgment for yourself.\"},\"sankeyFlow\":{\"careersCount\":\"{count} careers\",\"industryFullLabel\":\"{industry} ({count} careers)\",\"columnCurrentCareer\":\"Current Career\",\"columnIndustry\":\"Industry\",\"columnTransition\":\"Recommended Transition\",\"nodeCountLabel\":\"{count} careers\",\"riskLevelLabel\":\"Risk Level:\",\"highRisk\":\"High Risk\",\"mediumRisk\":\"Medium Risk\",\"lowRisk\":\"Low Risk\",\"hintLabel\":\"Tip:\",\"hintText\":\"Hover over nodes to see related paths\",\"registerTitle\":\"Unlock Full Flow Chart\",\"registerSubtitle\":\"Sign up free to view transition paths for all {count} careers\"},\"quadrantMatrix\":{\"xAxisLow\":\"Low Risk\",\"xAxisHigh\":\"High Risk\",\"xAxisLabel\":\"AI Replacement Risk →\",\"yAxisLow\":\"Low Growth\",\"yAxisHigh\":\"High Growth\",\"yAxisLabel\":\"Growth Potential →\",\"registerTitle\":\"Unlock Full Map\",\"registerSubtitle\":\"Sign up free to view detailed analysis for all {count} careers\"},\"analysisModal\":{\"loginTitle\":\"Log In to Unlock AI Deep Analysis\",\"loginText\":\"After logging in, you can access AI career analysis reports, including industry trends, transition advice, and learning resource recommendations.\",\"loginButton\":\"Log In / Sign Up\",\"noContentTitle\":\"No pre-generated analysis available for this career\",\"noContentText\":\"You can spend Credits to have AI generate a deep analysis, including industry trends, transition advice, and learning paths.\",\"generateAnalysis\":\"AI Generate Deep Analysis\",\"creditBadge\":\"4 Credits\",\"planLoadingText\":\"AI is generating your personalized 30-day transition plan...\",\"planLoadingSubtext\":\"This may take 10-20 seconds\",\"planCompleteTitle\":\"Your 30-Day Transition Plan\",\"planErrorTitle\":\"Generation Failed\",\"generating\":\"Generating...\",\"generatePlan\":\"Generate My 30-Day Transition Plan\",\"insufficientBalance\":\"Insufficient Credits balance. Please top up and try again.\",\"analysisError\":\"Analysis request failed. Please try again later.\",\"planError\":\"Generation failed. Please try again later.\"}},\"aipmPage\":{\"community\":{\"groupTitle\":\"AI PM Community\",\"groupBadge\":\"1500+ members\",\"groupItem1\":\"Product case study breakdowns\",\"groupItem2\":\"No-Code hands-on sharing\",\"groupItem3\":\"Industry expert live sessions\",\"groupItem4\":\"AI job referrals\",\"joinFree\":\"Join Free\",\"showcaseTitle\":\"Student Showcase\",\"showcaseSubmit\":\"Submit\",\"showcase1Name\":\"Travel Planning Assistant\",\"showcase1Author\":\"@Sarah · No-Code\",\"showcase2Name\":\"Resume Optimizer Agent\",\"showcase2Author\":\"@Tom · Prompt Eng\",\"showcase3Name\":\"Enterprise Knowledge Base Bot\",\"showcase3Author\":\"@Lily · RAG Strategy\",\"fallbackQ1\":\"Can I be an AI PM without a technical background?\",\"fallbackQ2\":\"How is AI PM different from traditional PM?\",\"fallbackQ3\":\"How do I start my first AI product?\",\"fallbackQ4\":\"What is RAG? How deep does a PM need to understand it?\",\"fallbackMeta\":\"Trending\"},\"capability\":{\"sectionLabel\":\"AI PM Capability Map\",\"title\":\"What core skills do PMs need in the AI era?\",\"prevStep\":\"Previous\",\"nextStep\":\"Next\",\"pause\":\"Pause\",\"play\":\"Play\",\"share\":\"Share\",\"equation\":\"AI PM = AI Cognition + Prompt + No-Code + AI Research + RAG \u0026 Agent Strategy\",\"sourceNote\":\"Framework based on the latest AI PM job requirements - 1,500+ self-assessments completed\",\"progressEmpty\":\"Click a card below to assess your AI PM competitiveness\",\"progressComplete\":\"Assessment complete!\",\"progressPartial\":\"Assessed {assessed}/{total} skills\",\"viewProfile\":\"View Capability Profile -\u003e\",\"skillAssessTitle\":\"Skill Self-Assessment\",\"skillNone\":\"To Learn\",\"skillBasic\":\"Familiar\",\"skillProficient\":\"Proficient\",\"summaryTitle\":\"Your AI PM Capability Profile\",\"summaryProficient\":\"Proficient\",\"summaryBasic\":\"Familiar\",\"percentileNote\":\"Your score exceeds {percentile}% of participants\",\"recommendTitle\":\"Learning Recommendation\",\"resetAssessment\":\"Retake Assessment\",\"shareTitle\":\"Share Assessment Tool\",\"shareDesc\":\"Copy the link to share with your PM peers:\",\"shareCopied\":\"Copied\",\"shareCopyLink\":\"Copy Link\",\"blocks\":{\"cognition\":{\"title\":\"AI PM Cognitive Upgrade\",\"description\":\"Understand AI technology boundaries, business value, and model selection strategies.\",\"skills\":{\"cog-llm-basics\":\"LLM Mechanisms (Transformer/Token/Window)\",\"cog-selection\":\"Model Selection (Closed vs Open Source / Cost-Benefit)\",\"cog-limitation\":\"Hallucination Detection \u0026 Boundary Control\",\"cog-ux\":\"AI Native UX Principles (Streaming/Non-deterministic Interaction)\",\"cog-cost\":\"Token Unit Economics (Cost Analysis)\",\"cog-ethics\":\"AI Safety, Compliance, Privacy \u0026 Copyright Governance\"},\"links\":{\"deep\":\"Deep Dive: AI PM Cognitive Framework\",\"search\":\"Search: LLM Updates\"}},\"prompt\":{\"title\":\"Prompt for PMs\",\"description\":\"From natural language to high-value product docs and logical instructions.\",\"skills\":{\"pe-prd\":\"AI-Assisted PRD/BRD Framework Generation\",\"pe-structure\":\"Structured Prompt Design (CO-STAR/APE)\",\"pe-fewshot\":\"Few-shot \u0026 COT (Chain of Thought) Advanced Techniques\",\"pe-workflow\":\"Business SOP Automation Command Sets\",\"pe-eval\":\"Prompt Performance Evaluation \u0026 Regression Testing\",\"pe-system\":\"System Role Advanced Definition \u0026 Constraints\"},\"links\":{\"practice\":\"Hands-on: Prompt Efficiency Guide\",\"library\":\"PRD Prompt Library\"}},\"nocode\":{\"title\":\"No-Code MVP Building\",\"description\":\"Use AI tools to rapidly go from idea to working product prototype.\",\"skills\":{\"nc-v0\":\"v0.dev / Bolt.new Frontend UI Generation\",\"nc-cursor\":\"Getting Started with Cursor-Assisted Development\",\"nc-coze\":\"Building Low-Code Agents with Coze / Dify\",\"nc-automation\":\"Make / Zapier Cross-Platform Automation\",\"nc-api\":\"API Connector Design (Linking AI with Business Data)\",\"nc-deployment\":\"Vercel / Cloudflare Rapid Deployment\"},\"links\":{\"tutorial\":\"Tutorial: No-Code Quick Start\",\"tool\":\"Tool: v0 Guide\"}},\"research\":{\"title\":\"AI User Research\",\"description\":\"AI-powered demand discovery, competitive analysis, and user personas.\",\"skills\":{\"res-synthetic\":\"Synthetic Personas Creation\",\"res-sentiment\":\"Large-Scale Sentiment Analysis \u0026 Pain Point Clustering\",\"res-interview\":\"AI-Assisted Interview Guide Generation \u0026 Data Cleaning\",\"res-comp\":\"Automated Competitive Monitoring \u0026 Comparison Reports\",\"res-trend\":\"AI Trend Monitoring \u0026 Market Opportunity Discovery\"},\"links\":{\"method\":\"Methods: AI User Research Playbook\",\"template\":\"Template: Competitive Analysis\"}},\"strategy\":{\"title\":\"RAG \u0026 Agent Strategy\",\"description\":\"Design intelligent, stable AI architectures with complex task handling.\",\"skills\":{\"st-rag\":\"RAG Business Flow Design (Chunking/Recall/Rerank)\",\"st-agent\":\"Agent Task Decomposition \u0026 Multi-Agent Collaboration\",\"st-eval\":\"AI Evaluation Framework (Human-in-the-Loop)\",\"st-fallback\":\"Fallback Strategies \u0026 Model Safety Guardrails\",\"st-tools\":\"Function Calling Interface Specification\",\"st-multi\":\"Multi-Agent Workflow Orchestration\"},\"links\":{\"advanced\":\"Advanced: RAG \u0026 Agent Strategy\",\"search\":\"Search: RAG Wiki\"}}},\"recommendations\":{\"cognition\":{\"text\":\"Start with cognitive upgrade to understand AI's technical essence and business boundaries - the foundation for PM transition to AI.\",\"linkText\":\"Start Cognitive Upgrade\"},\"prompt\":{\"text\":\"Dive deep into Prompt Engineering to master controlling model output for high-quality product documents.\",\"linkText\":\"Learn Prompt\"},\"nocode\":{\"text\":\"Build prototypes quickly with No-Code tools and turn your AI ideas into an experienceable MVP.\",\"linkText\":\"Build MVP\"},\"research\":{\"text\":\"Master AI-powered user research methods to dramatically improve demand insight and competitive analysis efficiency.\",\"linkText\":\"Learn User Research\"},\"strategy\":{\"text\":\"Learn advanced RAG and Agent strategies to design smarter, more stable enterprise AI application architectures.\",\"linkText\":\"Learn Advanced Strategy\"},\"default\":{\"text\":\"Keep going! Elevate your AI PM competitiveness across all dimensions!\",\"linkText\":\"Continue Learning\"}}},\"faq\":{\"title\":\"FAQ\",\"subtitle\":\"Things you might want to know about AI Product Manager\",\"items\":{\"q1\":{\"question\":\"Can I be an AI PM without a technical background?\",\"answer\":\"Absolutely, and that's actually the advantage of AI PM - you don't need to write Python, but you need to know how to communicate with AI. In practice, AI PMs need to understand how large the Context Window is, what happens when Temperature is increased, and how much a single API call costs. These concepts aren't difficult, and the course will walk you through them.\"},\"q2\":{\"question\":\"How is AI PM different from traditional PM?\",\"answer\":\"Traditional PMs design wireframes, write PRDs, and discuss requirements with developers. AI PMs do all of that plus select models (GPT-4o or Claude?), tune Prompts, monitor data quality, and handle ethics compliance. The biggest difference: AI output is probabilistic, so you must learn to design certain user experiences within uncertainty.\"},\"q3\":{\"question\":\"AI can hallucinate - how do you handle that in production?\",\"answer\":\"This is a must-ask in AI PM interviews. Common approaches: add a disclaimer like 'Content generated by AI, please verify'; if using RAG, force source citations so users can verify; insert human review for critical decisions (like financial advice); add a layer of sensitive word filtering and logic validation as safety guardrails. No single approach works for everything - they're usually combined.\"},\"q4\":{\"question\":\"Is accuracy alone enough to evaluate AI products?\",\"answer\":\"Far from it. Accuracy is just the starting point. You also need to look at recall (are you missing information?), hallucination rate (how much is fabricated?), time to first token (how long does the user wait?), and token cost (how much per conversation?). Ultimately, it comes back to business metrics - retention and task completion rate.\"},\"q5\":{\"question\":\"Does an AI PM need to learn SQL or Python?\",\"answer\":\"It's not required, but knowing the basics makes a huge difference in efficiency. For example, if you want to quickly test an open-source model, writing a few lines of Python to call an API lets you do it yourself without waiting for developers. Same with SQL - running a quick data query to validate a product hypothesis is much faster than going back and forth with a data analyst.\"},\"q6\":{\"question\":\"How do you calculate AI product costs?\",\"answer\":\"Three parts: model API fees (priced per token), compute and storage, and R\u0026D headcount. On the revenue side, look at two things: how much manual labor is replaced (e.g., how many customer service reps an AI saves) and how much incremental value is created (e.g., how much GMV personalized recommendations drive). The key is watching 'cost per task' - if the model is too expensive, the more you use it, the more you lose.\"},\"q7\":{\"question\":\"How can a beginner build their first AI product?\",\"answer\":\"Just piece it together with No-Code tools. v0.dev for frontend UI, Coze or Dify for Agent logic - you can have a demo-ready MVP in half a day. Don't chase perfection; get real users to try it first, then iterate based on feedback. Many successful AI products started rough.\"},\"q8\":{\"question\":\"Does learning AI PM help with job hunting?\",\"answer\":\"More and more PM job descriptions now say 'AI product experience preferred'. PMs who can use AI to write PRDs, do competitive analysis, and build prototypes are genuinely more productive. If you want to start a business, the ability to build an AI application MVP from 0 to 1 is extremely valuable in itself.\"}}},\"resources\":{\"title\":\"Resource Library\",\"subtitle\":\"Bookmark these resources for quick reference\",\"items\":{\"promptLibrary\":{\"name\":\"PRD Scenario-Based Prompt Command Set\",\"meta\":\"Includes: Requirements analysis, user flows, event tracking templates\"},\"competitorAnalysis\":{\"name\":\"AI-Driven Competitive Analysis Workflow\",\"meta\":\"Includes: Automated data scraping \u0026 clustering analysis SOP\"},\"noCodeTools\":{\"name\":\"AI PM Essential No-Code Tool Matrix\",\"meta\":\"Includes: v0, Cursor, Coze comparison guide\"},\"interviewQuestions\":{\"name\":\"AI PM Core Interview Questions \u0026 Analysis\",\"meta\":\"Covers: Algorithm basics, scenario design, implementation challenges\"},\"saasPricing\":{\"name\":\"AI SaaS Tiered Pricing \u0026 Cost Model\",\"meta\":\"Includes: Token cost \u0026 profit hedging calculator\"},\"chatgpt\":{\"name\":\"ChatGPT Enterprise Application Guide\",\"meta\":\"From basic commands to enterprise knowledge base integration\"},\"roadmap\":{\"name\":\"AI Era PM Skill Progression Roadmap\",\"meta\":\"Visual path from beginner to AI product expert\"},\"videoCourses\":{\"name\":\"AI Product \u0026 R\u0026D Hands-on Video Courses\",\"meta\":\"JR TV: Industry leaders share frontline AI implementation experience\"}}},\"mainContent\":{\"learningPathTitle\":\"Learning Path\",\"viewAll\":\"View All\",\"industryNewsTitle\":\"Industry News\",\"more\":\"More\",\"paths\":{\"aiBasics\":{\"name\":\"AI PM Cognitive Upgrade: Technology Boundaries \u0026 Business Logic\",\"meta\":\"Deliverable: AI Product Model Selection Matrix \u0026 Cost Estimation Sheet\"},\"promptEngineering\":{\"name\":\"Prompt Engineering for PMs: Document Automation\",\"meta\":\"Deliverable: Structured PRD Generation Commands \u0026 Business SOP Instructions\"},\"noCodeMvp\":{\"name\":\"No-Code MVP Building: From Idea to Launch\",\"meta\":\"Deliverable: Live AI Interactive Prototype (v0/Coze)\"},\"userResearch\":{\"name\":\"AI User Research: Data-Driven Demand Insights\",\"meta\":\"Deliverable: Synthetic User Persona Set \u0026 Automated Competitive Analysis Dashboard\"},\"ragAgent\":{\"name\":\"RAG \u0026 Agent Strategy: Complex System Design\",\"meta\":\"Deliverable: Enterprise Knowledge Base Architecture \u0026 Multi-Agent Collaboration Plan\"},\"ethics\":{\"name\":\"AI Ethics \u0026 Compliance: Safety \u0026 Governance\",\"meta\":\"Deliverable: Product Compliance Checklist (Safety Guardrails)\"}}},\"hub\":{\"seoTitle\":\"AI Product Manager Learning Center - Superindividual in the AI Era\",\"seoDescription\":\"AI PM is one of the most promising careers in the AI era. This learning center teaches you AI product design, Prompt Engineering, No-Code prototyping, from requirements analysis to product launch, becoming a leader in the AI era.\",\"seoLearningPath\":\"Learning Path\",\"seoPath1\":\"AI PM Cognitive Upgrade: Understanding AI Technology Boundaries \u0026 Business Value\",\"seoPath2\":\"Prompt Engineering for PMs: Efficiently Generating PRDs \u0026 Documents\",\"seoPath3\":\"No-Code MVP Building: Build Products Without Coding\",\"seoPath4\":\"AI User Research: Leveraging AI for User Research\",\"seoPath5\":\"RAG \u0026 Agent Strategy: Designing Intelligent Product Architecture\"},\"page\":{\"metaTitle\":\"AI PM Learning Center - Prompt + No-Code for AI Products | JR Academy\",\"metaDescription\":\"Build AI products without writing code. 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Learn Prompt + No-Code, ship your MVP solo.\",\"defaultTag\":\"News\"}},\"aiContentPage\":{\"hero\":{\"badge\":\"AI Content Creation Hub\",\"title\":\"Turn creativity into a sustainable content workflow\",\"subtitle\":\"Images, videos, and copywriting in one place. 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Use tools with clear licensing terms and avoid copyrighted materials as reference images. Add human review before publishing.\"},\"1\":{\"question\":\"How to maintain consistent image style?\",\"answer\":\"Use a fixed prompt framework, reference images, unified color palette and camera descriptions. Use the same model and version when necessary.\"},\"2\":{\"question\":\"What if generated videos are unstable?\",\"answer\":\"Start with image-to-video to maintain visual consistency, then use storyboard scripts to control camera changes and avoid generating overly long clips at once.\"}}},\"defaultNews\":{\"0\":{\"title\":\"Nano Banana Pro Update: HD multi-ratio output support\",\"tag\":\"Nano Banana\"},\"1\":{\"title\":\"Runway adds Motion Brush for video repaint\",\"tag\":\"Runway\"},\"2\":{\"title\":\"Sora opens more creator test slots\",\"tag\":\"Sora\"}},\"page\":{\"metaTitle\":\"AI Content Creation Hub - Images/Videos/Copywriting All-in-One | JR Academy\",\"metaDescription\":\"AI content creation hub covering image generation, video creation, copywriting, and multimodal workflows. 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Time to take on advanced projects.\",\"allProficientLink\":\"View advanced content\",\"defaultText\":\"Continue assessing your skills to receive personalized learning recommendations.\",\"defaultLink\":\"Start learning\",\"fallbackText\":\"Keep going and build out your data analysis skill stack!\",\"blocks\":{\"data-acquisition\":{\"title\":\"Data Acquisition \u0026 Cleaning\",\"description\":\"Acquire data from multiple sources, handle missing and outlier values, generate data dictionaries\",\"linkLabel\":\"Learn: Data Acquisition \u0026 Cleaning\"},\"eda-visualization\":{\"title\":\"EDA \u0026 Visualization\",\"description\":\"Descriptive statistics, distribution analysis, correlation analysis, chart design\",\"linkLabel\":\"Learn: EDA \u0026 Visualization\"},\"sql-analytics\":{\"title\":\"SQL \u0026 Database Analytics\",\"description\":\"Write complex queries, use window functions, optimize performance\",\"linkLabel\":\"Learn: SQL Copilot\"},\"ai-assisted\":{\"title\":\"AI-Assisted 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Statistics (Mean/Median/Quartiles)\",\"ev-distribution\":\"Distribution Analysis\",\"ev-correlation\":\"Correlation Analysis\",\"ev-outliers\":\"Outlier Detection\",\"ev-chart-selection\":\"Chart Type Selection\",\"ev-matplotlib\":\"Matplotlib/Seaborn\",\"ev-altair\":\"Altair/Plotly\",\"ev-bi-tools\":\"BI Tools (Looker/Tableau/PowerBI)\",\"sq-join\":\"JOIN (Inner/Outer/Cross)\",\"sq-aggregate\":\"Aggregate Functions (GROUP BY/HAVING)\",\"sq-window\":\"Window Functions (ROW_NUMBER/LAG/LEAD)\",\"sq-subquery\":\"Subqueries \u0026 CTEs\",\"sq-optimization\":\"Query Optimization (Indexes/Execution Plans)\",\"sq-duckdb\":\"DuckDB/BigQuery\",\"sq-data-warehouse\":\"Data Warehouse Concepts\",\"ai-code-interpreter\":\"ChatGPT Code Interpreter\",\"ai-claude\":\"Claude Projects Analysis\",\"ai-gemini\":\"Gemini Data Analysis\",\"ai-prompt-data\":\"Data Analysis Prompt Writing\",\"ai-multimodal\":\"Multimodal (Screenshot/Chart Interpretation)\",\"ai-code-gen\":\"AI-Generated Pandas/SQL Code\",\"ai-insight-gen\":\"AI-Generated Business Insights\",\"bi-hypothesis\":\"Hypothesis-Driven Analysis\",\"bi-framework\":\"Finding-Evidence-Recommendation Framework\",\"bi-ab-test\":\"A/B Test Interpretation\",\"bi-funnel\":\"Funnel Analysis\",\"bi-cohort\":\"Cohort Analysis\",\"bi-storytelling\":\"Data Storytelling\",\"bi-report\":\"Report Writing\",\"ag-automation\":\"Scheduled Tasks (Zapier/Make/n8n)\",\"ag-notification\":\"Report Delivery (Slack/Email)\",\"ag-data-quality\":\"Data Quality Monitoring\",\"ag-version\":\"Data/Code Version Control\",\"ag-security\":\"Data Anonymization\",\"ag-privacy\":\"Privacy Compliance (GDPR)\",\"ag-documentation\":\"Analysis Documentation\"},\"radarLabels\":{\"data-acquisition\":\"Data Acq.\",\"eda-visualization\":\"EDA\",\"sql-analytics\":\"SQL\",\"ai-assisted\":\"AI-Assisted\",\"business-insights\":\"Insights\",\"automation-governance\":\"Automation\"},\"recommendations\":{\"data-acquisition\":{\"text\":\"Start by building a strong foundation in data acquisition and cleaning -- the first step in data analysis.\",\"linkText\":\"Learn Data Cleaning\"},\"eda-visualization\":{\"text\":\"Strengthen your EDA and visualization skills to discover patterns in data.\",\"linkText\":\"Learn EDA\"},\"sql-analytics\":{\"text\":\"Strengthen your SQL skills -- the core skill for interacting with databases.\",\"linkText\":\"Learn SQL\"},\"ai-assisted\":{\"text\":\"Learn AI-assisted analysis to boost your analysis efficiency.\",\"linkText\":\"Learn AI Analysis\"},\"business-insights\":{\"text\":\"Improve your business insight skills to extract actionable recommendations from data.\",\"linkText\":\"Learn Business Insights\"},\"automation-governance\":{\"text\":\"Learn automation and governance to turn analysis results into sustainable assets.\",\"linkText\":\"Learn Automation\"}}},\"seo\":{\"h1\":\"AI Data Analysis Learning Hub -- Let AI Handle Weekly Reports, EDA \u0026 SQL Queries\",\"whyTitle\":\"Why Use AI for Data Analysis?\",\"whyP1\":\"In data analysis, 80% of time is spent on cleaning and formatting, while the truly valuable insight phase gets compressed. We observed a typical scenario in our teaching: an operations team member spent 3 hours every week on reports -- exporting CSV, writing Pandas scripts for missing values, drawing charts, writing conclusions. After using ChatGPT Code Interpreter, the same workflow took just 25 minutes, and she used the saved time for cross-analysis and A/B test design.\",\"whyP2\":\"This is the core value of AI data analysis: not replacing the analyst's judgment, but automating mechanical steps like data import, coding, and charting so you can focus on business hypotheses and decision validation.\",\"whatTitle\":\"What This Course Teaches\",\"whatDt1\":\"Data Acquisition \u0026 Cleaning\",\"whatDd1\":\"You get a CSV with null values, messy date formats, and Chinese field names -- extremely common in real work. The course walks you through using AI to generate Pandas and SQL cleaning scripts, with emphasis on checking whether AI-generated code silently drops data.\",\"whatDt2\":\"EDA \u0026 Visualization\",\"whatDd2\":\"Let AI run descriptive statistics first, then recommend suitable chart types. For order data, AI typically suggests a time-series trend + distribution histogram + regional comparison bar chart combo, but you need to judge which charts are actually useful for business decisions.\",\"whatDt3\":\"SQL Copilot\",\"whatDd3\":\"Paste your table structure and field descriptions to AI and let it write SQL. The course emphasizes: first have AI restate its understanding of the fields before writing SQL -- this step avoids many issues where AI confidently writes a logically incorrect JOIN.\",\"whatDt4\":\"Business Insight Output\",\"whatDd4\":\"Analysis is done -- how do you write conclusions? We use the Finding-Evidence-Recommendation structure, with each finding backed by specific data and chart references.\",\"whatDt5\":\"Automated Weekly Reports\",\"whatDd5\":\"Use Zapier or n8n to set up a scheduled task that automatically runs data every Monday morning, generates a Markdown report, and pushes it to Slack. One student said after setting this up: finally no more rushing reports on Sunday nights.\",\"whatDt6\":\"Security \u0026 Review\",\"whatDd6\":\"Anonymize data before uploading -- everyone knows this. But what is easy to overlook: AI-generated SQL may miss filters in WHERE clauses, causing result bias. The course includes a review checklist to help you avoid these pitfalls.\",\"whoTitle\":\"Who Is This For\",\"whoP1\":\"If you are a data analyst or operations professional who works with Excel and SQL daily, this course can multiply your efficiency on repetitive tasks. Most of our students fall into this group -- they have data thinking but coding is not their strength, and they want to use AI to fill this gap.\",\"whoP2\":\"Complete beginners can follow along too. ChatGPT Code Interpreter supports natural language interaction -- no coding needed for basic analysis. However, if you are not sure what mean and median are, we recommend spending 1 hour on a statistics primer first for better results.\",\"toolsTitle\":\"Tools Used\",\"tool1\":\"ChatGPT Code Interpreter -- Upload CSV for direct analysis, best for quick EDA\",\"tool2\":\"Claude Projects -- Handle long documents and complex code generation\",\"tool3\":\"Gemini -- Screenshot recognition and multimodal analysis\",\"tool4\":\"Pandas / Polars -- Primary Python data processing libraries\",\"tool5\":\"DuckDB / BigQuery -- SQL analysis engines\",\"tool6\":\"Tableau / Looker / PowerBI -- BI dashboards and visualization\",\"tool7\":\"Zapier / Make / n8n -- Build automation workflows\",\"structureTitle\":\"Course Structure\",\"structureP\":\"12 chapters in four stages. The first 3 chapters build foundations (tool selection, data cleaning), the middle 4 chapters cover core analysis skills (EDA, SQL, insight output, automation), and the final 5 chapters cover security review and advanced techniques (multimodal analysis, LLM cross-validation). At a pace of 2-3 chapters per week, expect to finish in about 4-6 weeks.\",\"aboutTitle\":\"About JR Academy\",\"aboutP\":\"JR Academy specializes in AI skills training, covering AI programming, data analysis, Prompt Engineering and more. Course content is continuously iterated based on real teaching feedback, with the goal of helping students apply AI tools in their daily work rather than just knowing about them.\",\"lastUpdated\":\"Last updated: March 2026\"}},\"aiNewJobsPage\":{\"hero\":{\"title\":\"What New Jobs Has AI Created?\",\"subtitle\":\"Roles that didn't exist 3 years ago now pay $200K+\",\"statsJobs\":\"{count} New Roles\",\"statsGrowth\":\"Up to 986% Growth\",\"statsYear\":\"Most Born in 2023-2026\"},\"intro\":{\"text1\":\"AI isn't just replacing old jobs — it's creating entirely new careers at an unprecedented pace. Since the ChatGPT explosion in 2023, roles like Prompt Engineer, AI Agent Developer, and Context Engineer went from non-existent to some of the most sought-after positions in the job market. These new roles span technical, governance, and industry verticals, from entry-level to C-Suite.\",\"text2\":\"This page covers 21 representative new roles born in the AI era, including when they emerged, salary ranges, core skill requirements, hiring companies, and hot regions. Whether you come from a technical or non-technical background, you'll find a transition path that fits.\"},\"personaTest\":{\"text\":\"Take a 3-minute quiz to discover your AI career personality and find your best-fit AI role\",\"cta\":\"Take the Test →\"},\"banner\":{\"text\":\"Will AI replace your job?\",\"cta\":\"Check the AI Career Impact Map →\"},\"filter\":{\"all\":\"All\",\"technical\":\"Technical\",\"governance\":\"Governance\",\"industry\":\"Industry\"},\"category\":{\"technical\":\"Technical\",\"governance\":\"Governance\",\"industry\":\"Industry\"},\"growth\":{\"explosive\":\"Explosive Growth\",\"fast\":\"Fast Growing\",\"steady\":\"Steady Growth\",\"emerging\":\"Emerging\"},\"card\":{\"bornYear\":\"Hiring since {year}\",\"salary\":\"Salary Range\",\"companies\":\"Hiring Companies\",\"skills\":\"Core Skills\",\"cta\":\"Start Learning →\",\"viewDetail\":\"View Job Details →\"},\"trends\":{\"title\":\"Key Trends\",\"trend1\":{\"title\":\"Pure AI Roles Exploding\",\"description\":\"Agentic AI positions grew 986% from 2023 to 2024, with roles like AI Agent Developer and Context Engineer emerging rapidly\"},\"trend2\":{\"title\":\"From Tech to Governance\",\"description\":\"AI ethics, audit, and safety roles are becoming standard. 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