Gigantic List of Performable Tasks

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@ts-ignore\nimport { Hono } from \"npm:hono@4.4.12\";\n// @ts-ignore\nimport { OpenAI } from \"https://esm.town/v/std/openai?v=4\";\n// --- HIERARCHICAL DATABASE (Emptied as requested) ---\nconst db = {\n \"clusters\": [\n {\n \"id\": 1,\n \"name\": \"Marketing, Sales, and Service\",\n \"occupations\": [\n {\n \"id\": 1,\n \"onet_soc_code\": \"13-1161.00\",\n \"title\": \"Market Research Analysts and Marketing Specialists\",\n \"tasks\": [\n {\n \"id\": 1,\n \"task\": \"Analyze data on market conditions to identify potential sales of a product or service.\",\n },\n {\n \"id\": 2,\n \"task\":\n \"Gather data on competitors and analyze their prices, sales, and method of marketing and distribution.\",\n },\n {\n \"id\": 3,\n \"task\":\n \"Measure the effectiveness of marketing, advertising, and communications programs and strategies.\",\n },\n { \"id\": 4, \"task\": \"Forecast and track marketing and sales trends, analyzing collected data.\" },\n {\n \"id\": 5,\n \"task\":\n \"Prepare reports of findings, illustrating data graphically and translating complex findings into written text.\",\n },\n ],\n },\n {\n \"id\": 2,\n \"onet_soc_code\": \"11-2021.00\",\n \"title\": \"Marketing Managers\",\n \"tasks\": [\n { \"id\": 6, \"task\": \"Develop pricing strategies, balancing firm objectives and customer satisfaction.\" },\n {\n \"id\": 7,\n \"task\":\n \"Identify, develop, or evaluate marketing strategy, based on knowledge of establishment objectives, market characteristics, and cost and markup factors.\",\n },\n {\n \"id\": 8,\n \"task\":\n \"Formulate, direct, or coordinate marketing activities or policies to promote products or services, working with advertising or promotion managers.\",\n },\n { \"id\": 9, \"task\": \"Compile lists describing product or service offerings.\" },\n {\n \"id\": 10,\n \"task\":\n \"Use sales forecasting or strategic planning to ensure the sale and profitability of products, lines, or services, analyzing business developments and monitoring market trends.\",\n },\n ],\n },\n {\n \"id\": 3,\n \"onet_soc_code\": \"11-2022.00\",\n \"title\": \"Sales Managers\",\n \"tasks\": [{ \"id\": 11, \"task\": \"Monitor customer preferences to determine the focus of sales efforts.\" }, {\n \"id\": 12,\n \"task\":\n \"Analyze sales statistics to determine sales potential and inventory requirements and to monitor customers' preferences.\",\n }],\n },\n {\n \"id\": 4,\n \"onet_soc_code\": \"41-3021.00\",\n \"title\": \"Insurance Sales Agents\",\n \"tasks\": [\n {\n \"id\": 13,\n \"task\":\n \"Explain features, advantages and disadvantages of various policies to promote sale of insurance plans.\",\n },\n { \"id\": 14, \"task\": \"Calculate premiums and establish payment method.\" },\n {\n \"id\": 15,\n \"task\":\n \"Seek out new clients and develop clientele by networking to find new customers and generate lists of prospective clients.\",\n },\n ],\n },\n ],\n },\n {\n \"id\": 2,\n \"name\": \"Arts, A/V Technology & Communications\",\n \"occupations\": [\n {\n \"id\": 5,\n \"onet_soc_code\": \"27-3042.00\",\n \"title\": \"Technical Writers\",\n \"tasks\": [\n { \"id\": 16, \"task\": \"Organize and write supporting documents for products.\" },\n {\n \"id\": 17,\n \"task\":\n \"Interview production and engineering personnel and read journals and other material to become familiar with product technologies and production methods.\",\n },\n { \"id\": 18, \"task\": \"Edit, standardize, or make changes to material prepared by other writers.\" },\n {\n \"id\": 19,\n \"task\": \"Select photographs, drawings, sketches, diagrams, and charts to illustrate material.\",\n },\n {\n \"id\": 20,\n \"task\":\n \"Study drawings, specifications, mockups, and product samples to integrate and delineate technology, operating procedure, and production sequence and detail.\",\n },\n ],\n },\n {\n \"id\": 6,\n \"onet_soc_code\": \"27-1024.00\",\n \"title\": \"Graphic Designers\",\n \"tasks\": [\n {\n \"id\": 21,\n \"task\":\n \"Create designs, concepts, and sample layouts, based on knowledge of layout principles and esthetic design concepts.\",\n },\n { \"id\": 22, \"task\": \"Use computer software to generate new images.\" },\n {\n \"id\": 23,\n \"task\":\n \"Determine size and arrangement of illustrative material and copy, and select style and size of type.\",\n },\n {\n \"id\": 24,\n \"task\": \"Develop graphics and layouts for product illustrations, company logos, and websites.\",\n },\n ],\n },\n {\n \"id\": 7,\n \"onet_soc_code\": \"27-2012.00\",\n \"title\": \"Producers and Directors\",\n \"tasks\": [{\n \"id\": 25,\n \"task\": \"Read scripts, screenplays, or books to assess their suitability for production.\",\n }, { \"id\": 26, \"task\": \"Negotiate contracts with artistic and creative personnel.\" }],\n },\n {\n \"id\": 8,\n \"onet_soc_code\": \"27-3031.00\",\n \"title\": \"Public Relations Specialists\",\n \"tasks\": [{\n \"id\": 27,\n \"task\": \"Write material for media releases, keynote speeches, and promotional purposes.\",\n }, {\n \"id\": 28,\n \"task\":\n \"Plan and direct development and communication of informational programs to maintain favorable public perceptions of an organization's accomplishments or agenda.\",\n }],\n },\n {\n \"id\": 9,\n \"onet_soc_code\": \"27-4032.00\",\n \"title\": \"Film and Video Editors\",\n \"tasks\": [{\n \"id\": 29,\n \"task\":\n \"Select and combine the most effective shots of each scene to form a logical and smoothly running story.\",\n }, {\n \"id\": 30,\n \"task\":\n \"Organize and string together raw footage into a continuous whole according to scripts or instructions for films, television shows, and other visual media.\",\n }],\n },\n {\n \"id\": 10,\n \"onet_soc_code\": \"27-1011.00\",\n \"title\": \"Art Directors\",\n \"tasks\": [{\n \"id\": 31,\n \"task\":\n \"Formulate design concepts and presentation approaches for visual productions and the media that will be used to present them.\",\n }],\n },\n {\n \"id\": 11,\n \"onet_soc_code\": \"27-3023.00\",\n \"title\": \"News Analysts, Reporters, and Journalists\",\n \"tasks\": [{ \"id\": 32, \"task\": \"Gather information through interviews, observation, and research.\" }, {\n \"id\": 33,\n \"task\": \"Write and edit news stories or commentaries for print, broadcast, or online media.\",\n }, {\n \"id\": 34,\n \"task\":\n \"Check reference materials, such as books, news files, or public records, to obtain relevant facts.\",\n }],\n },\n {\n \"id\": 12,\n \"onet_soc_code\": \"27-1022.00\",\n \"title\": \"Fashion Designers\",\n \"tasks\": [{ \"id\": 35, \"task\": \"Sketch designs of accessories, shoes, or other fashion items.\" }, {\n \"id\": 36,\n \"task\":\n \"Identify target markets for designs, looking at factors such as age, gender, and socioeconomic status.\",\n }],\n },\n ],\n },\n {\n \"id\": 3,\n \"name\": \"Agriculture, Food & Natural Resources\",\n \"occupations\": [\n {\n \"id\": 13,\n \"onet_soc_code\": \"19-1023.00\",\n \"title\": \"Zoologists and Wildlife Biologists\",\n \"tasks\": [\n {\n \"id\": 37,\n \"task\":\n \"Study the characteristics of animals, such as their origin, behavior, diseases, and life processes.\",\n },\n { \"id\": 38, \"task\": \"Analyze the influence of human activity on wildlife and their natural habitats.\" },\n { \"id\": 39, \"task\": \"Prepare reports, publications, and articles for journals and other forums.\" },\n { \"id\": 40, \"task\": \"Make recommendations on conservation management and wildlife protection.\" },\n ],\n },\n {\n \"id\": 14,\n \"onet_soc_code\": \"19-1031.00\",\n \"title\": \"Conservation Scientists\",\n \"tasks\": [\n { \"id\": 41, \"task\": \"Advise land-use planners on matters such as watershed and shoreline protection.\" },\n { \"id\": 42, \"task\": \"Develop plans for land and water management that protect natural resources.\" },\n { \"id\": 43, \"task\": \"Conduct research on environmental issues, such as soil erosion or water pollution.\" },\n ],\n },\n {\n \"id\": 15,\n \"onet_soc_code\": \"19-1032.00\",\n \"title\": \"Foresters\",\n \"tasks\": [{ \"id\": 44, \"task\": \"Plan and direct forest surveys and related studies.\" }, {\n \"id\": 45,\n \"task\":\n \"Develop and implement plans for the management of forest lands, including timber harvesting, reforestation, and fire prevention.\",\n }, {\n \"id\": 46,\n \"task\": \"Analyze data on forest conditions to determine the best course of action for management.\",\n }],\n },\n {\n \"id\": 16,\n \"onet_soc_code\": \"19-1012.00\",\n \"title\": \"Food Scientists and Technologists\",\n \"tasks\": [{\n \"id\": 47,\n \"task\": \"Develop new or improved ways of preserving, processing, packaging, storing, and delivering foods.\",\n }, {\n \"id\": 48,\n \"task\":\n \"Evaluate food processing and storage operations and assist in the development of quality assurance programs.\",\n }, {\n \"id\": 49,\n \"task\":\n \"Study methods to improve aspects of foods, such as chemical composition, flavor, color, texture, nutritional value, and convenience.\",\n }],\n },\n ],\n },\n {\n \"id\": 4,\n \"name\": \"Architecture & Construction\",\n \"occupations\": [\n {\n \"id\": 17,\n \"onet_soc_code\": \"17-1011.00\",\n \"title\": \"Architects, Except Landscape and Naval\",\n \"tasks\": [\n {\n \"id\": 50,\n \"task\":\n \"Prepare detailed drawings of architectural designs and plans for buildings and structures according to specifications provided by architect.\",\n },\n { \"id\": 51, \"task\": \"Administer construction contracts.\" },\n {\n \"id\": 52,\n \"task\":\n \"Develop final construction plans that show building's appearance as well as details for its construction.\",\n },\n ],\n },\n {\n \"id\": 18,\n \"onet_soc_code\": \"11-9021.00\",\n \"title\": \"Construction Managers\",\n \"tasks\": [{\n \"id\": 53,\n \"task\": \"Plan, schedule, or coordinate construction project activities to meet deadlines.\",\n }, { \"id\": 54, \"task\": \"Prepare and submit budget estimates, progress reports, or cost tracking reports.\" }],\n },\n {\n \"id\": 19,\n \"onet_soc_code\": \"17-3011.00\",\n \"title\": \"Architectural and Civil Drafters\",\n \"tasks\": [{\n \"id\": 55,\n \"task\":\n \"Create graphical representations of structures, using computer-aided design or drafting (CAD) software.\",\n }, {\n \"id\": 56,\n \"task\":\n \"Analyze building codes, by-laws, space and site requirements, and other technical documents and reports to determine their effect on architectural designs.\",\n }, {\n \"id\": 57,\n \"task\":\n \"Lay out and plan interior room arrangements for commercial buildings, using computer-assisted drafting (CAD) equipment and software.\",\n }],\n },\n ],\n },\n {\n \"id\": 5,\n \"name\": \"Business Management & Administration\",\n \"occupations\": [\n {\n \"id\": 20,\n \"onet_soc_code\": \"13-1071.00\",\n \"title\": \"Human Resources Specialists\",\n \"tasks\": [{\n \"id\": 58,\n \"task\":\n \"Maintain records and compile statistical reports concerning personnel-related data such as hires, transfers, performance appraisals, and absenteeism rates.\",\n }],\n },\n {\n \"id\": 21,\n \"onet_soc_code\": \"11-1021.00\",\n \"title\": \"General and Operations Managers\",\n \"tasks\": [{\n \"id\": 59,\n \"task\":\n \"Direct and coordinate activities of businesses or departments concerned with the production, pricing, sales, or distribution of products.\",\n }, {\n \"id\": 60,\n \"task\":\n \"Review financial statements, sales and activity reports, and other performance data to measure productivity and goal achievement and to determine areas needing cost reduction and program improvement.\",\n }],\n },\n {\n \"id\": 22,\n \"onet_soc_code\": \"13-1111.00\",\n \"title\": \"Management Analysts\",\n \"tasks\": [{ \"id\": 61, \"task\": \"Gather and organize information on problems or procedures.\" }, {\n \"id\": 62,\n \"task\": \"Analyze data gathered and develop solutions or alternative methods of proceeding.\",\n }, {\n \"id\": 63,\n \"task\":\n \"Document findings of study and prepare recommendations for implementation of new systems, procedures, or organizational changes.\",\n }],\n },\n {\n \"id\": 23,\n \"onet_soc_code\": \"11-3031.00\",\n \"title\": \"Financial Managers\",\n \"tasks\": [{\n \"id\": 64,\n \"task\":\n \"Direct financial activities, such as planning, procurement, and investments for all or part of an organization.\",\n }, {\n \"id\": 65,\n \"task\":\n \"Develop internal control policies, guidelines, and procedures for activities such as budget administration, cash and credit management, and accounting.\",\n }, {\n \"id\": 66,\n \"task\":\n \"Prepare or direct preparation of financial statements, business activity reports, financial position forecasts, annual budgets, or reports required by regulatory agencies.\",\n }],\n },\n {\n \"id\": 24,\n \"onet_soc_code\": \"13-1075.00\",\n \"title\": \"Human Resources Managers\",\n \"tasks\": [{\n \"id\": 67,\n \"task\": \"Plan and coordinate an organization's workforce to best use employees' talents.\",\n }, {\n \"id\": 68,\n \"task\":\n \"Advise managers on organizational policy matters, such as equal employment opportunity and sexual harassment, and recommend needed changes.\",\n }, {\n \"id\": 69,\n \"task\":\n \"Analyze and modify compensation and benefits policies to establish competitive programs and ensure compliance with legal requirements.\",\n }],\n },\n {\n \"id\": 25,\n \"onet_soc_code\": \"43-6014.00\",\n \"title\": \"Secretaries and Administrative Assistants, Except Legal, Medical, and Executive\",\n \"tasks\": [{\n \"id\": 70,\n \"task\":\n \"Perform administrative tasks such as preparing invoices, reports, memos, letters, financial statements and other documents.\",\n }, {\n \"id\": 71,\n \"task\":\n \"Read and analyze incoming memos, submissions, and reports to determine their significance and plan their distribution.\",\n }],\n },\n ],\n },\n {\n \"id\": 6,\n \"name\": \"Education & Training\",\n \"occupations\": [\n {\n \"id\": 26,\n \"onet_soc_code\": \"21-1012.00\",\n \"title\": \"Educational, Guidance, and Career Counselors and Advisors\",\n \"tasks\": [],\n },\n {\n \"id\": 27,\n \"onet_soc_code\": \"25-4022.00\",\n \"title\": \"Librarians and Media Collections Specialists\",\n \"tasks\": [],\n },\n { \"id\": 28, \"onet_soc_code\": \"13-1151.00\", \"title\": \"Training and Development Specialists\", \"tasks\": [] },\n ],\n },\n {\n \"id\": 7,\n \"name\": \"Finance\",\n \"occupations\": [\n {\n \"id\": 29,\n \"onet_soc_code\": \"13-2052.00\",\n \"title\": \"Personal Financial Advisors\",\n \"tasks\": [{\n \"id\": 72,\n \"task\":\n \"Interview clients to determine their current income, expenses, insurance coverage, tax status, financial objectives, risk tolerance, and other information needed to develop a financial plan.\",\n }, {\n \"id\": 73,\n \"task\":\n \"Recommend strategies clients can use to achieve their financial goals, such as retirement planning, investment, and insurance.\",\n }],\n },\n { \"id\": 30, \"onet_soc_code\": \"13-2011.00\", \"title\": \"Accountants and Auditors\", \"tasks\": [] },\n { \"id\": 31, \"onet_soc_code\": \"13-2072.00\", \"title\": \"Loan Officers\", \"tasks\": [] },\n { \"id\": 32, \"onet_soc_code\": \"13-2061.00\", \"title\": \"Financial Examiners\", \"tasks\": [] },\n { \"id\": 33, \"onet_soc_code\": \"11-3031.01\", \"title\": \"Treasurers and Controllers\", \"tasks\": [] },\n { \"id\": 34, \"onet_soc_code\": \"13-2031.00\", \"title\": \"Budget Analysts\", \"tasks\": [] },\n {\n \"id\": 35,\n \"onet_soc_code\": \"13-2081.00\",\n \"title\": \"Tax Examiners and Collectors, and Revenue Agents\",\n \"tasks\": [],\n },\n { \"id\": 36, \"onet_soc_code\": \"13-2041.00\", \"title\": \"Credit Analysts\", \"tasks\": [] },\n ],\n },\n {\n \"id\": 8,\n \"name\": \"Government & Public Administration\",\n \"occupations\": [\n {\n \"id\": 37,\n \"onet_soc_code\": \"19-3051.00\",\n \"title\": \"Urban and Regional Planners\",\n \"tasks\": [{\n \"id\": 74,\n \"task\":\n \"Design, promote, and administer government plans and policies affecting land use, zoning, public utilities, community facilities, and housing.\",\n }],\n },\n { \"id\": 38, \"onet_soc_code\": \"19-4092.00\", \"title\": \"Forensic Science Technicians\", \"tasks\": [] },\n { \"id\": 39, \"onet_soc_code\": \"19-3094.00\", \"title\": \"Political Scientists\", \"tasks\": [] },\n {\n \"id\": 40,\n \"onet_soc_code\": \"13-1031.00\",\n \"title\": \"Claims Adjusters, Examiners, and Investigators\",\n \"tasks\": [],\n },\n ],\n },\n {\n \"id\": 9,\n \"name\": \"Health Science\",\n \"occupations\": [\n { \"id\": 41, \"onet_soc_code\": \"31-9092.00\", \"title\": \"Medical Scientists, Except Epidemiologists\", \"tasks\": [] },\n ],\n },\n {\n \"id\": 10,\n \"name\": \"Information Technology\",\n \"occupations\": [\n {\n \"id\": 42,\n \"onet_soc_code\": \"15-1252.00\",\n \"title\": \"Software Developers\",\n \"tasks\": [{\n \"id\": 75,\n \"task\":\n \"Design, develop, and modify software systems, using scientific analysis and mathematical models to predict and measure outcomes and consequences of design.\",\n }, {\n \"id\": 76,\n \"task\": \"Collaborate with hardware engineers to assess and test hardware and software interaction.\",\n }],\n },\n { \"id\": 43, \"onet_soc_code\": \"15-1244.00\", \"title\": \"Web Developers\", \"tasks\": [] },\n { \"id\": 44, \"onet_soc_code\": \"15-1299.02\", \"title\": \"Computer Systems Engineers/Architects\", \"tasks\": [] },\n { \"id\": 45, \"onet_soc_code\": \"15-1212.00\", \"title\": \"Information Security Analysts\", \"tasks\": [] },\n { \"id\": 46, \"onet_soc_code\": \"11-3021.00\", \"title\": \"Computer and Information Systems Managers\", \"tasks\": [] },\n { \"id\": 47, \"onet_soc_code\": \"15-1241.00\", \"title\": \"Computer Network Architects\", \"tasks\": [] },\n { \"id\": 48, \"onet_soc_code\": \"15-1211.00\", \"title\": \"Computer Systems Analysts\", \"tasks\": [] },\n { \"id\": 49, \"onet_soc_code\": \"15-1221.00\", \"title\": \"Database Administrators\", \"tasks\": [] },\n { \"id\": 50, \"onet_soc_code\": \"15-1251.00\", \"title\": \"Computer Programmers\", \"tasks\": [] },\n ],\n },\n {\n \"id\": 11,\n \"name\": \"Law, Public Safety, Corrections & Security\",\n \"occupations\": [\n {\n \"id\": 51,\n \"onet_soc_code\": \"23-2011.00\",\n \"title\": \"Paralegals and Legal Assistants\",\n \"tasks\": [{\n \"id\": 77,\n \"task\":\n \"Prepare legal documents, including briefs, pleadings, appeals, wills, contracts, and real estate closing statements.\",\n }, {\n \"id\": 78,\n \"task\":\n \"Investigate the facts of a case by interviewing clients and witnesses and performing legal research.\",\n }],\n },\n { \"id\": 52, \"onet_soc_code\": \"23-1011.00\", \"title\": \"Lawyers\", \"tasks\": [] },\n {\n \"id\": 53,\n \"onet_soc_code\": \"23-2093.00\",\n \"title\": \"Title Examiners, Abstractors, and Searchers\",\n \"tasks\": [],\n },\n ],\n },\n ],\n};\n\n// --- AI SYSTEM PROMPTS ---\nconst PROMPT_REFINER_SYSTEM_PROMPT =\n `You operate as a specialized prompt engineer to generate {{variable}} meta prompts. Your function is to transmute raw, structured occupational data into an elaborate, efficacious, and long-form directive for a target AI. You will be given an \"Occupation,\" \"Task,\" and ancillary data fields. Your generated prompts must be comprehensive, detailed, and structured as a professional brief, suitable for guiding an advanced AI agent.\n# Core Rule\nThis is the most critical mandate of your function. YOU MUST RETURN A PROMPT THAT HAS {{variables}} IN IT!! Your purpose is not to create a static prompt, but a reusable **template**. Your primary goal is to identify the most important, undefined, or abstract entities and concepts within the user's \\`Task\\` description and convert them all into descriptive, double-curly-braced {{placeholders}} or {{variables}} . You MUST include at least 2 placeholder variables in your response. For example, if the task is \"Analyze data on market conditions to identify potential sales of a product or service,\" the key undefined entity is \"a product or service,\" which you MUST turn into a placeholder like \\`{{product_or_service}}\\`. Other examples include specific documents (\"a report\" -> \\`{{report_topic}}\\`), timeframes (\"in the coming quarter\" -> \\`{{target_quarter}}\\`), or clients (\"for the client\" -> \\`{{client_name}}\\`). A generated prompt template that fails to create appropriate \\`{{placeholders}}\\` for all such undefined entities is considered a failure. You must always create at least one.\n# Instructions\n1. **Establish Persona:** Begin the generated prompt by instantiating the persona. The 'Occupation' is your foundation. State it clearly and authoritatively: \"You are a [Occupation]...\". You should consider the implicit seniority and core responsibilities of this role in the tone of the prompt.\n2. **Define Objective:** Translate the given \\`Task\\` from a simple description into a formal, actionable objective. Frame it as a direct and primary mandate for the AI persona, explaining its importance or impact.\n3. **Insert Placeholders:** Scrutinize the objective for abstract or undefined nouns. Every such entity must be converted into a \\`{{variable}}\\`. Name these placeholders logically and descriptively, preferably using snake_case (e.g., \\`{{specific_product_line}}\\`, \\`{{quarterly_earnings_report}}\\`).\n4. **Integrate Context:** This is essential for creating a long-form, rich prompt. Dedicate distinct sentences or a full paragraph to contextualize the ancillary data. Do not merely list the \\`Skills\\`, \\`Knowledge\\`, and \\`Tools\\`. You must explicitly connect each asset to the execution of the objective. For instance, explain *how* a specific skill is to be applied, or *why* a piece of knowledge is fundamental to a successful outcome.\n5. **Mandate a Starting Point:** Conclude the generated prompt with a clear \"call to action\" that directs the target AI on how to begin its response, leaving no ambiguity about the first step.\n# Quality Rubric\n- **Detail & Length:** The final prompt must be expansive, typically multiple paragraphs long, providing a rich operational context. It should feel like a comprehensive professional briefing.\n- **Persona Authenticity:** The tone must be professional, authoritative, and believable for the specified role.\n- **Template Utility:** The prompt must contain logical placeholders, making it a truly reusable template for future tasks.\n# Example\nGiven input for a Market Research Analyst whose task is to \"Analyze data on market conditions to identify potential sales of a product or service,\" your output must be a JSON object like:\n{\"refined_prompt\":\"You are a Senior Market Research Analyst. Your primary mandate is to conduct a rigorous, data-driven analysis of prevailing market conditions to identify and quantify potential sales opportunities for the product line known as {{product_or_service}}. This analysis is a cornerstone of the strategic planning for the upcoming {{fiscal_year_and_quarter}} and its accuracy will directly impact resource allocation and marketing strategy.\\\\n\\\\nTo successfully execute this directive, you must employ your highly developed skills in Critical Thinking to deconstruct ambiguous market signals and your refined capabilities in formal Analysis to model potential outcomes. Every conclusion and recommendation in your final report must be substantiated by your expert knowledge of foundational Sales and Marketing principles and a firm grasp of Economics and Accounting.\\\\n\\\\nYou are expected to operate with maximum proficiency using premier Analytical or scientific software to run predictive models, and you must leverage advanced Database user interface and query software to extract, segment, and aggregate raw data from our internal data warehouse. Your final deliverable is a comprehensive report addressed to {{stakeholder_or_department}}. This report must contain, at minimum, an executive summary, a detailed breakdown of key market segments, multi-quarter sales projections with confidence intervals, and a set of actionable strategic recommendations for the specified product. Begin by outlining your detailed project plan, including data sources and analytical methodologies.\"}\n# Output\nYour entire response MUST be a single, minified JSON object containing exactly one key, \\`refined_prompt\\`. Do not include any other text or markdown wrappers. Your response must begin with \\`{\\` and end with \\`}\\`.`;\nconst INPUT_EXTRACTOR_SYSTEM_PROMPT =\n `You are an expert AI that designs intelligent, context-aware user forms based on a prompt. Your goal is to identify required fields from placeholders and then add a few, highly-relevant optional fields that a professional would ask about to improve the final output.\n# Rule 1: Identify Required Fields from Placeholders\nYour primary task is to find all placeholders formatted as \\`{{variable_name}}\\`. Each placeholder you find MUST be turned into a form field with \\`\"required\": true\\`.\n# Rule 2: Add High-Value Optional Fields\nAfter processing placeholders, you may add one or two **optional** fields.\n* **Purpose:** An optional field's purpose is to ask a clarifying question that the AI persona would ask to produce a significantly better, more customized result. It must be for a detail **not mentioned in the prompt**.\n* **Be Specific:** AVOID GENERIC FIELDS like \"Due Date\" or \"Output Format.\" Instead, create task-specific inputs. For a writing task, suggest optional fields for \"Tone of Voice\" or \"Key Points to Emphasize.\" For a design task, suggest \"Brand Colors\" or \"Desired Mood.\"\n* **Negative Constraint:** DO NOT create fields for concepts already described in the prompt's text. If the prompt says \"write a witty email,\" DO NOT create a field for \"Tone.\"\n# Rule 3: Use a Variety of Input Types\nYou must choose the most appropriate \\`type\\` for each field from the complete list below:\n* \\`text\\`: For short, freeform text.\n* \\`textarea\\`: For long, multi-line text.\n* \\`number\\`: For numerical data.\n* \\`date\\`: For a specific calendar date.\n* \\`checkbox\\`: For a single, boolean (yes/no) choice.\n* \\`select\\`: For a single choice from a constrained list of options. If you use this, you MUST also provide an \\`options\\` array.\n* \\`file_image\\`: For when an image upload is needed.\n# Rule 4: Final Output Specification\nYour response MUST be a single, minified JSON object with one key, \"inputs\", containing an array of the field objects you have identified.\n# Example\n## Input Prompt:\n\"You are a Graphic Designer. Create a logo for a new coffee shop named {{companyName}}.\"\n## Required JSON Output:\n{\"inputs\":[{\"name\":\"companyName\",\"label\":\"Company Name\",\"type\":\"text\",\"required\":true},{\"name\":\"logoStyle\",\"label\":\"Logo Style\",\"type\":\"select\",\"required\":false,\"options\":[{\"label\":\"Modern / Minimalist\",\"value\":\"modern\"},{\"label\":\"Vintage / Classic\",\"value\":\"vintage\"},{\"label\":\"Fun / Playful\",\"value\":\"playful\"}]},{\"name\":\"slogan\",\"label\":\"Slogan to include (if any)\",\"type\":\"text\",\"required\":false}]}\n`;\n// +++ NEW PROMPT FOR LATEX FORMATTING +++\nconst LATEX_FORMATTER_SYSTEM_PROMPT =\n `You are a master academic typesetter at a prestigious university press. Your sole responsibility is to convert a given text document into a flawlessly formatted, aesthetically pleasing, and structurally sound LaTeX document. You must adhere to the highest standards of academic publishing.\n# Core Mandates:\n1. **Complete Document Structure:** The output MUST be a complete, compilable LaTeX document. It must begin with \\`\\\\documentclass{...}\\` and end with \\`\\\\end{document}\\`. Do not output raw snippets; provide the full source code.\n2. **Intelligent Package Selection:** Based on the content, you must include the necessary packages.\n * For general text and modern fonts: \\`\\\\usepackage[T1]{fontenc}\\`, \\`\\\\usepackage{lmodern}\\`.\n * For margins: \\`\\\\usepackage[margin=1in]{geometry}\\`.\n * For math: \\`\\\\usepackage{amsmath, amssymb}\\` if any mathematical notation is present.\n * For hyperlinks: \\`\\\\usepackage{hyperref}\\`.\n * For code blocks: \\`\\\\usepackage{listings}\\`.\n3. **Professional Typography:**\n * Use the \\`article\\` or \\`report\\` class, selecting the most appropriate one for the content's length and structure. Use a 12pt font size.\n * Create a proper title section using \\`\\\\title{}\\`, \\`\\\\author{}\\`, \\`\\\\date{\\\\today}\\`, and render it with \\`\\\\maketitle\\`. The title should be inferred from the text, and the author should be \"O*NET AI Agent\".\n * If the text begins with a summary or introductory paragraph, format it as a formal \\`\\\\begin{abstract}...\\`\\\\end{abstract}\\` section.\n4. **Content-Aware Structuring:**\n * Analyze the input text for logical sections. Use \\`\\\\section{}\\` and \\`\\\\subsection{}\\` to create a clear hierarchy.\n * Format bulleted or numbered lists using \\`itemize\\` or \\`enumerate\\` environments, respectively.\n * If the text contains any code or data snippets, you MUST enclose them in a \\`lstlisting\\` environment using a professional style. Do not use the basic \\`verbatim\\` environment.\n5. **Final Output Format:** Your entire response must be a single block of raw LaTeX code. Do not wrap it in markdown backticks or any other explanatory text. The response must start directly with \\`\\\\documentclass\\` and nothing else.`;\n// --- FRONTEND ---\nfunction generateHtml(sourceUrl: string) {\n return `\n \n \n \n \n Gigantic List of Performable Tasks\n \n \n \n \n \n \n \n \n \n

\n \n

1. Choose an Industry

2. Select an Occupation

3. Pick a Task

4. Generated Agent Prompt

5. Configure Agent Inputs

\n \n

✅ Agent Output (LaTeX Source)

Rendered Preview (Printable)

\n \n \n \n `;\n}\n// --- BACKEND (API) ---\nconst app = new Hono();\n// --- API UTILITIES ---\nconst getAllOccupations = (() => {\n let allOccupations = null;\n return () => {\n if (allOccupations === null) {\n allOccupations = db.clusters.flatMap(c => c.occupations);\n }\n return allOccupations;\n };\n})();\n// --- API ROUTES ---\napp.get(\"/\", (c) => c.html(generateHtml(c.req.url)));\napp.get(\"/api/clusters\", (c) => {\n return c.json(db.clusters.map(({ id, name }) => ({ id, name })));\n});\napp.get(\"/api/occupations/:cluster_id\", (c) => {\n const { cluster_id } = c.req.param();\n const cluster = db.clusters.find(c => c.id == parseInt(cluster_id, 10));\n const occupations = cluster ? cluster.occupations.map(({ onet_soc_code, title }) => ({ onet_soc_code, title })) : [];\n return c.json(occupations);\n});\napp.get(\"/api/tasks/:onet_soc_code\", (c) => {\n const { onet_soc_code } = c.req.param();\n const occupation = getAllOccupations().find(o => o.onet_soc_code === onet_soc_code);\n const tasks = occupation ? occupation.tasks.map(({ id, task }) => ({ task_id: id, task })) : [];\n return c.json(tasks);\n});\napp.get(\"/api/prompt/:onet_soc_code/:task_id\", async (c) => {\n const { onet_soc_code, task_id } = c.req.param();\n const occupation = getAllOccupations().find(o => o.onet_soc_code === onet_soc_code);\n const task = occupation?.tasks.find(t => t.id == parseInt(task_id, 10));\n if (!task || !occupation) {\n return c.json({ error: \"Task or Occupation not found.\" }, 404);\n }\n const userInput = `Occupation: ${occupation.title}, Task: ${task.task}`;\n try {\n const openai = new OpenAI();\n const completion = await openai.chat.completions.create({\n model: \"gpt-4o\",\n messages: [{ role: \"system\", content: PROMPT_REFINER_SYSTEM_PROMPT }, { role: \"user\", content: userInput }],\n response_format: { type: \"json_object\" },\n });\n return c.json(JSON.parse(completion.choices[0].message.content));\n } catch (e) {\n console.error(\"Error in /api/prompt:\", e);\n return c.json({ error: \"AI failed to generate a valid prompt.\" }, 500);\n }\n});\napp.post(\"/api/inputs\", async (c) => {\n const { refined_prompt } = await c.req.json();\n if (!refined_prompt) return c.json({ error: \"refined_prompt is required\" }, 400);\n try {\n const openai = new OpenAI();\n const completion = await openai.chat.completions.create({\n model: \"gpt-4o\",\n messages: [{ role: \"system\", content: INPUT_EXTRACTOR_SYSTEM_PROMPT }, { role: \"user\", content: refined_prompt }],\n response_format: { type: \"json_object\" },\n });\n return c.json(JSON.parse(completion.choices[0].message.content));\n } catch (e) {\n console.error(\"Error in /api/inputs:\", e);\n return c.json({ error: \"AI failed to extract inputs.\" }, 500);\n }\n});\napp.post(\"/api/execute\", async (c) => {\n const { refined_prompt, user_inputs } = await c.req.json();\n if (!refined_prompt || !user_inputs) return c.json({ error: \"refined_prompt and user_inputs are required\" }, 400);\n let finalUserPrompt = refined_prompt;\n for (const [key, value] of Object.entries(user_inputs)) {\n const placeholder = new RegExp(`\\\\{\\\\{\\\\s*${key}\\\\s*\\\\}\\\\}`, \"g\");\n finalUserPrompt = finalUserPrompt.replace(placeholder, String(value));\n }\n try {\n const openai = new OpenAI();\n const agentCompletion = await openai.chat.completions.create({\n model: \"gpt-4-turbo\",\n messages: [\n { role: \"system\", content: \"You are a helpful assistant.\" },\n { role: \"user\", content: finalUserPrompt },\n ],\n });\n const agentOutput = agentCompletion.choices[0].message.content;\n if (!agentOutput) {\n throw new Error(\"The agent returned no content.\");\n }\n // --- New step: Format the agent's output into LaTeX ---\n const latexCompletion = await openai.chat.completions.create({\n model: \"gpt-4o\",\n messages: [\n { role: \"system\", content: LATEX_FORMATTER_SYSTEM_PROMPT },\n { role: \"user\", content: agentOutput },\n ],\n });\n const latexOutput = latexCompletion.choices[0].message.content;\n return c.json({ output: latexOutput });\n } catch (e) {\n console.error(\"Error during execution:\", e);\n return c.json({ error: `AI execution failed: ${e.message}` }, 500);\n }\n});\nexport default app.fetch;","// @ts-ignore\nimport { Hono } from \"npm:hono@4.4.12\";\n// @ts-ignore\nimport { OpenAI } from \"https://esm.town/v/std/openai?v=4\";\n// --- HIERARCHICAL DATABASE (Emptied as requested) ---\nconst db = {\n \"clusters\": [\n {\n \"id\": 1,\n \"name\": \"Marketing, Sales, and Service\",\n \"occupations\": [\n {\n \"id\": 1,\n \"onet_soc_code\": \"13-1161.00\",\n \"title\": \"Market Research Analysts and Marketing Specialists\",\n \"tasks\": [\n {\n \"id\": 1,\n \"task\": \"Analyze data on market conditions to identify potential sales of a product or service.\",\n },\n {\n \"id\": 2,\n \"task\":\n \"Gather data on competitors and analyze their prices, sales, and method of marketing and distribution.\",\n },\n {\n \"id\": 3,\n \"task\":\n \"Measure the effectiveness of marketing, advertising, and communications programs and strategies.\",\n },\n { \"id\": 4, \"task\": \"Forecast and track marketing and sales trends, analyzing collected data.\" },\n {\n \"id\": 5,\n \"task\":\n \"Prepare reports of findings, illustrating data graphically and translating complex findings into written text.\",\n },\n ],\n },\n {\n \"id\": 2,\n \"onet_soc_code\": \"11-2021.00\",\n \"title\": \"Marketing Managers\",\n \"tasks\": [\n { \"id\": 6, \"task\": \"Develop pricing strategies, balancing firm objectives and customer satisfaction.\" },\n {\n \"id\": 7,\n \"task\":\n \"Identify, develop, or evaluate marketing strategy, based on knowledge of establishment objectives, market characteristics, and cost and markup factors.\",\n },\n {\n \"id\": 8,\n \"task\":\n \"Formulate, direct, or coordinate marketing activities or policies to promote products or services, working with advertising or promotion managers.\",\n },\n { \"id\": 9, \"task\": \"Compile lists describing product or service offerings.\" },\n {\n \"id\": 10,\n \"task\":\n \"Use sales forecasting or strategic planning to ensure the sale and profitability of products, lines, or services, analyzing business developments and monitoring market trends.\",\n },\n ],\n },\n {\n \"id\": 3,\n \"onet_soc_code\": \"11-2022.00\",\n \"title\": \"Sales Managers\",\n \"tasks\": [{ \"id\": 11, \"task\": \"Monitor customer preferences to determine the focus of sales efforts.\" }, {\n \"id\": 12,\n \"task\":\n \"Analyze sales statistics to determine sales potential and inventory requirements and to monitor customers' preferences.\",\n }],\n },\n {\n \"id\": 4,\n \"onet_soc_code\": \"41-3021.00\",\n \"title\": \"Insurance Sales Agents\",\n \"tasks\": [\n {\n \"id\": 13,\n \"task\":\n \"Explain features, advantages and disadvantages of various policies to promote sale of insurance plans.\",\n },\n { \"id\": 14, \"task\": \"Calculate premiums and establish payment method.\" },\n {\n \"id\": 15,\n \"task\":\n \"Seek out new clients and develop clientele by networking to find new customers and generate lists of prospective clients.\",\n },\n ],\n },\n ],\n },\n {\n \"id\": 2,\n \"name\": \"Arts, A/V Technology & Communications\",\n \"occupations\": [\n {\n \"id\": 5,\n \"onet_soc_code\": \"27-3042.00\",\n \"title\": \"Technical Writers\",\n \"tasks\": [\n { \"id\": 16, \"task\": \"Organize and write supporting documents for products.\" },\n {\n \"id\": 17,\n \"task\":\n \"Interview production and engineering personnel and read journals and other material to become familiar with product technologies and production methods.\",\n },\n { \"id\": 18, \"task\": \"Edit, standardize, or make changes to material prepared by other writers.\" },\n {\n \"id\": 19,\n \"task\": \"Select photographs, drawings, sketches, diagrams, and charts to illustrate material.\",\n },\n {\n \"id\": 20,\n \"task\":\n \"Study drawings, specifications, mockups, and product samples to integrate and delineate technology, operating procedure, and production sequence and detail.\",\n },\n ],\n },\n {\n \"id\": 6,\n \"onet_soc_code\": \"27-1024.00\",\n \"title\": \"Graphic Designers\",\n \"tasks\": [\n {\n \"id\": 21,\n \"task\":\n \"Create designs, concepts, and sample layouts, based on knowledge of layout principles and esthetic design concepts.\",\n },\n { \"id\": 22, \"task\": \"Use computer software to generate new images.\" },\n {\n \"id\": 23,\n \"task\":\n \"Determine size and arrangement of illustrative material and copy, and select style and size of type.\",\n },\n {\n \"id\": 24,\n \"task\": \"Develop graphics and layouts for product illustrations, company logos, and websites.\",\n },\n ],\n },\n {\n \"id\": 7,\n \"onet_soc_code\": \"27-2012.00\",\n \"title\": \"Producers and Directors\",\n \"tasks\": [{\n \"id\": 25,\n \"task\": \"Read scripts, screenplays, or books to assess their suitability for production.\",\n }, { \"id\": 26, \"task\": \"Negotiate contracts with artistic and creative personnel.\" }],\n },\n {\n \"id\": 8,\n \"onet_soc_code\": \"27-3031.00\",\n \"title\": \"Public Relations Specialists\",\n \"tasks\": [{\n \"id\": 27,\n \"task\": \"Write material for media releases, keynote speeches, and promotional purposes.\",\n }, {\n \"id\": 28,\n \"task\":\n \"Plan and direct development and communication of informational programs to maintain favorable public perceptions of an organization's accomplishments or agenda.\",\n }],\n },\n {\n \"id\": 9,\n \"onet_soc_code\": \"27-4032.00\",\n \"title\": \"Film and Video Editors\",\n \"tasks\": [{\n \"id\": 29,\n \"task\":\n \"Select and combine the most effective shots of each scene to form a logical and smoothly running story.\",\n }, {\n \"id\": 30,\n \"task\":\n \"Organize and string together raw footage into a continuous whole according to scripts or instructions for films, television shows, and other visual media.\",\n }],\n },\n {\n \"id\": 10,\n \"onet_soc_code\": \"27-1011.00\",\n \"title\": \"Art Directors\",\n \"tasks\": [{\n \"id\": 31,\n \"task\":\n \"Formulate design concepts and presentation approaches for visual productions and the media that will be used to present them.\",\n }],\n },\n {\n \"id\": 11,\n \"onet_soc_code\": \"27-3023.00\",\n \"title\": \"News Analysts, Reporters, and Journalists\",\n \"tasks\": [{ \"id\": 32, \"task\": \"Gather information through interviews, observation, and research.\" }, {\n \"id\": 33,\n \"task\": \"Write and edit news stories or commentaries for print, broadcast, or online media.\",\n }, {\n \"id\": 34,\n \"task\":\n \"Check reference materials, such as books, news files, or public records, to obtain relevant facts.\",\n }],\n },\n {\n \"id\": 12,\n \"onet_soc_code\": \"27-1022.00\",\n \"title\": \"Fashion Designers\",\n \"tasks\": [{ \"id\": 35, \"task\": \"Sketch designs of accessories, shoes, or other fashion items.\" }, {\n \"id\": 36,\n \"task\":\n \"Identify target markets for designs, looking at factors such as age, gender, and socioeconomic status.\",\n }],\n },\n ],\n },\n {\n \"id\": 3,\n \"name\": \"Agriculture, Food & Natural Resources\",\n \"occupations\": [\n {\n \"id\": 13,\n \"onet_soc_code\": \"19-1023.00\",\n \"title\": \"Zoologists and Wildlife Biologists\",\n \"tasks\": [\n {\n \"id\": 37,\n \"task\":\n \"Study the characteristics of animals, such as their origin, behavior, diseases, and life processes.\",\n },\n { \"id\": 38, \"task\": \"Analyze the influence of human activity on wildlife and their natural habitats.\" },\n { \"id\": 39, \"task\": \"Prepare reports, publications, and articles for journals and other forums.\" },\n { \"id\": 40, \"task\": \"Make recommendations on conservation management and wildlife protection.\" },\n ],\n },\n {\n \"id\": 14,\n \"onet_soc_code\": \"19-1031.00\",\n \"title\": \"Conservation Scientists\",\n \"tasks\": [\n { \"id\": 41, \"task\": \"Advise land-use planners on matters such as watershed and shoreline protection.\" },\n { \"id\": 42, \"task\": \"Develop plans for land and water management that protect natural resources.\" },\n { \"id\": 43, \"task\": \"Conduct research on environmental issues, such as soil erosion or water pollution.\" },\n ],\n },\n {\n \"id\": 15,\n \"onet_soc_code\": \"19-1032.00\",\n \"title\": \"Foresters\",\n \"tasks\": [{ \"id\": 44, \"task\": \"Plan and direct forest surveys and related studies.\" }, {\n \"id\": 45,\n \"task\":\n \"Develop and implement plans for the management of forest lands, including timber harvesting, reforestation, and fire prevention.\",\n }, {\n \"id\": 46,\n \"task\": \"Analyze data on forest conditions to determine the best course of action for management.\",\n }],\n },\n {\n \"id\": 16,\n \"onet_soc_code\": \"19-1012.00\",\n \"title\": \"Food Scientists and Technologists\",\n \"tasks\": [{\n \"id\": 47,\n \"task\": \"Develop new or improved ways of preserving, processing, packaging, storing, and delivering foods.\",\n }, {\n \"id\": 48,\n \"task\":\n \"Evaluate food processing and storage operations and assist in the development of quality assurance programs.\",\n }, {\n \"id\": 49,\n \"task\":\n \"Study methods to improve aspects of foods, such as chemical composition, flavor, color, texture, nutritional value, and convenience.\",\n }],\n },\n ],\n },\n {\n \"id\": 4,\n \"name\": \"Architecture & Construction\",\n \"occupations\": [\n {\n \"id\": 17,\n \"onet_soc_code\": \"17-1011.00\",\n \"title\": \"Architects, Except Landscape and Naval\",\n \"tasks\": [\n {\n \"id\": 50,\n \"task\":\n \"Prepare detailed drawings of architectural designs and plans for buildings and structures according to specifications provided by architect.\",\n },\n { \"id\": 51, \"task\": \"Administer construction contracts.\" },\n {\n \"id\": 52,\n \"task\":\n \"Develop final construction plans that show building's appearance as well as details for its construction.\",\n },\n ],\n },\n {\n \"id\": 18,\n \"onet_soc_code\": \"11-9021.00\",\n \"title\": \"Construction Managers\",\n \"tasks\": [{\n \"id\": 53,\n \"task\": \"Plan, schedule, or coordinate construction project activities to meet deadlines.\",\n }, { \"id\": 54, \"task\": \"Prepare and submit budget estimates, progress reports, or cost tracking reports.\" }],\n },\n {\n \"id\": 19,\n \"onet_soc_code\": \"17-3011.00\",\n \"title\": \"Architectural and Civil Drafters\",\n \"tasks\": [{\n \"id\": 55,\n \"task\":\n \"Create graphical representations of structures, using computer-aided design or drafting (CAD) software.\",\n }, {\n \"id\": 56,\n \"task\":\n \"Analyze building codes, by-laws, space and site requirements, and other technical documents and reports to determine their effect on architectural designs.\",\n }, {\n \"id\": 57,\n \"task\":\n \"Lay out and plan interior room arrangements for commercial buildings, using computer-assisted drafting (CAD) equipment and software.\",\n }],\n },\n ],\n },\n {\n \"id\": 5,\n \"name\": \"Business Management & Administration\",\n \"occupations\": [\n {\n \"id\": 20,\n \"onet_soc_code\": \"13-1071.00\",\n \"title\": \"Human Resources Specialists\",\n \"tasks\": [{\n \"id\": 58,\n \"task\":\n \"Maintain records and compile statistical reports concerning personnel-related data such as hires, transfers, performance appraisals, and absenteeism rates.\",\n }],\n },\n {\n \"id\": 21,\n \"onet_soc_code\": \"11-1021.00\",\n \"title\": \"General and Operations Managers\",\n \"tasks\": [{\n \"id\": 59,\n \"task\":\n \"Direct and coordinate activities of businesses or departments concerned with the production, pricing, sales, or distribution of products.\",\n }, {\n \"id\": 60,\n \"task\":\n \"Review financial statements, sales and activity reports, and other performance data to measure productivity and goal achievement and to determine areas needing cost reduction and program improvement.\",\n }],\n },\n {\n \"id\": 22,\n \"onet_soc_code\": \"13-1111.00\",\n \"title\": \"Management Analysts\",\n \"tasks\": [{ \"id\": 61, \"task\": \"Gather and organize information on problems or procedures.\" }, {\n \"id\": 62,\n \"task\": \"Analyze data gathered and develop solutions or alternative methods of proceeding.\",\n }, {\n \"id\": 63,\n \"task\":\n \"Document findings of study and prepare recommendations for implementation of new systems, procedures, or organizational changes.\",\n }],\n },\n {\n \"id\": 23,\n \"onet_soc_code\": \"11-3031.00\",\n \"title\": \"Financial Managers\",\n \"tasks\": [{\n \"id\": 64,\n \"task\":\n \"Direct financial activities, such as planning, procurement, and investments for all or part of an organization.\",\n }, {\n \"id\": 65,\n \"task\":\n \"Develop internal control policies, guidelines, and procedures for activities such as budget administration, cash and credit management, and accounting.\",\n }, {\n \"id\": 66,\n \"task\":\n \"Prepare or direct preparation of financial statements, business activity reports, financial position forecasts, annual budgets, or reports required by regulatory agencies.\",\n }],\n },\n {\n \"id\": 24,\n \"onet_soc_code\": \"13-1075.00\",\n \"title\": \"Human Resources Managers\",\n \"tasks\": [{\n \"id\": 67,\n \"task\": \"Plan and coordinate an organization's workforce to best use employees' talents.\",\n }, {\n \"id\": 68,\n \"task\":\n \"Advise managers on organizational policy matters, such as equal employment opportunity and sexual harassment, and recommend needed changes.\",\n }, {\n \"id\": 69,\n \"task\":\n \"Analyze and modify compensation and benefits policies to establish competitive programs and ensure compliance with legal requirements.\",\n }],\n },\n {\n \"id\": 25,\n \"onet_soc_code\": \"43-6014.00\",\n \"title\": \"Secretaries and Administrative Assistants, Except Legal, Medical, and Executive\",\n \"tasks\": [{\n \"id\": 70,\n \"task\":\n \"Perform administrative tasks such as preparing invoices, reports, memos, letters, financial statements and other documents.\",\n }, {\n \"id\": 71,\n \"task\":\n \"Read and analyze incoming memos, submissions, and reports to determine their significance and plan their distribution.\",\n }],\n },\n ],\n },\n {\n \"id\": 6,\n \"name\": \"Education & Training\",\n \"occupations\": [\n {\n \"id\": 26,\n \"onet_soc_code\": \"21-1012.00\",\n \"title\": \"Educational, Guidance, and Career Counselors and Advisors\",\n \"tasks\": [],\n },\n {\n \"id\": 27,\n \"onet_soc_code\": \"25-4022.00\",\n \"title\": \"Librarians and Media Collections Specialists\",\n \"tasks\": [],\n },\n { \"id\": 28, \"onet_soc_code\": \"13-1151.00\", \"title\": \"Training and Development Specialists\", \"tasks\": [] },\n ],\n },\n {\n \"id\": 7,\n \"name\": \"Finance\",\n \"occupations\": [\n {\n \"id\": 29,\n \"onet_soc_code\": \"13-2052.00\",\n \"title\": \"Personal Financial Advisors\",\n \"tasks\": [{\n \"id\": 72,\n \"task\":\n \"Interview clients to determine their current income, expenses, insurance coverage, tax status, financial objectives, risk tolerance, and other information needed to develop a financial plan.\",\n }, {\n \"id\": 73,\n \"task\":\n \"Recommend strategies clients can use to achieve their financial goals, such as retirement planning, investment, and insurance.\",\n }],\n },\n { \"id\": 30, \"onet_soc_code\": \"13-2011.00\", \"title\": \"Accountants and Auditors\", \"tasks\": [] },\n { \"id\": 31, \"onet_soc_code\": \"13-2072.00\", \"title\": \"Loan Officers\", \"tasks\": [] },\n { \"id\": 32, \"onet_soc_code\": \"13-2061.00\", \"title\": \"Financial Examiners\", \"tasks\": [] },\n { \"id\": 33, \"onet_soc_code\": \"11-3031.01\", \"title\": \"Treasurers and Controllers\", \"tasks\": [] },\n { \"id\": 34, \"onet_soc_code\": \"13-2031.00\", \"title\": \"Budget Analysts\", \"tasks\": [] },\n {\n \"id\": 35,\n \"onet_soc_code\": \"13-2081.00\",\n \"title\": \"Tax Examiners and Collectors, and Revenue Agents\",\n \"tasks\": [],\n },\n { \"id\": 36, \"onet_soc_code\": \"13-2041.00\", \"title\": \"Credit Analysts\", \"tasks\": [] },\n ],\n },\n {\n \"id\": 8,\n \"name\": \"Government & Public Administration\",\n \"occupations\": [\n {\n \"id\": 37,\n \"onet_soc_code\": \"19-3051.00\",\n \"title\": \"Urban and Regional Planners\",\n \"tasks\": [{\n \"id\": 74,\n \"task\":\n \"Design, promote, and administer government plans and policies affecting land use, zoning, public utilities, community facilities, and housing.\",\n }],\n },\n { \"id\": 38, \"onet_soc_code\": \"19-4092.00\", \"title\": \"Forensic Science Technicians\", \"tasks\": [] },\n { \"id\": 39, \"onet_soc_code\": \"19-3094.00\", \"title\": \"Political Scientists\", \"tasks\": [] },\n {\n \"id\": 40,\n \"onet_soc_code\": \"13-1031.00\",\n \"title\": \"Claims Adjusters, Examiners, and Investigators\",\n \"tasks\": [],\n },\n ],\n },\n {\n \"id\": 9,\n \"name\": \"Health Science\",\n \"occupations\": [\n { \"id\": 41, \"onet_soc_code\": \"31-9092.00\", \"title\": \"Medical Scientists, Except Epidemiologists\", \"tasks\": [] },\n ],\n },\n {\n \"id\": 10,\n \"name\": \"Information Technology\",\n \"occupations\": [\n {\n \"id\": 42,\n \"onet_soc_code\": \"15-1252.00\",\n \"title\": \"Software Developers\",\n \"tasks\": [{\n \"id\": 75,\n \"task\":\n \"Design, develop, and modify software systems, using scientific analysis and mathematical models to predict and measure outcomes and consequences of design.\",\n }, {\n \"id\": 76,\n \"task\": \"Collaborate with hardware engineers to assess and test hardware and software interaction.\",\n }],\n },\n { \"id\": 43, \"onet_soc_code\": \"15-1244.00\", \"title\": \"Web Developers\", \"tasks\": [] },\n { \"id\": 44, \"onet_soc_code\": \"15-1299.02\", \"title\": \"Computer Systems Engineers/Architects\", \"tasks\": [] },\n { \"id\": 45, \"onet_soc_code\": \"15-1212.00\", \"title\": \"Information Security Analysts\", \"tasks\": [] },\n { \"id\": 46, \"onet_soc_code\": \"11-3021.00\", \"title\": \"Computer and Information Systems Managers\", \"tasks\": [] },\n { \"id\": 47, \"onet_soc_code\": \"15-1241.00\", \"title\": \"Computer Network Architects\", \"tasks\": [] },\n { \"id\": 48, \"onet_soc_code\": \"15-1211.00\", \"title\": \"Computer Systems Analysts\", \"tasks\": [] },\n { \"id\": 49, \"onet_soc_code\": \"15-1221.00\", \"title\": \"Database Administrators\", \"tasks\": [] },\n { \"id\": 50, \"onet_soc_code\": \"15-1251.00\", \"title\": \"Computer Programmers\", \"tasks\": [] },\n ],\n },\n {\n \"id\": 11,\n \"name\": \"Law, Public Safety, Corrections & Security\",\n \"occupations\": [\n {\n \"id\": 51,\n \"onet_soc_code\": \"23-2011.00\",\n \"title\": \"Paralegals and Legal Assistants\",\n \"tasks\": [{\n \"id\": 77,\n \"task\":\n \"Prepare legal documents, including briefs, pleadings, appeals, wills, contracts, and real estate closing statements.\",\n }, {\n \"id\": 78,\n \"task\":\n \"Investigate the facts of a case by interviewing clients and witnesses and performing legal research.\",\n }],\n },\n { \"id\": 52, \"onet_soc_code\": \"23-1011.00\", \"title\": \"Lawyers\", \"tasks\": [] },\n {\n \"id\": 53,\n \"onet_soc_code\": \"23-2093.00\",\n \"title\": \"Title Examiners, Abstractors, and Searchers\",\n \"tasks\": [],\n },\n ],\n },\n ],\n};\n// --- AI SYSTEM PROMPTS ---\nconst PROMPT_REFINER_SYSTEM_PROMPT =\n `You operate as a specialized prompt engineer to generate {{variable}} meta prompts. Your function is to transmute raw, structured occupational data into an elaborate, efficacious, and long-form directive for a target AI. You will be given an \"Occupation,\" \"Task,\" and ancillary data fields. Your generated prompts must be comprehensive, detailed, and structured as a professional brief, suitable for guiding an advanced AI agent.\n# Core Rule\nThis is the most critical mandate of your function. YOU MUST RETURN A PROMPT THAT HAS {{variables}} IN IT!! Your purpose is not to create a static prompt, but a reusable **template**. Your primary goal is to identify the most important, undefined, or abstract entities and concepts within the user's \\`Task\\` description and convert them all into descriptive, double-curly-braced {{placeholders}} or {{variables}} . You MUST include at least 2 placeholder variables in your response. For example, if the task is \"Analyze data on market conditions to identify potential sales of a product or service,\" the key undefined entity is \"a product or service,\" which you MUST turn into a placeholder like \\`{{product_or_service}}\\`. Other examples include specific documents (\"a report\" -> \\`{{report_topic}}\\`), timeframes (\"in the coming quarter\" -> \\`{{target_quarter}}\\`), or clients (\"for the client\" -> \\`{{client_name}}\\`). A generated prompt template that fails to create appropriate \\`{{placeholders}}\\` for all such undefined entities is considered a failure. You must always create at least one.\n# Instructions\n1. **Establish Persona:** Begin the generated prompt by instantiating the persona. The 'Occupation' is your foundation. State it clearly and authoritatively: \"You are a [Occupation]...\". You should consider the implicit seniority and core responsibilities of this role in the tone of the prompt.\n2. **Define Objective:** Translate the given \\`Task\\` from a simple description into a formal, actionable objective. Frame it as a direct and primary mandate for the AI persona, explaining its importance or impact.\n3. **Insert Placeholders:** Scrutinize the objective for abstract or undefined nouns. Every such entity must be converted into a \\`{{variable}}\\`. Name these placeholders logically and descriptively, preferably using snake_case (e.g., \\`{{specific_product_line}}\\`, \\`{{quarterly_earnings_report}}\\`).\n4. **Integrate Context:** This is essential for creating a long-form, rich prompt. Dedicate distinct sentences or a full paragraph to contextualize the ancillary data. Do not merely list the \\`Skills\\`, \\`Knowledge\\`, and \\`Tools\\`. You must explicitly connect each asset to the execution of the objective. For instance, explain *how* a specific skill is to be applied, or *why* a piece of knowledge is fundamental to a successful outcome.\n5. **Mandate a Starting Point:** Conclude the generated prompt with a clear \"call to action\" that directs the target AI on how to begin its response, leaving no ambiguity about the first step.\n# Quality Rubric\n- **Detail & Length:** The final prompt must be expansive, typically multiple paragraphs long, providing a rich operational context. It should feel like a comprehensive professional briefing.\n- **Persona Authenticity:** The tone must be professional, authoritative, and believable for the specified role.\n- **Template Utility:** The prompt must contain logical placeholders, making it a truly reusable template for future tasks.\n# Example\nGiven input for a Market Research Analyst whose task is to \"Analyze data on market conditions to identify potential sales of a product or service,\" your output must be a JSON object like:\n{\"refined_prompt\":\"You are a Senior Market Research Analyst. Your primary mandate is to conduct a rigorous, data-driven analysis of prevailing market conditions to identify and quantify potential sales opportunities for the product line known as {{product_or_service}}. This analysis is a cornerstone of the strategic planning for the upcoming {{fiscal_year_and_quarter}} and its accuracy will directly impact resource allocation and marketing strategy.\\\\n\\\\nTo successfully execute this directive, you must employ your highly developed skills in Critical Thinking to deconstruct ambiguous market signals and your refined capabilities in formal Analysis to model potential outcomes. Every conclusion and recommendation in your final report must be substantiated by your expert knowledge of foundational Sales and Marketing principles and a firm grasp of Economics and Accounting.\\\\n\\\\nYou are expected to operate with maximum proficiency using premier Analytical or scientific software to run predictive models, and you must leverage advanced Database user interface and query software to extract, segment, and aggregate raw data from our internal data warehouse. Your final deliverable is a comprehensive report addressed to {{stakeholder_or_department}}. This report must contain, at minimum, an executive summary, a detailed breakdown of key market segments, multi-quarter sales projections with confidence intervals, and a set of actionable strategic recommendations for the specified product. Begin by outlining your detailed project plan, including data sources and analytical methodologies.\"}\n# Output\nYour entire response MUST be a single, minified JSON object containing exactly one key, \\`refined_prompt\\`. Do not include any other text or markdown wrappers. Your response must begin with \\`{\\` and end with \\`}\\`.`;\nconst INPUT_EXTRACTOR_SYSTEM_PROMPT =\n `You are an expert AI that designs intelligent, context-aware user forms based on a prompt. Your goal is to identify required fields from placeholders and then add a few, highly-relevant optional fields that a professional would ask about to improve the final output.\n# Rule 1: Identify Required Fields from Placeholders\nYour primary task is to find all placeholders formatted as \\`{{variable_name}}\\`. Each placeholder you find MUST be turned into a form field with \\`\"required\": true\\`.\n# Rule 2: Add High-Value Optional Fields\nAfter processing placeholders, you may add one or two **optional** fields.\n* **Purpose:** An optional field's purpose is to ask a clarifying question that the AI persona would ask to produce a significantly better, more customized result. It must be for a detail **not mentioned in the prompt**.\n* **Be Specific:** AVOID GENERIC FIELDS like \"Due Date\" or \"Output Format.\" Instead, create task-specific inputs. For a writing task, suggest optional fields for \"Tone of Voice\" or \"Key Points to Emphasize.\" For a design task, suggest \"Brand Colors\" or \"Desired Mood.\"\n* **Negative Constraint:** DO NOT create fields for concepts already described in the prompt's text. If the prompt says \"write a witty email,\" DO NOT create a field for \"Tone.\"\n# Rule 3: Use a Variety of Input Types\nYou must choose the most appropriate \\`type\\` for each field from the complete list below:\n* \\`text\\`: For short, freeform text.\n* \\`textarea\\`: For long, multi-line text.\n* \\`number\\`: For numerical data.\n* \\`date\\`: For a specific calendar date.\n* \\`checkbox\\`: For a single, boolean (yes/no) choice.\n* \\`select\\`: For a single choice from a constrained list of options. If you use this, you MUST also provide an \\`options\\` array.\n* \\`file_image\\`: For when an image upload is needed.\n# Rule 4: Final Output Specification\nYour response MUST be a single, minified JSON object with one key, \"inputs\", containing an array of the field objects you have identified.\n# Example\n## Input Prompt:\n\"You are a Graphic Designer. Create a logo for a new coffee shop named {{companyName}}.\"\n## Required JSON Output:\n{\"inputs\":[{\"name\":\"companyName\",\"label\":\"Company Name\",\"type\":\"text\",\"required\":true},{\"name\":\"logoStyle\",\"label\":\"Logo Style\",\"type\":\"select\",\"required\":false,\"options\":[{\"label\":\"Modern / Minimalist\",\"value\":\"modern\"},{\"label\":\"Vintage / Classic\",\"value\":\"vintage\"},{\"label\":\"Fun / Playful\",\"value\":\"playful\"}]},{\"name\":\"slogan\",\"label\":\"Slogan to include (if any)\",\"type\":\"text\",\"required\":false}]}\n`;\n// +++ NEW PROMPT FOR LATEX FORMATTING +++\nconst LATEX_FORMATTER_SYSTEM_PROMPT =\n `You are a master academic typesetter at a prestigious university press. Your sole responsibility is to convert a given text document into a flawlessly formatted, aesthetically pleasing, and structurally sound LaTeX document. You must adhere to the highest standards of academic publishing.\n# Core Mandates:\n1. **Complete Document Structure:** The output MUST be a complete, compilable LaTeX document. It must begin with \\`\\\\documentclass{...}\\` and end with \\`\\\\end{document}\\`. Do not output raw snippets; provide the full source code.\n2. **Intelligent Package Selection:** Based on the content, you must include the necessary packages.\n * For general text and modern fonts: \\`\\\\usepackage[T1]{fontenc}\\`, \\`\\\\usepackage{lmodern}\\`.\n * For margins: \\`\\\\usepackage[margin=1in]{geometry}\\`.\n * For math: \\`\\\\usepackage{amsmath, amssymb}\\` if any mathematical notation is present.\n * For hyperlinks: \\`\\\\usepackage{hyperref}\\`.\n * For code blocks: \\`\\\\usepackage{listings}\\`.\n3. **Professional Typography:**\n * Use the \\`article\\` or \\`report\\` class, selecting the most appropriate one for the content's length and structure. Use a 12pt font size.\n * Create a proper title section using \\`\\\\title{}\\`, \\`\\\\author{}\\`, \\`\\\\date{\\\\today}\\`, and render it with \\`\\\\maketitle\\`. The title should be inferred from the text, and the author should be \"O*NET AI Agent\".\n * If the text begins with a summary or introductory paragraph, format it as a formal \\`\\\\begin{abstract}...\\`\\\\end{abstract}\\` section.\n4. **Content-Aware Structuring:**\n * Analyze the input text for logical sections. Use \\`\\\\section{}\\` and \\`\\\\subsection{}\\` to create a clear hierarchy.\n * Format bulleted or numbered lists using \\`itemize\\` or \\`enumerate\\` environments, respectively.\n * If the text contains any code or data snippets, you MUST enclose them in a \\`lstlisting\\` environment using a professional style. Do not use the basic \\`verbatim\\` environment.\n5. **Final Output Format:** Your entire response must be a single block of raw LaTeX code. Do not wrap it in markdown backticks or any other explanatory text. The response must start directly with \\`\\\\documentclass\\` and nothing else.`;\n// --- FRONTEND ---\nfunction generateHtml(sourceUrl: string) {\n return `\n \n \n \n \n \n Gigantic List of Performable Tasks\n \n \n \n \n \n \n \n \n \n

\n \n

1. Choose an Industry

2. Select an Occupation

3. Pick a Task

4. Generated Agent Prompt

5. Configure Agent Inputs

\n \n

✅ Agent Output (LaTeX Source)

Rendered Preview

\n \n \n \n `;\n}\n// --- BACKEND (API) ---\nconst app = new Hono();\n// --- API UTILITIES ---\n// Memoize finding occupations to avoid re-calculating on every API call\nconst getAllOccupations = (() => {\n let allOccupations = null;\n return () => {\n if (allOccupations === null) {\n allOccupations = db.clusters.flatMap(c => c.occupations);\n }\n return allOccupations;\n };\n})();\n// --- API ROUTES ---\n// Serve Frontend\napp.get(\"/\", (c) => c.html(generateHtml(c.req.url)));\n// Get top-level clusters (name and id only)\napp.get(\"/api/clusters\", (c) => {\n return c.json(db.clusters.map(({ id, name }) => ({ id, name })));\n});\n// Get occupations for a given cluster\napp.get(\"/api/occupations/:cluster_id\", (c) => {\n const { cluster_id } = c.req.param();\n const cluster = db.clusters.find(c => c.id == parseInt(cluster_id, 10));\n const occupations = cluster ? cluster.occupations.map(({ onet_soc_code, title }) => ({ onet_soc_code, title })) : [];\n return c.json(occupations);\n});\n// Get tasks for a given occupation\napp.get(\"/api/tasks/:onet_soc_code\", (c) => {\n const { onet_soc_code } = c.req.param();\n const occupation = getAllOccupations().find(o => o.onet_soc_code === onet_soc_code);\n const tasks = occupation ? occupation.tasks.map(({ id, task }) => ({ task_id: id, task })) : [];\n return c.json(tasks);\n});\n// Generate a refined prompt for the AI agent\napp.get(\"/api/prompt/:onet_soc_code/:task_id\", async (c) => {\n const { onet_soc_code, task_id } = c.req.param();\n const occupation = getAllOccupations().find(o => o.onet_soc_code === onet_soc_code);\n const task = occupation?.tasks.find(t => t.id == parseInt(task_id, 10));\n if (!task || !occupation) {\n return c.json({ error: \"Task or Occupation not found.\" }, 404);\n }\n const userInput = `Occupation: ${occupation.title}, Task: ${task.task}`;\n try {\n const openai = new OpenAI();\n const completion = await openai.chat.completions.create({\n model: \"gpt-4o\",\n messages: [{ role: \"system\", content: PROMPT_REFINER_SYSTEM_PROMPT }, { role: \"user\", content: userInput }],\n response_format: { type: \"json_object\" },\n });\n return c.json(JSON.parse(completion.choices[0].message.content));\n } catch (e) {\n console.error(\"Error in /api/prompt:\", e);\n return c.json({ error: \"AI failed to generate a valid prompt.\" }, 500);\n }\n});\n// Extract input fields from the generated prompt\napp.post(\"/api/inputs\", async (c) => {\n const { refined_prompt } = await c.req.json();\n if (!refined_prompt) return c.json({ error: \"refined_prompt is required\" }, 400);\n try {\n const openai = new OpenAI();\n const completion = await openai.chat.completions.create({\n model: \"gpt-4o\",\n messages: [{ role: \"system\", content: INPUT_EXTRACTOR_SYSTEM_PROMPT }, { role: \"user\", content: refined_prompt }],\n response_format: { type: \"json_object\" },\n });\n return c.json(JSON.parse(completion.choices[0].message.content));\n } catch (e) {\n console.error(\"Error in /api/inputs:\", e);\n return c.json({ error: \"AI failed to extract inputs.\" }, 500);\n }\n});\n// Execute the final prompt and format the output as LaTeX\napp.post(\"/api/execute\", async (c) => {\n const { refined_prompt, user_inputs } = await c.req.json();\n if (!refined_prompt || !user_inputs) return c.json({ error: \"refined_prompt and user_inputs are required\" }, 400);\n let finalUserPrompt = refined_prompt;\n for (const [key, value] of Object.entries(user_inputs)) {\n const placeholder = new RegExp(`\\\\{\\\\{\\\\s*${key}\\\\s*\\\\}\\\\}`, \"g\");\n finalUserPrompt = finalUserPrompt.replace(placeholder, String(value));\n }\n try {\n const openai = new OpenAI();\n const agentCompletion = await openai.chat.completions.create({\n model: \"gpt-4o\",\n messages: [\n { role: \"system\", content: finalUserPrompt },\n { role: \"user\", content: \"Proceed with the task as instructed.\" },\n ],\n });\n const agentOutput = agentCompletion.choices[0].message.content;\n if (!agentOutput) {\n throw new Error(\"The agent returned no content.\");\n }\n const latexCompletion = await openai.chat.completions.create({\n model: \"gpt-4o\",\n messages: [\n { role: \"system\", content: LATEX_FORMATTER_SYSTEM_PROMPT },\n { role: \"user\", content: agentOutput },\n ],\n });\n const latexOutput = latexCompletion.choices[0].message.content;\n return c.json({ output: latexOutput });\n } catch (e) {\n console.error(\"Error during execution:\", e);\n return c.json({ error: `AI execution failed: ${e.message}` }, 500);\n }\n});\nexport default 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Diff · v11