for the main title,

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for quoted text, for emphasis on key dental terms or instructions.\n2. **No Full Document:** Do NOT include \\`\\`, \\`\\`, or \\`\\` tags. Your response must be an HTML snippet that can be directly injected into a \\`
\\` on an existing page.\n3. **No Styling:** Do NOT include any CSS, \\`\n\n\n
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Dental Practice AI Assistant 🦷
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Select a role and task to generate documents, scripts, marketing materials, and more for your dental practice.
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1. Choose a Practice Area
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2. Select a Role
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3. Pick a Task to Automate
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4. Generated AI Agent Directive
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5. Provide Task Details
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✅ Generated Document
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\n\n \n\n`;\n}\n\n// --- BACKEND (API) ---\nconst app = new Hono();\n\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\n// --- API ROUTES ---\n// Serve Frontend\napp.get(\"/\", (c) => c.html(generateHtml(c.req.url)));\n\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\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\n// Get tasks for a given occupation from the static DB\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, name: task })) : [];\n return c.json(tasks);\n});\n\n// Generate a refined prompt for an AI agent from the static DB\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\n// --- NEW DYNAMIC PROMPT ENDPOINT ---\napp.post(\"/api/prompt/dynamic\", async (c) => {\n const { occupation_title, task } = await c.req.json();\n if (!occupation_title || !task) {\n return c.json({ error: \"occupation_title and task are required.\" }, 400);\n }\n const userInput = `Occupation: ${occupation_title}, 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/dynamic:\", e);\n return c.json({ error: \"AI failed to generate a valid prompt.\" }, 500);\n }\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\n// Dynamic occupation generation\napp.post(\"/api/generate/occupations\", async (c) => {\n const { industry } = await c.req.json();\n if (!industry) return c.json({ error: \"Industry is a required field.\" }, 400);\n const userInput = JSON.stringify({ type: \"occupations\", industry: industry });\n try {\n const openai = new OpenAI();\n const completion = await openai.chat.completions.create({\n model: \"gpt-4o\",\n messages: [\n { role: \"system\", content: DYNAMIC_LIST_GENERATOR_PROMPT },\n { role: \"user\", content: userInput },\n ],\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/generate/occupations:\", e);\n return c.json({ error: \"AI failed to generate a valid list.\" }, 500);\n }\n});\n\n// --- NEW DYNAMIC TASK ENDPOINT ---\napp.post(\"/api/generate/tasks\", async (c) => {\n const { occupation_name } = await c.req.json();\n if (!occupation_name) return c.json({ error: \"occupation_name is a required field.\" }, 400);\n const userInput = JSON.stringify({ type: \"tasks\", occupation: occupation_name });\n try {\n const openai = new OpenAI();\n const completion = await openai.chat.completions.create({\n model: \"gpt-4o\",\n messages: [\n { role: \"system\", content: DYNAMIC_LIST_GENERATOR_PROMPT },\n { role: \"user\", content: userInput },\n ],\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/generate/tasks:\", e);\n return c.json({ error: \"AI failed to generate a valid list.\" }, 500);\n }\n});\n\n// Execute the final prompt and format the output as HTML\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\n let finalUserPrompt = refined_prompt;\n for (const [key, value] of Object.entries(user_inputs)) {\n // --- BUG FIX --- Corrected the RegExp by reducing escape characters\n const placeholder = new RegExp(`\\\\{\\\\{\\\\s*${key}\\\\s*\\\\}\\\\}`, \"g\");\n finalUserPrompt = finalUserPrompt.replace(placeholder, String(value));\n }\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 {\n role: \"user\",\n content: \"Proceed with the task as instructed, ensuring the output is detailed and professionally formatted.\",\n },\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 htmlCompletion = await openai.chat.completions.create({\n model: \"gpt-4o\",\n messages: [\n { role: \"system\", content: HTML_FORMATTER_SYSTEM_PROMPT },\n { role: \"user\", content: agentOutput },\n ],\n });\n const htmlOutput = htmlCompletion.choices[0].message.content;\n return c.json({ output: htmlOutput });\n } catch (e) {\n console.error(\"Error during execution:\", e);\n return c.json({ error: `AI execution failed: ${e.message}` }, 500);\n }\n});\n\nexport default app.fetch;","deleted","label","children",[],[99],"files",[149],"counts",{"_173":32,"_174":175,"_176":32,"_177":32},"pulls","branches",1,"forks","envVars","contents",[],"file",{"_103":150,"_154":137,"_151":152,"_95":99,"_162":163,"_160":161,"_100":159,"_153":-5,"_105":182,"_155":136,"_165":96,"_98":183},["D",1753238768648],[99],"upstreamProject","upstreamBranch","emptyEnvVars","isNew","flags",[],"routes/_app.x.$handle.$name.branch.$branch.history_.$",{"_93":94,"_95":96,"_97":43,"_98":99,"_101":192,"_180":197,"_200":201,"_226":227,"_235":-7,"_236":32,"_237":22},{"_103":104,"_95":96,"_105":193,"_107":-5,"_108":22,"_109":110,"_111":-5,"_112":-5,"_14":113,"_114":-5,"_115":22,"_116":-5,"_117":32,"_16":118,"_119":120,"_121":120,"_122":123,"_124":123,"_125":123,"_126":120,"_127":120,"_23":194,"_131":195,"_134":196,"_146":22},["D",1753237255463],{"_93":94,"_129":130},{"_93":94,"_133":130},{"_100":136,"_95":43,"_103":137,"_138":104,"_139":-5,"_140":-5,"_141":-5,"_142":-5,"_143":-5,"_144":96,"_145":94},{"_103":150,"_95":99,"_151":152,"_153":-5,"_154":137,"_155":136,"_156":157,"_105":198,"_100":159,"_160":161,"_162":163,"_164":22,"_165":96,"_98":199},["D",1753238768648],[99],"history",[202,204,209,214,219,222],{"_103":150,"_154":137,"_151":152,"_95":99,"_162":163,"_160":161,"_100":159,"_153":-5,"_105":203,"_155":136,"_165":96},["D",1753238768648],{"_103":205,"_154":137,"_151":152,"_95":99,"_162":206,"_160":161,"_100":207,"_153":-5,"_105":208,"_155":159,"_165":96},"89de483e-676c-11f0-b16c-0224a6c84d84","// @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// --- Banks 7/22/2025. Dental Practice AI Task Automator.\n// --- josh@dereticular.com\n// --- jabanks@gmail.com\n\nconst db = {\n \"description\":\n \"An architectural overview of a modern dental practice, organizing roles and tasks into functional clusters. This expanded view details the responsibilities of each occupation and provides in-depth context for their specific tasks, highlighting the synergy required for successful practice operation.\",\n \"onet_soc_code_explanation\":\n \"O*NET-SOC (Standard Occupational Classification) codes are a national standard used by the U.S. Department of Labor to categorize and describe occupations, lending a layer of formal definition to each position.\",\n \"clusters\": [\n {\n \"id\": 1,\n \"name\": \"Clinical & Patient Care\",\n \"description\":\n \"This cluster represents the heart of the dental practice. The professionals here are directly involved in the diagnosis, treatment, prevention, and management of patients' oral health. Their work is hands-on, requiring a deep well of scientific knowledge, technical skill, and interpersonal empathy.\",\n \"occupations\": [\n {\n \"id\": 101,\n \"onet_soc_code\": \"29-1021.00\",\n \"title\": \"General Dentist\",\n \"role_and_responsibilities\":\n \"The General Dentist is the primary care provider for a patient's oral health. As a doctor of dental medicine (DMD) or dental surgery (DDS), they are responsible for diagnosing oral diseases, creating comprehensive treatment plans, and performing a wide range of restorative, cosmetic, and surgical procedures. They lead the clinical team and are ultimately responsible for the quality of care delivered.\",\n \"tasks\": [\n {\n \"id\": 1001,\n \"task\": \"Draft a referral letter to an orthodontist for a patient with malocclusion.\",\n \"expanded_description\":\n \"This task is a critical component of ensuring continuity of care. A well-written referral must be concise yet comprehensive, including the patient's history, the specific diagnosis (e.g., Class II, Division 1 malocclusion with severe crowding), radiographic findings, the clinical rationale for the referral, and the specific question the dentist wants the specialist to answer.\",\n },\n {\n \"id\": 1002,\n \"task\": \"Write detailed clinical notes for a complex multi-surface composite restoration.\",\n \"expanded_description\":\n \"This is a legal and clinical necessity. These notes must meticulously document every step: the tooth number, surfaces involved (e.g., Mesio-Occluso-Distal or MOD), the type and shade of composite material used, the bonding agent, the anesthesia administered (type and dosage), and any noteworthy observations, such as the proximity of the decay to the pulp.\",\n },\n {\n \"id\": 1003,\n \"task\": \"Create a comprehensive treatment plan explanation for a patient requiring a crown and bridge.\",\n \"expanded_description\":\n \"This task blends clinical acumen with patient communication. It involves explaining the diagnosis (e.g., cracked tooth, missing tooth), the sequence of procedures, the materials to be used (e.g., porcelain-fused-to-metal vs. all-zirconia), the timeline, and the alternatives, ensuring the patient can provide informed consent.\",\n },\n {\n \"id\": 1004,\n \"task\": \"Generate a post-operative instruction sheet for a patient after a wisdom tooth extraction.\",\n \"expanded_description\":\n \"Effective post-op care prevents complications. This document must clearly outline instructions for managing bleeding (biting on gauze), pain (medication schedule), swelling (ice packs), diet (soft foods), and oral hygiene (e.g., salt water rinses after 24 hours), as well as listing signs of complications like dry socket.\",\n },\n {\n \"id\": 1005,\n \"task\": \"Write a letter of medical necessity to an insurance company for a dental implant.\",\n \"expanded_description\":\n \"This is a persuasive, evidence-based argument. The letter must justify why an implant is the most appropriate, and not merely elective, treatment. It should reference the patient's clinical condition, the functional and biological limitations of alternatives like a partial denture, and cite evidence to support the long-term benefits of the implant.\",\n },\n ],\n },\n {\n \"id\": 102,\n \"onet_soc_code\": \"31-9091.00\",\n \"title\": \"Dental Assistant\",\n \"role_and_responsibilities\":\n \"The Dental Assistant is the dentist's right hand, crucial for improving the efficiency and quality of care. They perform a mix of clinical and administrative tasks, from preparing patients and sterilizing instruments to assisting chairside during procedures and taking dental radiographs.\",\n \"tasks\": [\n {\n \"id\": 1006,\n \"task\":\n \"Prepare a template for charting existing restorations and areas of concern during a new patient exam.\",\n \"expanded_description\":\n \"This creates a standardized, efficient workflow for new patient exams. The template would include clear symbols or codes for amalgam fillings, composites, crowns, missing teeth, and potential caries, ensuring that any team member can quickly understand a patient's dental status.\",\n },\n {\n \"id\": 1007,\n \"task\": \"Write a script for explaining the process of taking digital x-rays to an anxious patient.\",\n \"expanded_description\":\n \"This is about managing patient anxiety. The script should be simple, reassuring, and professional, explaining why x-rays are needed, what the patient will experience (e.g., placing the sensor), and emphasizing the safety and low radiation dose of modern digital systems.\",\n },\n {\n \"id\": 1008,\n \"task\": \"Generate a checklist for operatory setup for a crown preparation procedure.\",\n \"expanded_description\":\n \"This is a cornerstone of infection control and efficiency. The checklist would ensure all necessary items are present before the patient is seated, including specific dental burs, impression materials, retraction cord, anesthetic, and crown-and-bridge instruments, preventing any delays during the procedure.\",\n },\n {\n \"id\": 1009,\n \"task\": \"Draft an email to a dental supply company to reorder composite materials and bonding agents.\",\n \"expanded_description\":\n \"This requires precision. The email must include exact product names, manufacturer codes, quantities, and desired specifications (e.g., shade A2 for composite) to prevent costly ordering errors.\",\n },\n {\n \"id\": 1010,\n \"task\": \"Create a log sheet for daily, weekly, and monthly sterilization equipment maintenance.\",\n \"expanded_description\":\n \"This is a critical compliance document for OSHA and health department standards. The log would track daily spore tests for the autoclave, weekly cleaning cycles, and monthly maintenance checks, providing a verifiable record of safety protocols.\",\n },\n ],\n },\n {\n \"id\": 103,\n \"onet_soc_code\": \"29-1292.00\",\n \"title\": \"Dental Hygienist\",\n \"role_and_responsibilities\":\n \"A licensed healthcare professional, the Dental Hygienist is a specialist in preventive oral care. They are responsible for cleaning teeth (prophylaxis), performing deep cleanings (scaling and root planing), screening for oral cancer, taking radiographs, and, most importantly, educating patients on how to maintain optimal oral health.\",\n \"tasks\": [\n {\n \"id\": 1011,\n \"task\": \"Write a personalized oral hygiene instruction plan for a patient with early-stage gingivitis.\",\n \"expanded_description\":\n \"This goes beyond generic advice. For a patient with gingivitis, the plan would specify the use of an antimicrobial rinse, recommend a soft-bristled brush angled at the gumline (Bass technique), and detail proper flossing technique to address their specific areas of inflammation.\",\n },\n {\n \"id\": 1012,\n \"task\": \"Generate a script for educating a patient on the benefits of fluoride varnish.\",\n \"expanded_description\":\n \"This script must translate clinical benefits into patient-centric language. It would explain how fluoride acts as a 'vitamin for teeth,' making them more resistant to cavities, and how the varnish provides a high-concentration, long-lasting protective layer, especially beneficial after a cleaning.\",\n },\n {\n \"id\": 1013,\n \"task\": \"Draft a summary of periodontal charting findings to be reviewed by the dentist.\",\n \"expanded_description\":\n \"This is a concise, professional communication tool. The summary would highlight key findings for the dentist, such as pocket depths exceeding 4mm, areas of bleeding on probing (BOP), and any furcation involvement, allowing the dentist to quickly assess the patient's periodontal health and confirm the diagnosis.\",\n },\n {\n \"id\": 1014,\n \"task\": \"Create patient-friendly educational material explaining the progression of periodontal disease.\",\n \"expanded_description\":\n \"This often involves visual aids. The material would use simple analogies and diagrams to show how plaque buildup leads to gingivitis (red, swollen gums) and how, if untreated, it progresses to periodontitis, where bone loss occurs, leading to tooth mobility and potential loss.\",\n },\n {\n \"id\": 1015,\n \"task\": \"Write a follow-up email to a patient who recently completed scaling and root planing treatment.\",\n \"expanded_description\":\n \"This task enhances patient compliance and shows care. The email would check on their comfort, gently remind them of the importance of the next follow-up appointment (periodontal maintenance), and reinforce key home care instructions discussed during their visit.\",\n },\n ],\n },\n ],\n },\n {\n \"id\": 2,\n \"name\": \"Practice Management & Administration\",\n \"description\":\n \"This cluster is the command center of the dental practice. These professionals manage the business, personnel, and patient logistics, creating an environment where the clinical team can perform at their best and patients feel valued and well-cared for from the moment they make contact.\",\n \"occupations\": [\n {\n \"id\": 201,\n \"onet_soc_code\": \"11-9111.00\",\n \"title\": \"Dental Office Manager\",\n \"role_and_responsibilities\":\n \"The Office Manager is the linchpin that holds the practice together. They oversee all non-clinical operations, including staffing, payroll, financial reporting, marketing implementation, and ensuring compliance with regulations like HIPAA and OSHA. Their goal is to maximize practice productivity and profitability while maintaining a positive office culture.\",\n \"tasks\": [\n {\n \"id\": 2001,\n \"task\": \"Draft a job description for an open Front Desk Coordinator position.\",\n \"expanded_description\":\n \"This document sets expectations from the start. It must detail not just duties (scheduling, answering phones) but also required skills (e.g., experience with Dentrix/Eaglesoft software, strong interpersonal skills) and the personal attributes that fit the office culture (e.g., team player, positive attitude).\",\n },\n {\n \"id\": 2002,\n \"task\": \"Create a weekly staff meeting agenda focusing on patient flow and schedule optimization.\",\n \"expanded_description\":\n \"A productive meeting requires a clear agenda. This would include specific items like 'Review last week's patient wait times,' 'Discuss strategies for filling a last-minute cancellation,' and 'Introduce new scripting for appointment confirmations,' keeping the team aligned and focused on operational goals.\",\n },\n {\n \"id\": 2003,\n \"task\": \"Write an internal memo to the clinical team about new OSHA compliance protocols.\",\n \"expanded_description\":\n \"This communication must be clear, authoritative, and actionable. The memo would detail the specific changes (e.g., new requirements for sharps disposal), the date they take effect, and where to find the updated protocol manual, ensuring the practice remains compliant and safe.\",\n },\n {\n \"id\": 2004,\n \"task\":\n \"Develop a performance improvement plan for a staff member struggling with patient communication.\",\n \"expanded_description\":\n \"This is a structured and humane management tool. The Performance Improvement Plan (PIP) must document specific, observable behaviors needing improvement, establish clear, measurable goals (e.g., 'reduce patient complaints about phone etiquette by 50%'), outline the support and training to be provided, and set a timeline for re-evaluation.\",\n },\n {\n \"id\": 2005,\n \"task\": \"Analyze a monthly production report to identify trends in specific dental procedures.\",\n \"expanded_description\":\n \"This is a strategic financial task. The analysis would involve comparing the number of crowns, implants, or whitening procedures performed month-over-month to identify growth areas, assess the effectiveness of marketing campaigns, and inform future business decisions.\",\n },\n ],\n },\n {\n \"id\": 202,\n \"onet_soc_code\": \"43-4171.00\",\n \"title\": \"Patient Coordinator / Receptionist\",\n \"role_and_responsibilities\":\n \"As the first and last point of contact, the Patient Coordinator is the face and voice of the practice. They manage the complex appointment schedule, handle patient communication, process payments, and create a welcoming atmosphere. Their performance directly shapes the patient's overall impression of the practice.\",\n \"tasks\": [\n {\n \"id\": 2006,\n \"task\": \"Write a welcoming email template for new patients, including a link to online forms.\",\n \"expanded_description\":\n \"This sets a positive tone. The template should be warm and informative, confirming their appointment time, providing the practice address with a map link, and linking directly to online forms so they can be completed conveniently at home, which also saves time in the office.\",\n },\n {\n \"id\": 2007,\n \"task\": \"Draft a script for confirming patient appointments by phone, emphasizing cancellation policy.\",\n \"expanded_description\":\n \"This script must be both friendly and firm. It should confirm the date and time, but also politely state, 'We have reserved this time exclusively for you. If you need to make a change, we kindly request 48 hours' notice to avoid a cancellation fee,' which helps protect the practice's schedule.\",\n },\n {\n \"id\": 2008,\n \"task\": \"Generate a list of responses to frequently asked questions about dental insurance coverage.\",\n \"expanded_description\":\n \"This empowers the front desk team. The FAQ would include clear, simple answers to questions like 'Do you take my insurance?' (The better answer: 'We accept most PPO plans and will happily submit claims on your behalf.'), 'Is this procedure covered?', and 'What is a deductible?'.\",\n },\n {\n \"id\": 2009,\n \"task\":\n \"Create an email template to reactivate dormant patients who have not scheduled a recent hygiene appointment.\",\n \"expanded_description\":\n \"This marketing task aims to re-engage patients who are overdue for their hygiene appointments. The tone should be one of concern, not accusation, e.g., 'It's been a while since we've seen you, and we wanted to reach out to ensure your oral health is on track. Let us know if you're ready to schedule your next preventive visit.'\",\n },\n {\n \"id\": 2010,\n \"task\": \"Write a professional and empathetic script for handling a patient complaint about wait times.\",\n \"expanded_description\":\n \"This is crucial for service recovery. The script would follow the L.A.S.T. method: Listen to the patient's full complaint without interruption, Apologize sincerely for their experience, Solve the problem (e.g., 'Let me see if we can get you into the next available room immediately'), and Thank them for their patience.\",\n },\n ],\n },\n {\n \"id\": 203,\n \"onet_soc_code\": \"13-1041.06\",\n \"title\": \"Treatment Coordinator\",\n \"role_and_responsibilities\":\n \"The Treatment Coordinator is a specialized role focused on case presentation and financial arrangements. After the dentist diagnoses the treatment, this person explains the plan in detail to the patient, discusses the costs, explains insurance benefits, and presents financing options to help the patient overcome financial barriers to care. Their primary goal is to increase case acceptance.\",\n \"tasks\": [\n {\n \"id\": 2011,\n \"task\": \"Create a clear, itemized financial arrangement form for a multi-phase treatment plan.\",\n \"expanded_description\":\n \"This document promotes transparency and prevents misunderstandings. It must clearly list each procedure by its CDT code and full name, the full fee, the estimated insurance portion, and the final estimated patient co-payment, with a space for the patient to sign, indicating their understanding and agreement.\",\n },\n {\n \"id\": 2012,\n \"task\":\n \"Write a script for presenting a cosmetic dentistry treatment plan, focusing on benefits and outcomes.\",\n \"expanded_description\":\n \"This is a value-based sales conversation. The script would focus less on the clinical steps and more on the emotional and lifestyle benefits—'After completing the Invisalign treatment, you'll be able to smile with confidence in photos and social situations.'\",\n },\n {\n \"id\": 2013,\n \"task\": \"Draft a follow-up email to a patient who has not yet accepted a proposed treatment plan.\",\n \"expanded_description\":\n \"The goal is to be helpful, not pushy. The email should be a gentle nudge: 'Hi [Patient Name], I'm just following up on the treatment plan we discussed last week. Please let me know if you have any additional questions about the procedures or the financial options. We're here to help you move forward.'\",\n },\n {\n \"id\": 2014,\n \"task\": \"Develop a presentation breaking down different third-party financing options for patients.\",\n \"expanded_description\":\n \"This makes complex financial products easy to understand. The presentation would compare options like CareCredit and LendingClub side-by-side, showing interest rates, monthly payment estimates for different treatment totals, and the application process, empowering the patient to choose the best option for their budget.\",\n },\n {\n \"id\": 2015,\n \"task\": \"Analyze treatment acceptance rates from a provided dataset to identify barriers.\",\n \"expanded_description\":\n \"This is a data-driven strategy task. The analysis would involve segmenting the data to see if acceptance rates are lower for certain procedures (e.g., implants vs. crowns) or with certain insurance plans. This insight could reveal that the team needs better scripting for presenting implants or that a specific insurance plan's low reimbursement is a major barrier for patients.\",\n },\n ],\n },\n ],\n },\n {\n \"id\": 3,\n \"name\": \"Marketing & Patient Growth\",\n \"description\":\n \"This cluster is focused on attracting new patients and retaining existing ones. In a competitive market, strategic marketing and stellar patient relations are no longer optional. These roles manage the practice's brand, public image, and communication channels to ensure a steady stream of new and returning patients.\",\n \"occupations\": [\n {\n \"id\": 301,\n \"onet_soc_code\": \"11-2021.00\",\n \"title\": \"Dental Marketing Coordinator\",\n \"role_and_responsibilities\":\n \"The Marketing Coordinator develops and executes the practice's marketing plan. This includes managing the website, running social media campaigns, creating newsletters, managing online advertising (like Google Ads), and tracking the return on investment (ROI) for all marketing activities.\",\n \"tasks\": [\n {\n \"id\": 3001,\n \"task\":\n \"Generate a content calendar with 12 social media post ideas for 'National Dental Hygiene Month'.\",\n \"expanded_description\":\n \"This requires planning and creativity. The calendar would schedule a mix of content: educational posts ('Did you know...'), team spotlights ('Meet our hygienist, Sarah!'), patient testimonials, and interactive posts ('What's your biggest flossing challenge?') to keep the audience engaged throughout the month.\",\n },\n {\n \"id\": 3002,\n \"task\": \"Write the ad copy for a Google Ads campaign targeting 'emergency dentist near me'.\",\n \"expanded_description\":\n \"This copy must be direct, compelling, and action-oriented. Headlines might include 'Emergency Dentist - Seen Today' or 'Pain Relief Now - Call Us.' The description would emphasize key benefits: 'Fast appointments for toothaches, broken teeth, and dental emergencies. We handle your insurance. Call now for immediate help.'\",\n },\n {\n \"id\": 3003,\n \"task\": \"Draft a quarterly patient newsletter announcing a new teeth whitening service.\",\n \"expanded_description\":\n \"A good newsletter builds relationships. It would include not just the announcement of a new teeth whitening service, but also a personal message from the dentist, a helpful oral health tip, a staff highlight, and a call-to-action, such as a limited-time introductory offer on the new service.\",\n },\n {\n \"id\": 3004,\n \"task\": \"Outline a marketing strategy to attract more pediatric patients to the practice.\",\n \"expanded_description\":\n \"This requires a targeted approach. The strategy would include tactics like reaching out to local schools and daycare centers, running a 'No-Cavity Club' with prizes, creating a kid-friendly section on the website, and running social media ads targeted at local parents.\",\n },\n {\n \"id\": 3005,\n \"task\":\n \"Write a press release announcing that the lead dentist has completed an advanced certification in implantology.\",\n \"expanded_description\":\n \"This piece establishes authority and credibility. The press release would be written in a professional format, highlighting the significance of the certification in implantology, explaining how this advanced training benefits patients, and including a quote from the dentist. It would then be distributed to local media outlets.\",\n },\n ],\n },\n {\n \"id\": 302,\n \"onet_soc_code\": \"27-3031.00\",\n \"title\": \"Patient Relations & Reviews Manager\",\n \"role_and_responsibilities\":\n \"This role focuses on managing the patient experience and the practice's online reputation. They actively solicit feedback, respond to online reviews (both positive and negative), and implement programs that foster patient loyalty, such as referral programs.\",\n \"tasks\": [\n {\n \"id\": 3006,\n \"task\": \"Write a personalized email template to request a Google review from a satisfied patient.\",\n \"expanded_description\":\n \"Timing and personalization are key. The template should be sent shortly after a positive experience and should be easy for the patient. It would say something like, 'We loved seeing you today! We'd be so grateful if you could share your experience on Google. Here is a direct link to make it easy,' which significantly increases the likelihood of a response.\",\n },\n {\n \"id\": 3007,\n \"task\": \"Draft a professional and empathetic response to a negative online review.\",\n \"expanded_description\":\n \"This is a delicate art. The response should never be defensive. It should acknowledge the patient's feelings, thank them for their feedback, express regret that their experience was not positive, and take the conversation offline by saying, 'The details of your experience are important to us. Please contact our office manager, [Name], at [Phone Number] so we can address your concerns directly.'\",\n },\n {\n \"id\": 3008,\n \"task\":\n \"Create a script for a follow-up call to a patient who had a significant procedure to check on their recovery.\",\n \"expanded_description\":\n \"This simple act generates immense goodwill. The script would be short and caring: 'Hi [Patient Name], this is [Name] calling from Dr. [Dentist]'s office. The doctor just wanted me to check in and see how you are feeling after your procedure yesterday and to remind you we are here if you have any questions at all.'\",\n },\n {\n \"id\": 3009,\n \"task\": \"Design a patient referral program, including the rewards and communication materials.\",\n \"expanded_description\":\n \"An effective program motivates both the referrer and the new patient. The design would outline the reward (e.g., 'Refer a friend and you both receive a $50 credit towards future treatment'), create small, professional referral cards for patients to take with them, and draft the email and social media posts to announce the program.\",\n },\n {\n \"id\": 3010,\n \"task\": \"Summarize patient satisfaction survey data into a report with actionable insights for the team.\",\n \"expanded_description\":\n \"This turns raw data into actionable intelligence. The report would not just present scores ('Our average wait time satisfaction is 3.5/5') but also identify key themes from comments and provide specific, actionable recommendations, such as 'Multiple patients commented on a lack of evening appointments. We should explore extending hours one day a week.'\",\n },\n ],\n },\n ],\n },\n ],\n};\n// --- AI SYSTEM PROMPTS ---\nconst PROMPT_REFINER_SYSTEM_PROMPT =\n `What would a top 0.1% person in this field think. You operate as a specialized top 0.1% 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 \"Draft an appeal letter to an insurance company for a denied claim,\" the key undefined entities are \"insurance company\" and \"denied claim,\" which you MUST turn into placeholders like \\`{{insurance_company_name}}\\` and \\`{{denied_procedure_and_reason}}\\`. 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 top 0.1% persona just like yours. The 'Occupation' is your foundation. State it clearly and authoritatively: \"You are a top 0.1% [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., \\`{{patient_name}}\\`, \\`{{specific_cdt_code}}\\`).\n4. **Integrate Context:** This is essential for creating a long-form, rich prompt. Dedicate distinct sentences or a full paragraph to contextualize the task within a dental practice setting. Explain *how* clinical accuracy, patient empathy, or administrative efficiency is critical for the task's success.\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 dental 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 Dental Office Manager whose task is to \"Analyze patient demographics to identify opportunities for new services,\" your output must be a JSON object like:\n{\"refined_prompt\":\"You are a top 0.1% Dental Office Manager, a master of practice analytics and strategic growth. Your primary objective is to conduct a thorough analysis of our patient demographic data, sourced from {{patient_database_export_file}}, to identify underserved segments and propose a new clinical service to meet their needs. This analysis is critical for our {{target_quarter_or_year}} strategic planning and will directly influence our investment in new technology and staff training.\\\\n\\\\nTo execute this directive, you will apply your expert skills in data analysis to segment our patient base by age, location, and treatment history. You must use your deep knowledge of dental business operations and clinical service lines to evaluate the financial viability and operational impact of potential new services, such as in-house orthodontics, sleep apnea appliances, or cosmetic injectables. The success of your proposal hinges on its alignment with our practice's brand, which is focused on {{practice_brand_identity_description}}.\\\\n\\\\nYour final deliverable will be a formal business proposal for {{practice_owner_name_or_stakeholders}}. This proposal must include a data-backed rationale for the chosen service, a projected ROI, an implementation timeline, and marketing key points. Begin by outlining the steps of your data analysis process.\"}\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 \\`}\\`.`;\n\nconst INPUT_EXTRACTOR_SYSTEM_PROMPT =\n `You are a top 0.1% expert AI that serves as a strict parser. Your sole function is to analyze a prompt template, extract all placeholders, and generate a JSON form schema based on a strict set of rules.\n\n# Core Rules\nThis is the most critical mandate of your function. You must follow these rules precisely.\n\n## Rule 1: Required Fields from Placeholders ONLY\n- Your primary task is to find all placeholders formatted as \\`{{variable_name}}\\` in the provided prompt.\n- Each placeholder you find, and ONLY these placeholders, MUST be turned into a form field object.\n- Every field object generated from a placeholder MUST have \\`\"required\": true\\`.\n- **CRITICAL:** Do NOT invent or infer any other required fields. If it's not a \\`{{variable_name}}\\` in the prompt, it cannot be a required field.\n\n## Rule 2: Optional, High-Value Fields\n- After processing all placeholders, you may add one or two **optional** fields relevant to a dental context.\n- These optional fields are for expert-level clarifying questions that would produce a significantly better result (e.g., 'Tone of Voice', 'Include specific CDT codes?').\n- Every optional field you add MUST have \\`\"required\": false\\`.\n\n## Rule 3: Contextual Hints\n- For every field of type \\`text\\` or \\`textarea\\`, you MUST add a \\`placeholder\\` key.\n- The value for this key must be a concise, contextually-aware example of what a user might enter, inferred from the prompt's context (e.g., for a \\`{{patient_name}}\\` field, \\`\"e.g., Jane Doe\"\\`).\n- Generic hints like \\`\"Enter value here\"\\` are unacceptable.\n\n## Rule 4: Final Output Specification\n- Your entire response MUST be a single, minified JSON object.\n- The JSON object must have one key, \\`\"inputs\"\\`, which contains an array of the field objects you have generated.\n- Do not include any other text, explanations, or markdown wrappers. Your response must begin with \\`{\\` and end with \\`}\\`.\n\n# Example\n## Input Prompt:\n\"You are a Dental Marketing Coordinator. Create a social media post to promote our new teeth whitening special for the month of {{month_and_year}}. The special offer is {{special_offer_details}}.\"\n\n## Required JSON Output:\n{\"inputs\":[{\"name\":\"month_and_year\",\"label\":\"Month and Year\",\"type\":\"text\",\"required\":true,\"placeholder\":\"e.g., August 2025\"},{\"name\":\"special_offer_details\",\"label\":\"Special Offer Details\",\"type\":\"textarea\",\"required\":true,\"placeholder\":\"e.g., $100 off our in-office Zoom! whitening treatment.\"},{\"name\":\"target_platform\",\"label\":\"Target Platform\",\"type\":\"select\",\"required\":false,\"options\":[{\"label\":\"Facebook\",\"value\":\"facebook\"},{\"label\":\"Instagram\",\"value\":\"instagram\"},{\"label\":\"Both\",\"value\":\"both\"}]},{\"name\":\"image_description\",\"label\":\"Image to use (brief description)\",\"type\":\"text\",\"required\":false,\"placeholder\":\"e.g., A smiling person with bright white teeth\"}]}\n`;\n\nconst DYNAMIC_LIST_GENERATOR_PROMPT =\n `What would a top 0.1% person in this field think. You are a top 0.1% dental industry analyst and practice management consultant. Your sole function is to generate a list of specific, professional titles (for occupations or tasks) based on a user-provided category within the dental field, complete with a description of each role's or task's core function.\n\n# Core Rule\nThe list you generate MUST reflect deep domain expertise. You are to AVOID generic, common, or obvious titles. Instead, you must provide nuanced, specialized roles or tasks that truly exist within a modern dental practice. Each item in the list must include both a professional title (\\`name\\`) and a concise, one-sentence summary of its core function (\\`description\\`). Your response must demonstrate an insider's understanding of the dental industry.\n\n# Instructions\n1. Analyze the user's input, which specifies a \\`type\\` ('occupations' or 'tasks') and a context ('industry' or 'occupation'). The industry will be a dental specialization.\n2. Brainstorm a list of highly specific, professional-sounding job or task titles based on the context. Think about sub-disciplines and specializations within dentistry.\n3. For each title, write a single, clear sentence describing its primary responsibility.\n4. Format the output as a single, minified JSON object.\n5. The JSON object must contain exactly one key, \\`generated_list\\`.\n6. The value of \\`generated_list\\` must be an array of objects. Each object must have an \\`id\\` (a sequential number starting from 1), a \\`name\\` (the professional title), and a \\`description\\` (the one-sentence summary).\n\n# Example 1: Occupations from a Dental Specialty\n## User Input:\n{\"type\": \"occupations\", \"industry\": \"Pediatric Dentistry\"}\n## Required JSON Output:\n{\"generated_list\":[{\"id\":1,\"name\":\"Pediatric Dental Behavior Specialist\",\"description\":\"Focuses on managing anxious or special needs children to ensure a positive and successful treatment experience.\"},{\"id\":2,\"name\":\"Myofunctional Therapist\",\"description\":\"Works with children to correct improper function of the tongue and facial muscles, which can impact dental development.\"},{\"id\":3,\"name\":\"Community Outreach Coordinator (Pediatric)\",\"description\":\"Develops and manages programs to educate local schools and community groups on children's oral health.\"}]}\n\n# Example 2: Tasks from a Dental Occupation\n## User Input:\n{\"type\": \"tasks\", \"occupation\": \"Dental Insurance Coordinator\"}\n## Required JSON Output:\n{\"generated_list\":[{\"id\":1,\"name\":\"Insurance Fee Schedule Analysis\",\"description\":\"Analyzes and negotiates PPO fee schedules to maximize practice profitability.\"},{\"id\":2,\"name\":\"Complex Predetermination Submission\",\"description\":\"Compiles and submits detailed documentation to get pre-approval for high-value, multi-procedure treatment plans.\"},{\"id\":3,\"name\":\"Credentialing and Re-credentialing Management\",\"description\":\"Manages all provider credentialing applications with insurance networks to ensure uninterrupted participation.\"}]}\n`;\n\nconst HTML_FORMATTER_SYSTEM_PROMPT =\n `You are an expert in professional communication and semantic HTML, specializing in formatting content for a dental practice. Your sole responsibility is to convert a given raw text document into a clean, well-structured, and semantically correct HTML snippet suitable for patient or internal communication.\n# Core Mandates:\n1. **Valid & Semantic HTML:** The output MUST be valid HTML using appropriate tags. Use
for the main title,
for major sections,
for paragraphs,
and
for lists,
for quoted text, for emphasis on key dental terms or instructions.\n2. **No Full Document:** Do NOT include \\`\\`, \\`\\`, or \\`\\` tags. Your response must be an HTML snippet that can be directly injected into a \\`
\\` on an existing page.\n3. **No Styling:** Do NOT include any CSS, \\`\n\n\n
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Dental Practice AI Assistant 🦷
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Select a role and task to generate documents, scripts, marketing materials, and more for your dental practice.
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1. Choose a Practice Area
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2. Select a Role
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3. Pick a Task to Automate
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4. Generated AI Agent Directive
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5. Provide Task Details
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✅ Generated Document
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\n\n \n\n`;\n}\n\n// --- BACKEND (API) ---\nconst app = new Hono();\n\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\n// --- API ROUTES ---\n// Serve Frontend\napp.get(\"/\", (c) => c.html(generateHtml(c.req.url)));\n\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\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\n// Get tasks for a given occupation from the static DB\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, name: task })) : [];\n return c.json(tasks);\n});\n\n// Generate a refined prompt for an AI agent from the static DB\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\n// --- NEW DYNAMIC PROMPT ENDPOINT ---\napp.post(\"/api/prompt/dynamic\", async (c) => {\n const { occupation_title, task } = await c.req.json();\n if (!occupation_title || !task) {\n return c.json({ error: \"occupation_title and task are required.\" }, 400);\n }\n const userInput = `Occupation: ${occupation_title}, 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/dynamic:\", e);\n return c.json({ error: \"AI failed to generate a valid prompt.\" }, 500);\n }\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\n// Dynamic occupation generation\napp.post(\"/api/generate/occupations\", async (c) => {\n const { industry } = await c.req.json();\n if (!industry) return c.json({ error: \"Industry is a required field.\" }, 400);\n const userInput = JSON.stringify({ type: \"occupations\", industry: industry });\n try {\n const openai = new OpenAI();\n const completion = await openai.chat.completions.create({\n model: \"gpt-4o\",\n messages: [\n { role: \"system\", content: DYNAMIC_LIST_GENERATOR_PROMPT },\n { role: \"user\", content: userInput },\n ],\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/generate/occupations:\", e);\n return c.json({ error: \"AI failed to generate a valid list.\" }, 500);\n }\n});\n\n// --- NEW DYNAMIC TASK ENDPOINT ---\napp.post(\"/api/generate/tasks\", async (c) => {\n const { occupation_name } = await c.req.json();\n if (!occupation_name) return c.json({ error: \"occupation_name is a required field.\" }, 400);\n const userInput = JSON.stringify({ type: \"tasks\", occupation: occupation_name });\n try {\n const openai = new OpenAI();\n const completion = await openai.chat.completions.create({\n model: \"gpt-4o\",\n messages: [\n { role: \"system\", content: DYNAMIC_LIST_GENERATOR_PROMPT },\n { role: \"user\", content: userInput },\n ],\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/generate/tasks:\", e);\n return c.json({ error: \"AI failed to generate a valid list.\" }, 500);\n }\n});\n\n// Execute the final prompt and format the output as HTML\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\n let finalUserPrompt = refined_prompt;\n for (const [key, value] of Object.entries(user_inputs)) {\n // --- BUG FIX --- Corrected the RegExp by reducing escape characters\n const placeholder = new RegExp(`\\\\{\\\\{\\\\s*${key}\\\\s*\\\\}\\\\}`, \"g\");\n finalUserPrompt = finalUserPrompt.replace(placeholder, String(value));\n }\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 {\n role: \"user\",\n content: \"Proceed with the task as instructed, ensuring the output is detailed and professionally formatted.\",\n },\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 htmlCompletion = await openai.chat.completions.create({\n model: \"gpt-4o\",\n messages: [\n { role: \"system\", content: HTML_FORMATTER_SYSTEM_PROMPT },\n { role: \"user\", content: agentOutput },\n ],\n });\n const htmlOutput = htmlCompletion.choices[0].message.content;\n return c.json({ output: htmlOutput });\n } catch (e) {\n console.error(\"Error during execution:\", e);\n return c.json({ error: `AI execution failed: ${e.message}` }, 500);\n }\n});\n\nexport default app.fetch;",4,["D",1753237631552],{"_103":210,"_154":137,"_151":152,"_95":99,"_162":211,"_160":161,"_100":212,"_153":-5,"_105":213,"_155":207,"_165":96},"ba581162-676b-11f0-9f72-0224a6c84d84","// @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// --- Banks 7/22/2025. Dental Practice AI Task Automator.\n// --- josh@dereticular.com\n// --- jabanks@gmail.com\n\nconst db = {\n \"clusters\": [\n {\n \"id\": 1,\n \"name\": \"Clinical & Patient Care\",\n \"occupations\": [\n {\n \"id\": 101,\n \"onet_soc_code\": \"29-1021.00\",\n \"title\": \"General Dentist\",\n \"tasks\": [\n {\n \"id\": 1001,\n \"task\": \"Draft a referral letter to an orthodontist for a patient with malocclusion.\",\n },\n {\n \"id\": 1002,\n \"task\": \"Write detailed clinical notes for a complex multi-surface composite restoration.\",\n },\n {\n \"id\": 1003,\n \"task\": \"Create a comprehensive treatment plan explanation for a patient requiring a crown and bridge.\",\n },\n {\n \"id\": 1004,\n \"task\": \"Generate a post-operative instruction sheet for a patient after a wisdom tooth extraction.\",\n },\n {\n \"id\": 1005,\n \"task\": \"Write a letter of medical necessity to an insurance company for a dental implant.\",\n },\n ],\n },\n {\n \"id\": 102,\n \"onet_soc_code\": \"31-9091.00\",\n \"title\": \"Dental Assistant\",\n \"tasks\": [\n {\n \"id\": 1006,\n \"task\":\n \"Prepare a template for charting existing restorations and areas of concern during a new patient exam.\",\n },\n {\n \"id\": 1007,\n \"task\": \"Write a script for explaining the process of taking digital x-rays to an anxious patient.\",\n },\n {\n \"id\": 1008,\n \"task\": \"Generate a checklist for operatory setup for a crown preparation procedure.\",\n },\n {\n \"id\": 1009,\n \"task\": \"Draft an email to a dental supply company to reorder composite materials and bonding agents.\",\n },\n {\n \"id\": 1010,\n \"task\": \"Create a log sheet for daily, weekly, and monthly sterilization equipment maintenance.\",\n },\n ],\n },\n {\n \"id\": 103,\n \"onet_soc_code\": \"29-1292.00\",\n \"title\": \"Dental Hygienist\",\n \"tasks\": [\n {\n \"id\": 1011,\n \"task\": \"Write a personalized oral hygiene instruction plan for a patient with early-stage gingivitis.\",\n },\n {\n \"id\": 1012,\n \"task\": \"Generate a script for educating a patient on the benefits of fluoride varnish.\",\n },\n {\n \"id\": 1013,\n \"task\": \"Draft a summary of periodontal charting findings to be reviewed by the dentist.\",\n },\n {\n \"id\": 1014,\n \"task\": \"Create patient-friendly educational material explaining the progression of periodontal disease.\",\n },\n {\n \"id\": 1015,\n \"task\": \"Write a follow-up email to a patient who recently completed scaling and root planing treatment.\",\n },\n ],\n },\n ],\n },\n {\n \"id\": 2,\n \"name\": \"Practice Management & Administration\",\n \"occupations\": [\n {\n \"id\": 201,\n \"onet_soc_code\": \"11-9111.00\",\n \"title\": \"Dental Office Manager\",\n \"tasks\": [\n {\n \"id\": 2001,\n \"task\": \"Draft a job description for an open Front Desk Coordinator position.\",\n },\n {\n \"id\": 2002,\n \"task\": \"Create a weekly staff meeting agenda focusing on patient flow and schedule optimization.\",\n },\n {\n \"id\": 2003,\n \"task\": \"Write an internal memo to the clinical team about new OSHA compliance protocols.\",\n },\n {\n \"id\": 2004,\n \"task\":\n \"Develop a performance improvement plan for a staff member struggling with patient communication.\",\n },\n {\n \"id\": 2005,\n \"task\": \"Analyze a monthly production report to identify trends in specific dental procedures.\",\n },\n ],\n },\n {\n \"id\": 202,\n \"onet_soc_code\": \"43-4171.00\",\n \"title\": \"Patient Coordinator / Receptionist\",\n \"tasks\": [\n {\n \"id\": 2006,\n \"task\": \"Write a welcoming email template for new patients, including a link to online forms.\",\n },\n {\n \"id\": 2007,\n \"task\": \"Draft a script for confirming patient appointments by phone, emphasizing cancellation policy.\",\n },\n {\n \"id\": 2008,\n \"task\": \"Generate a list of responses to frequently asked questions about dental insurance coverage.\",\n },\n {\n \"id\": 2009,\n \"task\":\n \"Create an email template to reactivate dormant patients who have not scheduled a recent hygiene appointment.\",\n },\n {\n \"id\": 2010,\n \"task\": \"Write a professional and empathetic script for handling a patient complaint about wait times.\",\n },\n ],\n },\n {\n \"id\": 203,\n \"onet_soc_code\": \"13-1041.06\",\n \"title\": \"Treatment Coordinator\",\n \"tasks\": [\n {\n \"id\": 2011,\n \"task\": \"Create a clear, itemized financial arrangement form for a multi-phase treatment plan.\",\n },\n {\n \"id\": 2012,\n \"task\":\n \"Write a script for presenting a cosmetic dentistry treatment plan, focusing on benefits and outcomes.\",\n },\n {\n \"id\": 2013,\n \"task\": \"Draft a follow-up email to a patient who has not yet accepted a proposed treatment plan.\",\n },\n {\n \"id\": 2014,\n \"task\": \"Develop a presentation breaking down different third-party financing options for patients.\",\n },\n {\n \"id\": 2015,\n \"task\": \"Analyze treatment acceptance rates from a provided dataset to identify barriers.\",\n },\n ],\n },\n ],\n },\n {\n \"id\": 3,\n \"name\": \"Marketing & Patient Growth\",\n \"occupations\": [\n {\n \"id\": 301,\n \"onet_soc_code\": \"11-2021.00\",\n \"title\": \"Dental Marketing Coordinator\",\n \"tasks\": [\n {\n \"id\": 3001,\n \"task\":\n \"Generate a content calendar with 12 social media post ideas for 'National Dental Hygiene Month'.\",\n },\n {\n \"id\": 3002,\n \"task\": \"Write the ad copy for a Google Ads campaign targeting 'emergency dentist near me'.\",\n },\n {\n \"id\": 3003,\n \"task\": \"Draft a quarterly patient newsletter announcing a new teeth whitening service.\",\n },\n {\n \"id\": 3004,\n \"task\": \"Outline a marketing strategy to attract more pediatric patients to the practice.\",\n },\n {\n \"id\": 3005,\n \"task\":\n \"Write a press release announcing that the lead dentist has completed an advanced certification in implantology.\",\n },\n ],\n },\n {\n \"id\": 302,\n \"onet_soc_code\": \"27-3031.00\",\n \"title\": \"Patient Relations & Reviews Manager\",\n \"tasks\": [\n {\n \"id\": 3006,\n \"task\": \"Write a personalized email template to request a Google review from a satisfied patient.\",\n },\n {\n \"id\": 3007,\n \"task\": \"Draft a professional and empathetic response to a negative online review.\",\n },\n {\n \"id\": 3008,\n \"task\":\n \"Create a script for a follow-up call to a patient who had a significant procedure to check on their recovery.\",\n },\n {\n \"id\": 3009,\n \"task\": \"Design a patient referral program, including the rewards and communication materials.\",\n },\n {\n \"id\": 3010,\n \"task\": \"Summarize patient satisfaction survey data into a report with actionable insights for the team.\",\n },\n ],\n },\n ],\n },\n {\n \"id\": 4,\n \"name\": \"Financial & Insurance Operations\",\n \"occupations\": [\n {\n \"id\": 401,\n \"onet_soc_code\": \"43-3021.00\",\n \"title\": \"Dental Billing Specialist\",\n \"tasks\": [\n {\n \"id\": 4001,\n \"task\": \"Draft an appeal letter to an insurance company for a denied claim for a periodontal service.\",\n },\n {\n \"id\": 4002,\n \"task\":\n \"Write a clear, concise script for making a collection call to a patient with an overdue balance.\",\n },\n {\n \"id\": 4003,\n \"task\": \"Generate a report analyzing the practice's accounts receivable aging.\",\n },\n {\n \"id\": 4004,\n \"task\":\n \"Create a step-by-step guide for front desk staff on how to properly submit a clean dental claim.\",\n },\n {\n \"id\": 4005,\n \"task\": \"Write an explanation of benefits (EOB) summary in plain language for a patient.\",\n },\n ],\n },\n {\n \"id\": 402,\n \"onet_soc_code\": \"13-1031.00\",\n \"title\": \"Insurance Coordinator\",\n \"tasks\": [\n {\n \"id\": 4006,\n \"task\": \"Create a cheat sheet comparing the benefits of the top 5 insurance plans the practice accepts.\",\n },\n {\n \"id\": 4007,\n \"task\": \"Write a script for verifying a new patient's insurance eligibility and benefits over the phone.\",\n },\n {\n \"id\": 4008,\n \"task\":\n \"Draft a letter to an insurance company requesting a pre-authorization for a major restorative case.\",\n },\n {\n \"id\": 4009,\n \"task\":\n \"Analyze a fee schedule from a new insurance plan to determine if it is profitable for the practice.\",\n },\n {\n \"id\": 4010,\n \"task\":\n \"Compile a list of commonly used CDT codes that require narrative attachments for claim submission.\",\n },\n ],\n },\n ],\n },\n ],\n};\n// --- AI SYSTEM PROMPTS ---\nconst PROMPT_REFINER_SYSTEM_PROMPT =\n `What would a top 0.1% person in this field think. You operate as a specialized top 0.1% 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 \"Draft an appeal letter to an insurance company for a denied claim,\" the key undefined entities are \"insurance company\" and \"denied claim,\" which you MUST turn into placeholders like \\`{{insurance_company_name}}\\` and \\`{{denied_procedure_and_reason}}\\`. 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 top 0.1% persona just like yours. The 'Occupation' is your foundation. State it clearly and authoritatively: \"You are a top 0.1% [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., \\`{{patient_name}}\\`, \\`{{specific_cdt_code}}\\`).\n4. **Integrate Context:** This is essential for creating a long-form, rich prompt. Dedicate distinct sentences or a full paragraph to contextualize the task within a dental practice setting. Explain *how* clinical accuracy, patient empathy, or administrative efficiency is critical for the task's success.\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 dental 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 Dental Office Manager whose task is to \"Analyze patient demographics to identify opportunities for new services,\" your output must be a JSON object like:\n{\"refined_prompt\":\"You are a top 0.1% Dental Office Manager, a master of practice analytics and strategic growth. Your primary objective is to conduct a thorough analysis of our patient demographic data, sourced from {{patient_database_export_file}}, to identify underserved segments and propose a new clinical service to meet their needs. This analysis is critical for our {{target_quarter_or_year}} strategic planning and will directly influence our investment in new technology and staff training.\\\\n\\\\nTo execute this directive, you will apply your expert skills in data analysis to segment our patient base by age, location, and treatment history. You must use your deep knowledge of dental business operations and clinical service lines to evaluate the financial viability and operational impact of potential new services, such as in-house orthodontics, sleep apnea appliances, or cosmetic injectables. The success of your proposal hinges on its alignment with our practice's brand, which is focused on {{practice_brand_identity_description}}.\\\\n\\\\nYour final deliverable will be a formal business proposal for {{practice_owner_name_or_stakeholders}}. This proposal must include a data-backed rationale for the chosen service, a projected ROI, an implementation timeline, and marketing key points. Begin by outlining the steps of your data analysis process.\"}\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 \\`}\\`.`;\n\nconst INPUT_EXTRACTOR_SYSTEM_PROMPT =\n `You are a top 0.1% expert AI that serves as a strict parser. Your sole function is to analyze a prompt template, extract all placeholders, and generate a JSON form schema based on a strict set of rules.\n\n# Core Rules\nThis is the most critical mandate of your function. You must follow these rules precisely.\n\n## Rule 1: Required Fields from Placeholders ONLY\n- Your primary task is to find all placeholders formatted as \\`{{variable_name}}\\` in the provided prompt.\n- Each placeholder you find, and ONLY these placeholders, MUST be turned into a form field object.\n- Every field object generated from a placeholder MUST have \\`\"required\": true\\`.\n- **CRITICAL:** Do NOT invent or infer any other required fields. If it's not a \\`{{variable_name}}\\` in the prompt, it cannot be a required field.\n\n## Rule 2: Optional, High-Value Fields\n- After processing all placeholders, you may add one or two **optional** fields relevant to a dental context.\n- These optional fields are for expert-level clarifying questions that would produce a significantly better result (e.g., 'Tone of Voice', 'Include specific CDT codes?').\n- Every optional field you add MUST have \\`\"required\": false\\`.\n\n## Rule 3: Contextual Hints\n- For every field of type \\`text\\` or \\`textarea\\`, you MUST add a \\`placeholder\\` key.\n- The value for this key must be a concise, contextually-aware example of what a user might enter, inferred from the prompt's context (e.g., for a \\`{{patient_name}}\\` field, \\`\"e.g., Jane Doe\"\\`).\n- Generic hints like \\`\"Enter value here\"\\` are unacceptable.\n\n## Rule 4: Final Output Specification\n- Your entire response MUST be a single, minified JSON object.\n- The JSON object must have one key, \\`\"inputs\"\\`, which contains an array of the field objects you have generated.\n- Do not include any other text, explanations, or markdown wrappers. Your response must begin with \\`{\\` and end with \\`}\\`.\n\n# Example\n## Input Prompt:\n\"You are a Dental Marketing Coordinator. Create a social media post to promote our new teeth whitening special for the month of {{month_and_year}}. The special offer is {{special_offer_details}}.\"\n\n## Required JSON Output:\n{\"inputs\":[{\"name\":\"month_and_year\",\"label\":\"Month and Year\",\"type\":\"text\",\"required\":true,\"placeholder\":\"e.g., August 2025\"},{\"name\":\"special_offer_details\",\"label\":\"Special Offer Details\",\"type\":\"textarea\",\"required\":true,\"placeholder\":\"e.g., $100 off our in-office Zoom! whitening treatment.\"},{\"name\":\"target_platform\",\"label\":\"Target Platform\",\"type\":\"select\",\"required\":false,\"options\":[{\"label\":\"Facebook\",\"value\":\"facebook\"},{\"label\":\"Instagram\",\"value\":\"instagram\"},{\"label\":\"Both\",\"value\":\"both\"}]},{\"name\":\"image_description\",\"label\":\"Image to use (brief description)\",\"type\":\"text\",\"required\":false,\"placeholder\":\"e.g., A smiling person with bright white teeth\"}]}\n`;\n\nconst DYNAMIC_LIST_GENERATOR_PROMPT =\n `What would a top 0.1% person in this field think. You are a top 0.1% dental industry analyst and practice management consultant. Your sole function is to generate a list of specific, professional titles (for occupations or tasks) based on a user-provided category within the dental field, complete with a description of each role's or task's core function.\n\n# Core Rule\nThe list you generate MUST reflect deep domain expertise. You are to AVOID generic, common, or obvious titles. Instead, you must provide nuanced, specialized roles or tasks that truly exist within a modern dental practice. Each item in the list must include both a professional title (\\`name\\`) and a concise, one-sentence summary of its core function (\\`description\\`). Your response must demonstrate an insider's understanding of the dental industry.\n\n# Instructions\n1. Analyze the user's input, which specifies a \\`type\\` ('occupations' or 'tasks') and a context ('industry' or 'occupation'). The industry will be a dental specialization.\n2. Brainstorm a list of highly specific, professional-sounding job or task titles based on the context. Think about sub-disciplines and specializations within dentistry.\n3. For each title, write a single, clear sentence describing its primary responsibility.\n4. Format the output as a single, minified JSON object.\n5. The JSON object must contain exactly one key, \\`generated_list\\`.\n6. The value of \\`generated_list\\` must be an array of objects. Each object must have an \\`id\\` (a sequential number starting from 1), a \\`name\\` (the professional title), and a \\`description\\` (the one-sentence summary).\n\n# Example 1: Occupations from a Dental Specialty\n## User Input:\n{\"type\": \"occupations\", \"industry\": \"Pediatric Dentistry\"}\n## Required JSON Output:\n{\"generated_list\":[{\"id\":1,\"name\":\"Pediatric Dental Behavior Specialist\",\"description\":\"Focuses on managing anxious or special needs children to ensure a positive and successful treatment experience.\"},{\"id\":2,\"name\":\"Myofunctional Therapist\",\"description\":\"Works with children to correct improper function of the tongue and facial muscles, which can impact dental development.\"},{\"id\":3,\"name\":\"Community Outreach Coordinator (Pediatric)\",\"description\":\"Develops and manages programs to educate local schools and community groups on children's oral health.\"}]}\n\n# Example 2: Tasks from a Dental Occupation\n## User Input:\n{\"type\": \"tasks\", \"occupation\": \"Dental Insurance Coordinator\"}\n## Required JSON Output:\n{\"generated_list\":[{\"id\":1,\"name\":\"Insurance Fee Schedule Analysis\",\"description\":\"Analyzes and negotiates PPO fee schedules to maximize practice profitability.\"},{\"id\":2,\"name\":\"Complex Predetermination Submission\",\"description\":\"Compiles and submits detailed documentation to get pre-approval for high-value, multi-procedure treatment plans.\"},{\"id\":3,\"name\":\"Credentialing and Re-credentialing Management\",\"description\":\"Manages all provider credentialing applications with insurance networks to ensure uninterrupted participation.\"}]}\n`;\n\nconst HTML_FORMATTER_SYSTEM_PROMPT =\n `You are an expert in professional communication and semantic HTML, specializing in formatting content for a dental practice. Your sole responsibility is to convert a given raw text document into a clean, well-structured, and semantically correct HTML snippet suitable for patient or internal communication.\n# Core Mandates:\n1. **Valid & Semantic HTML:** The output MUST be valid HTML using appropriate tags. Use
for the main title,
for major sections,
for paragraphs,
and
for lists,
for quoted text, for emphasis on key dental terms or instructions.\n2. **No Full Document:** Do NOT include \\`\\`, \\`\\`, or \\`\\` tags. Your response must be an HTML snippet that can be directly injected into a \\`
\\` on an existing page.\n3. **No Styling:** Do NOT include any CSS, \\`\n\n\n
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Dental Practice AI Assistant 🦷
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Select a role and task to generate documents, scripts, marketing materials, and more for your dental practice.
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1. Choose a Practice Area
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2. Select a Role
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3. Pick a Task to Automate
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4. Generated AI Agent Directive
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5. Provide Task Details
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✅ Generated Document
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\n\n \n\n`;\n}\n\n// --- BACKEND (API) ---\nconst app = new Hono();\n\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\n// --- API ROUTES ---\n// Serve Frontend\napp.get(\"/\", (c) => c.html(generateHtml(c.req.url)));\n\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\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\n// Get tasks for a given occupation from the static DB\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, name: task })) : [];\n return c.json(tasks);\n});\n\n// Generate a refined prompt for an AI agent from the static DB\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\n// --- NEW DYNAMIC PROMPT ENDPOINT ---\napp.post(\"/api/prompt/dynamic\", async (c) => {\n const { occupation_title, task } = await c.req.json();\n if (!occupation_title || !task) {\n return c.json({ error: \"occupation_title and task are required.\" }, 400);\n }\n const userInput = `Occupation: ${occupation_title}, 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/dynamic:\", e);\n return c.json({ error: \"AI failed to generate a valid prompt.\" }, 500);\n }\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\n// Dynamic occupation generation\napp.post(\"/api/generate/occupations\", async (c) => {\n const { industry } = await c.req.json();\n if (!industry) return c.json({ error: \"Industry is a required field.\" }, 400);\n const userInput = JSON.stringify({ type: \"occupations\", industry: industry });\n try {\n const openai = new OpenAI();\n const completion = await openai.chat.completions.create({\n model: \"gpt-4o\",\n messages: [\n { role: \"system\", content: DYNAMIC_LIST_GENERATOR_PROMPT },\n { role: \"user\", content: userInput },\n ],\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/generate/occupations:\", e);\n return c.json({ error: \"AI failed to generate a valid list.\" }, 500);\n }\n});\n\n// --- NEW DYNAMIC TASK ENDPOINT ---\napp.post(\"/api/generate/tasks\", async (c) => {\n const { occupation_name } = await c.req.json();\n if (!occupation_name) return c.json({ error: \"occupation_name is a required field.\" }, 400);\n const userInput = JSON.stringify({ type: \"tasks\", occupation: occupation_name });\n try {\n const openai = new OpenAI();\n const completion = await openai.chat.completions.create({\n model: \"gpt-4o\",\n messages: [\n { role: \"system\", content: DYNAMIC_LIST_GENERATOR_PROMPT },\n { role: \"user\", content: userInput },\n ],\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/generate/tasks:\", e);\n return c.json({ error: \"AI failed to generate a valid list.\" }, 500);\n }\n});\n\n// Execute the final prompt and format the output as HTML\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\n let finalUserPrompt = refined_prompt;\n for (const [key, value] of Object.entries(user_inputs)) {\n // --- BUG FIX --- Corrected the RegExp by reducing escape characters\n const placeholder = new RegExp(`\\\\{\\\\{\\\\s*${key}\\\\s*\\\\}\\\\}`, \"g\");\n finalUserPrompt = finalUserPrompt.replace(placeholder, String(value));\n }\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 {\n role: \"user\",\n content: \"Proceed with the task as instructed, ensuring the output is detailed and professionally formatted.\",\n },\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 htmlCompletion = await openai.chat.completions.create({\n model: \"gpt-4o\",\n messages: [\n { role: \"system\", content: HTML_FORMATTER_SYSTEM_PROMPT },\n { role: \"user\", content: agentOutput },\n ],\n });\n const htmlOutput = htmlCompletion.choices[0].message.content;\n return c.json({ output: htmlOutput });\n } catch (e) {\n console.error(\"Error during execution:\", e);\n return c.json({ error: `AI execution failed: ${e.message}` }, 500);\n }\n});\n\nexport default app.fetch;",3,["D",1753237283388],{"_103":215,"_154":137,"_151":152,"_95":99,"_162":216,"_160":161,"_100":217,"_153":-5,"_105":218,"_155":212,"_165":96},"b77c0264-676b-11f0-9f54-0224a6c84d84","export default async function (req: Request): Promise {\n return Response.json({ ok: true })\n}",2,["D",1753237278590],{"_103":220,"_154":137,"_151":152,"_95":99,"_162":72,"_160":161,"_100":175,"_153":-5,"_105":221,"_155":217,"_165":96},"b75ecfaa-676b-11f0-bee5-0224a6c84d84",["D",1753237278398],{"_103":223,"_154":137,"_151":152,"_95":99,"_162":72,"_160":224,"_100":32,"_153":-5,"_105":225,"_155":175,"_165":96},"a9b51256-676b-11f0-9f54-0224a6c84d84","script",["D",1753237255478],"versions",[228,230,231,232,233,234],{"_180":202,"_229":204},"previous",{"_180":204,"_229":209},{"_180":209,"_229":214},{"_180":214,"_229":219},{"_180":219,"_229":222},{"_180":222,"_229":-5},"versionNumber","page","hasNext","actionData","errors"]

History for main.tsx