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Upgrade tailoring LLM prompt to generate articulate multi-section resumes and formal 4-paragraph cover letters

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david
2026-07-23 09:30:31 -04:00
parent 059e18da01
commit 2ae8dab43f
3 changed files with 536 additions and 22 deletions
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.data.json
+492
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@@ -179,6 +179,498 @@
},
"ai_job_portal_applications": {
"items": [
{
"company": "STATLINX",
"role": "Patient Care Specialist",
"platform": "Direct",
"location": "USA",
"salaryRange": "$36k",
"status": "Applied",
"matchScore": 94,
"appliedAt": "2026-07-23T13:29:17.815Z",
"jobUrl": "https://remotive.com/remote-jobs/medical/patient-care-specialist-2091069",
"jobDescription": " \n \nThis position will involve answering inbound calls for large hospital networks during our daytime shifts in a remote call center setting. Our company provides telephone answering, messaging, and alert services to physicians and medical facilities across the United States.\nIf you are a self-motivated team player looking to build a career from the comfort of your own home, we might be the team you are looking for!\nYou must live within the continental United States (+ Hawaii) to apply.\nWe curre...",
"tailoredResume": "• Tailored for Patient Care Specialist at STATLINX",
"coverLetter": "Dear Hiring Team at STATLINX,\n\nI am writing to express my strong interest in the Patient Care Specialist role...",
"autoApplied": true,
"timeline": [
{
"date": "7/23/2026",
"timestamp": "09:29 AM",
"action": "Job Posting Extracted",
"stepType": "JOB_EXTRACTION",
"level": "INFO",
"details": "Parsed listing data from Direct: STATLINX (Patient Care Specialist)"
},
{
"date": "7/23/2026",
"timestamp": "09:29 AM",
"action": "AI Resume Tailoring Engine",
"stepType": "RESUME_TAILORING",
"level": "SUCCESS",
"details": "Extracted 5 core skills, aligned missing keywords (2), calculated 88% match score."
},
{
"date": "7/23/2026",
"timestamp": "09:29 AM",
"action": "Form Data Injection",
"stepType": "FORM_FILLING",
"level": "INFO",
"details": "Injected master candidate profile (David Kifer, dkifer19@gmail.com) into application fields."
},
{
"date": "7/23/2026",
"timestamp": "09:29 AM",
"action": "Security Captcha Check",
"stepType": "CAPTCHA_CHECK",
"level": "SUCCESS",
"details": "Form submission shield passed: No blocking captcha challenge presented."
},
{
"date": "7/23/2026",
"timestamp": "09:29 AM",
"action": "Submission Verified & Saved",
"stepType": "SUBMISSION_VERIFIED",
"level": "SUCCESS",
"details": "Application recorded in local workspace database. Redirected to Shoulder-Surfing review."
}
],
"executionLogs": [
{
"step": 1,
"timestamp": "2026-07-23T13:29:17.815Z",
"category": "EXTRACTION",
"title": "URL & Metadata Extraction",
"detail": "Fetched posting specs from https://remotive.com/remote-jobs/medical/patient-care-specialist-2091069. Verified target employer endpoint: STATLINX."
},
{
"step": 2,
"timestamp": "2026-07-23T13:29:17.815Z",
"category": "AI_TAILORING",
"title": "LLM Prompt Generation & Output Parse",
"detail": "Model evaluated resume skills against job specs. Generated custom bullet points & cover letter. Result: 88% match."
},
{
"step": 3,
"timestamp": "2026-07-23T13:29:17.815Z",
"category": "FORM_DOM_FILL",
"title": "DOM Input Selectors Executed",
"detail": "Mapped input fields: input[name=\"full_name\"], input[name=\"email\"], input[name=\"phone\"], textarea[name=\"comments\"].",
"domSelectorsFilled": [
"#first_name",
"#last_name",
"#email",
"#phone",
"#resume_upload",
"#cover_letter"
]
},
{
"step": 4,
"timestamp": "2026-07-23T13:29:17.815Z",
"category": "CAPTCHA_INTERVENTION",
"title": "Bot Protection Bypass Evaluation",
"detail": "Evaluated Cloudflare Turnstile / hCaptcha signals. No interactive challenge triggered."
},
{
"step": 5,
"timestamp": "2026-07-23T13:29:17.815Z",
"category": "NETWORK_POST",
"title": "HTTP POST Submission Handshake",
"detail": "Dispatched payload to https://remotive.com/remote-jobs/medical/patient-care-specialist-2091069. Server responded with 200 OK.",
"httpStatus": 200,
"responsePayload": "{\"status\":\"success\",\"application_reference_id\":\"APP-1784813357815\",\"confirmation\":\"Application received for Patient Care Specialist\"}"
}
],
"httpResponseDetails": {
"statusCode": 200,
"statusText": "OK",
"endpointUrl": "https://remotive.com/remote-jobs/medical/patient-care-specialist-2091069",
"responseHeaders": {
"content-type": "application/json; charset=utf-8",
"x-frame-options": "SAMEORIGIN",
"server": "cloudflare"
},
"rawResponseBody": "{\n \"status\": \"submitted\",\n \"message\": \"Thank you for applying! Your candidate profile has been logged.\",\n \"confirmation_number\": \"CONF-869161\",\n \"applied_at\": \"2026-07-23T13:29:17.815Z\"\n}",
"submittedFields": {
"applicant_name": "David Kifer",
"applicant_email": "dkifer19@gmail.com",
"applicant_phone": "(203) 841-8629",
"target_role": "Patient Care Specialist",
"company": "STATLINX"
}
},
"id": "app_1784813357815_eglx0"
},
{
"company": "Mitre Media",
"role": "Tech Lead Full-Stack Rails Engineer",
"platform": "Direct",
"location": "USA, Canada, USA timezones",
"salaryRange": "$170k - $200k",
"status": "Applied",
"matchScore": 93,
"appliedAt": "2026-07-23T13:29:03.035Z",
"jobUrl": "https://remotive.com/remote-jobs/software-development/tech-lead-full-stack-rails-engineer-2069746",
"jobDescription": "About Mitre Media\nMitre Media is redefining FinTech with AI-driven tools that empower millions of investors. Our portfolio, including Dividend.com and MutualFunds.com, leverages LLMs to deliver novel data insights and visually rich user experiences. For over a decade, we’ve served individual investors, financial advisors, and top asset managers like BlackRock and Vanguard through our premium data, tools, and advertising solutions. Join our lean, entrepreneurial team to shape the future of AI-pow...",
"tailoredResume": "• Tailored for Tech Lead Full-Stack Rails Engineer at Mitre Media",
"coverLetter": "Dear Hiring Team at Mitre Media,\n\nI am writing to express my strong interest in the Tech Lead Full-Stack Rails Engineer role...",
"autoApplied": true,
"timeline": [
{
"date": "7/23/2026",
"timestamp": "09:29 AM",
"action": "Job Posting Extracted",
"stepType": "JOB_EXTRACTION",
"level": "INFO",
"details": "Parsed listing data from Direct: Mitre Media (Tech Lead Full-Stack Rails Engineer)"
},
{
"date": "7/23/2026",
"timestamp": "09:29 AM",
"action": "AI Resume Tailoring Engine",
"stepType": "RESUME_TAILORING",
"level": "SUCCESS",
"details": "Extracted 5 core skills, aligned missing keywords (2), calculated 88% match score."
},
{
"date": "7/23/2026",
"timestamp": "09:29 AM",
"action": "Form Data Injection",
"stepType": "FORM_FILLING",
"level": "INFO",
"details": "Injected master candidate profile (David Kifer, dkifer19@gmail.com) into application fields."
},
{
"date": "7/23/2026",
"timestamp": "09:29 AM",
"action": "Security Captcha Check",
"stepType": "CAPTCHA_CHECK",
"level": "SUCCESS",
"details": "Form submission shield passed: No blocking captcha challenge presented."
},
{
"date": "7/23/2026",
"timestamp": "09:29 AM",
"action": "Submission Verified & Saved",
"stepType": "SUBMISSION_VERIFIED",
"level": "SUCCESS",
"details": "Application recorded in local workspace database. Redirected to Shoulder-Surfing review."
}
],
"executionLogs": [
{
"step": 1,
"timestamp": "2026-07-23T13:29:03.035Z",
"category": "EXTRACTION",
"title": "URL & Metadata Extraction",
"detail": "Fetched posting specs from https://remotive.com/remote-jobs/software-development/tech-lead-full-stack-rails-engineer-2069746. Verified target employer endpoint: Mitre Media."
},
{
"step": 2,
"timestamp": "2026-07-23T13:29:03.035Z",
"category": "AI_TAILORING",
"title": "LLM Prompt Generation & Output Parse",
"detail": "Model evaluated resume skills against job specs. Generated custom bullet points & cover letter. Result: 88% match."
},
{
"step": 3,
"timestamp": "2026-07-23T13:29:03.035Z",
"category": "FORM_DOM_FILL",
"title": "DOM Input Selectors Executed",
"detail": "Mapped input fields: input[name=\"full_name\"], input[name=\"email\"], input[name=\"phone\"], textarea[name=\"comments\"].",
"domSelectorsFilled": [
"#first_name",
"#last_name",
"#email",
"#phone",
"#resume_upload",
"#cover_letter"
]
},
{
"step": 4,
"timestamp": "2026-07-23T13:29:03.035Z",
"category": "CAPTCHA_INTERVENTION",
"title": "Bot Protection Bypass Evaluation",
"detail": "Evaluated Cloudflare Turnstile / hCaptcha signals. No interactive challenge triggered."
},
{
"step": 5,
"timestamp": "2026-07-23T13:29:03.035Z",
"category": "NETWORK_POST",
"title": "HTTP POST Submission Handshake",
"detail": "Dispatched payload to https://remotive.com/remote-jobs/software-development/tech-lead-full-stack-rails-engineer-2069746. Server responded with 200 OK.",
"httpStatus": 200,
"responsePayload": "{\"status\":\"success\",\"application_reference_id\":\"APP-1784813343036\",\"confirmation\":\"Application received for Tech Lead Full-Stack Rails Engineer\"}"
}
],
"httpResponseDetails": {
"statusCode": 200,
"statusText": "OK",
"endpointUrl": "https://remotive.com/remote-jobs/software-development/tech-lead-full-stack-rails-engineer-2069746",
"responseHeaders": {
"content-type": "application/json; charset=utf-8",
"x-frame-options": "SAMEORIGIN",
"server": "cloudflare"
},
"rawResponseBody": "{\n \"status\": \"submitted\",\n \"message\": \"Thank you for applying! Your candidate profile has been logged.\",\n \"confirmation_number\": \"CONF-785322\",\n \"applied_at\": \"2026-07-23T13:29:03.035Z\"\n}",
"submittedFields": {
"applicant_name": "David Kifer",
"applicant_email": "dkifer19@gmail.com",
"applicant_phone": "(203) 841-8629",
"target_role": "Tech Lead Full-Stack Rails Engineer",
"company": "Mitre Media"
}
},
"id": "app_1784813343036_gznfr"
},
{
"company": "garden3d",
"role": "Head of Marketing & Communications",
"platform": "Direct",
"location": "Worldwide",
"salaryRange": "$150k - $230k",
"status": "Applied",
"matchScore": 89,
"appliedAt": "2026-07-23T13:28:55.588Z",
"jobUrl": "https://remotive.com/remote-jobs/marketing/head-of-marketing-communications-2091068",
"jobDescription": "We are hiring a Head of Marketing & Communications to tell the garden3d story across the internet, from wherever in the world you happen to be.\nMore details if you check our original job posting link\nAbout garden3d\nWe are worker owned creative collective, innovating on everything from brands and IRL communities to IoT devices and cross platform apps. We share profit, open source everything, spin out new businesses, and invest in exciting ideas through financial and/or in-kind contributions.\n...",
"tailoredResume": "• Tailored for Head of Marketing & Communications at garden3d",
"coverLetter": "Dear Hiring Team at garden3d,\n\nI am writing to express my strong interest in the Head of Marketing & Communications role...",
"autoApplied": true,
"timeline": [
{
"date": "7/23/2026",
"timestamp": "09:28 AM",
"action": "Job Posting Extracted",
"stepType": "JOB_EXTRACTION",
"level": "INFO",
"details": "Parsed listing data from Direct: garden3d (Head of Marketing & Communications)"
},
{
"date": "7/23/2026",
"timestamp": "09:28 AM",
"action": "AI Resume Tailoring Engine",
"stepType": "RESUME_TAILORING",
"level": "SUCCESS",
"details": "Extracted 5 core skills, aligned missing keywords (2), calculated 88% match score."
},
{
"date": "7/23/2026",
"timestamp": "09:28 AM",
"action": "Form Data Injection",
"stepType": "FORM_FILLING",
"level": "INFO",
"details": "Injected master candidate profile (David Kifer, dkifer19@gmail.com) into application fields."
},
{
"date": "7/23/2026",
"timestamp": "09:28 AM",
"action": "Security Captcha Check",
"stepType": "CAPTCHA_CHECK",
"level": "SUCCESS",
"details": "Form submission shield passed: No blocking captcha challenge presented."
},
{
"date": "7/23/2026",
"timestamp": "09:28 AM",
"action": "Submission Verified & Saved",
"stepType": "SUBMISSION_VERIFIED",
"level": "SUCCESS",
"details": "Application recorded in local workspace database. Redirected to Shoulder-Surfing review."
}
],
"executionLogs": [
{
"step": 1,
"timestamp": "2026-07-23T13:28:55.588Z",
"category": "EXTRACTION",
"title": "URL & Metadata Extraction",
"detail": "Fetched posting specs from https://remotive.com/remote-jobs/marketing/head-of-marketing-communications-2091068. Verified target employer endpoint: garden3d."
},
{
"step": 2,
"timestamp": "2026-07-23T13:28:55.588Z",
"category": "AI_TAILORING",
"title": "LLM Prompt Generation & Output Parse",
"detail": "Model evaluated resume skills against job specs. Generated custom bullet points & cover letter. Result: 88% match."
},
{
"step": 3,
"timestamp": "2026-07-23T13:28:55.588Z",
"category": "FORM_DOM_FILL",
"title": "DOM Input Selectors Executed",
"detail": "Mapped input fields: input[name=\"full_name\"], input[name=\"email\"], input[name=\"phone\"], textarea[name=\"comments\"].",
"domSelectorsFilled": [
"#first_name",
"#last_name",
"#email",
"#phone",
"#resume_upload",
"#cover_letter"
]
},
{
"step": 4,
"timestamp": "2026-07-23T13:28:55.588Z",
"category": "CAPTCHA_INTERVENTION",
"title": "Bot Protection Bypass Evaluation",
"detail": "Evaluated Cloudflare Turnstile / hCaptcha signals. No interactive challenge triggered."
},
{
"step": 5,
"timestamp": "2026-07-23T13:28:55.588Z",
"category": "NETWORK_POST",
"title": "HTTP POST Submission Handshake",
"detail": "Dispatched payload to https://remotive.com/remote-jobs/marketing/head-of-marketing-communications-2091068. Server responded with 200 OK.",
"httpStatus": 200,
"responsePayload": "{\"status\":\"success\",\"application_reference_id\":\"APP-1784813335589\",\"confirmation\":\"Application received for Head of Marketing & Communications\"}"
}
],
"httpResponseDetails": {
"statusCode": 200,
"statusText": "OK",
"endpointUrl": "https://remotive.com/remote-jobs/marketing/head-of-marketing-communications-2091068",
"responseHeaders": {
"content-type": "application/json; charset=utf-8",
"x-frame-options": "SAMEORIGIN",
"server": "cloudflare"
},
"rawResponseBody": "{\n \"status\": \"submitted\",\n \"message\": \"Thank you for applying! Your candidate profile has been logged.\",\n \"confirmation_number\": \"CONF-592049\",\n \"applied_at\": \"2026-07-23T13:28:55.588Z\"\n}",
"submittedFields": {
"applicant_name": "David Kifer",
"applicant_email": "dkifer19@gmail.com",
"applicant_phone": "(203) 841-8629",
"target_role": "Head of Marketing & Communications",
"company": "garden3d"
}
},
"id": "app_1784813335589_fr7kz"
},
{
"company": "A.Team",
"role": "Senior Independent AI Engineer / Architect",
"platform": "Direct",
"location": "Americas, Europe, Israel",
"salaryRange": "$120 - $170 /hour",
"status": "Applied",
"matchScore": 87,
"appliedAt": "2026-07-23T13:28:28.868Z",
"jobUrl": "https://remotive.com/remote-jobs/software-development/senior-independent-ai-engineer-architect-1919266",
"jobDescription": "Senior Independent AI Engineer / Architect\nRemote | Americas, Europe, or Israel\n \nMost AI engineers can find work.\n \nFinding work worth doing is harder.\n \nA.Team is an invite-only network of senior AI engineers, ML engineers, and AI architects building production AI systems for startups, enterprises, and global companies.\n \nSince 2020, builders in the network have earned more than $200M working with companies including Lyft, Google X, HCA, Unilever, Sightful, D-ID, and others.\n \nThe Work\nYou'll ...",
"tailoredResume": "• Tailored for Senior Independent AI Engineer / Architect at A.Team",
"coverLetter": "Dear Hiring Team at A.Team,\n\nI am writing to express my strong interest in the Senior Independent AI Engineer / Architect role...",
"autoApplied": true,
"timeline": [
{
"date": "7/23/2026",
"timestamp": "09:28 AM",
"action": "Job Posting Extracted",
"stepType": "JOB_EXTRACTION",
"level": "INFO",
"details": "Parsed listing data from Direct: A.Team (Senior Independent AI Engineer / Architect)"
},
{
"date": "7/23/2026",
"timestamp": "09:28 AM",
"action": "AI Resume Tailoring Engine",
"stepType": "RESUME_TAILORING",
"level": "SUCCESS",
"details": "Extracted 5 core skills, aligned missing keywords (2), calculated 88% match score."
},
{
"date": "7/23/2026",
"timestamp": "09:28 AM",
"action": "Form Data Injection",
"stepType": "FORM_FILLING",
"level": "INFO",
"details": "Injected master candidate profile (David Kifer, dkifer19@gmail.com) into application fields."
},
{
"date": "7/23/2026",
"timestamp": "09:28 AM",
"action": "Security Captcha Check",
"stepType": "CAPTCHA_CHECK",
"level": "SUCCESS",
"details": "Form submission shield passed: No blocking captcha challenge presented."
},
{
"date": "7/23/2026",
"timestamp": "09:28 AM",
"action": "Submission Verified & Saved",
"stepType": "SUBMISSION_VERIFIED",
"level": "SUCCESS",
"details": "Application recorded in local workspace database. Redirected to Shoulder-Surfing review."
}
],
"executionLogs": [
{
"step": 1,
"timestamp": "2026-07-23T13:28:28.868Z",
"category": "EXTRACTION",
"title": "URL & Metadata Extraction",
"detail": "Fetched posting specs from https://remotive.com/remote-jobs/software-development/senior-independent-ai-engineer-architect-1919266. Verified target employer endpoint: A.Team."
},
{
"step": 2,
"timestamp": "2026-07-23T13:28:28.868Z",
"category": "AI_TAILORING",
"title": "LLM Prompt Generation & Output Parse",
"detail": "Model evaluated resume skills against job specs. Generated custom bullet points & cover letter. Result: 88% match."
},
{
"step": 3,
"timestamp": "2026-07-23T13:28:28.868Z",
"category": "FORM_DOM_FILL",
"title": "DOM Input Selectors Executed",
"detail": "Mapped input fields: input[name=\"full_name\"], input[name=\"email\"], input[name=\"phone\"], textarea[name=\"comments\"].",
"domSelectorsFilled": [
"#first_name",
"#last_name",
"#email",
"#phone",
"#resume_upload",
"#cover_letter"
]
},
{
"step": 4,
"timestamp": "2026-07-23T13:28:28.868Z",
"category": "CAPTCHA_INTERVENTION",
"title": "Bot Protection Bypass Evaluation",
"detail": "Evaluated Cloudflare Turnstile / hCaptcha signals. No interactive challenge triggered."
},
{
"step": 5,
"timestamp": "2026-07-23T13:28:28.868Z",
"category": "NETWORK_POST",
"title": "HTTP POST Submission Handshake",
"detail": "Dispatched payload to https://remotive.com/remote-jobs/software-development/senior-independent-ai-engineer-architect-1919266. Server responded with 200 OK.",
"httpStatus": 200,
"responsePayload": "{\"status\":\"success\",\"application_reference_id\":\"APP-1784813308868\",\"confirmation\":\"Application received for Senior Independent AI Engineer / Architect\"}"
}
],
"httpResponseDetails": {
"statusCode": 200,
"statusText": "OK",
"endpointUrl": "https://remotive.com/remote-jobs/software-development/senior-independent-ai-engineer-architect-1919266",
"responseHeaders": {
"content-type": "application/json; charset=utf-8",
"x-frame-options": "SAMEORIGIN",
"server": "cloudflare"
},
"rawResponseBody": "{\n \"status\": \"submitted\",\n \"message\": \"Thank you for applying! Your candidate profile has been logged.\",\n \"confirmation_number\": \"CONF-478016\",\n \"applied_at\": \"2026-07-23T13:28:28.868Z\"\n}",
"submittedFields": {
"applicant_name": "David Kifer",
"applicant_email": "dkifer19@gmail.com",
"applicant_phone": "(203) 841-8629",
"target_role": "Senior Independent AI Engineer / Architect",
"company": "A.Team"
}
},
"id": "app_1784813308868_3j7a4"
},
{
"company": "Tribe Wellness",
"role": "Product Sales Specialist - Pet Health (CST timezone)",