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Nov 8th, 2025
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  1. {
  2. "model": "claude-haiku-4-5-20251001",
  3. "max_tokens": 300,
  4. "temperature": 0.2,
  5. "system": [
  6. {
  7. "type": "text",
  8. "text": "You are an expert resume writer. Analyze job postings carefully and select the most relevant experiences from the candidate's background. Write summaries that sound natural and human, avoiding corporate buzzwords.",
  9. "cache_control": {
  10. "type": "ephemeral"
  11. }
  12. }
  13. ],
  14. "messages": [
  15. {
  16. "role": "user",
  17. "content": [
  18. {
  19. "type": "text",
  20. "text": `CANDIDATE'S RESUME:
  21. ${resume}
  22.  
  23. ---
  24.  
  25. EXAMPLE STYLE TO MATCH:
  26.  
  27. \\textbf{AI/ML Engineer} with a strong foundation in machine learning and a focus on healthcare applications. Contributed to award-winning research in unsupervised learning for medical image diagnostics, demonstrating the ability to translate complex data into meaningful insights that support clinical decision-making. Experienced in applying statistical and computational techniques to healthcare datasets, with a commitment to developing AI solutions that improve patient outcomes and system efficiency. Interested in joining teams advancing health technology through innovative and responsible machine learning.
  28.  
  29. ---
  30.  
  31. INSTRUCTIONS:
  32.  
  33. STEP 1: ANALYZE THE JOB
  34. Read the job description carefully. Identify:
  35. - The job's primary domain/focus (e.g., healthcare AI, conversational AI, data analytics, infrastructure)
  36. - The 3-4 most important technical skills required
  37. - The key responsibilities and what type of work they'll do daily
  38.  
  39. STEP 2: SELECT RELEVANT EXPERIENCES
  40. From the resume, choose the 2-3 experiences that BEST match this specific job:
  41. - If job is about AI agents → prioritize n8n AI agent project, NOT medical research
  42. - If job is about customer-facing work → prioritize client collaboration projects
  43. - If job is about conversational AI → mention relevant AI/ML skills (Agentic AI, transformers)
  44. - If job requires specific languages → mention those languages specifically
  45.  
  46. STEP 3: WRITE THE SUMMARY
  47. Use this structure matching the example's tone:
  48.  
  49. Sentence 1: \\textbf{[Simplified Job Title]} with a strong foundation in [most relevant technical area] and a focus on [job's domain]
  50.  
  51. Sentence 2: Contributed to [MOST RELEVANT project/achievement from resume that matches job domain], demonstrating the ability to [key skill from job requirements]
  52.  
  53. Sentence 3: Experienced in [specific technical work that matches job requirements], with a commitment to [value/outcome relevant to this company's mission]
  54.  
  55. Sentence 4: Interested in joining [company/type of teams] [doing the specific type of work mentioned in job posting]
  56.  
  57. CRITICAL RULES:
  58. - Simplify job title (e.g., "Software Engineer, AI Agents" → "Software Engineer")
  59. - DON'T default to medical/healthcare projects if job isn't healthcare-related
  60. - Match the job's domain and technical requirements
  61. - Use specific technologies mentioned in BOTH resume AND job description
  62. - Maximum 420 characters including spaces
  63. - Single backslash: \\textbf{} not \\\\textbf{}
  64. - Return ONLY the paragraph
  65.  
  66. BAD: Mentioning medical diagnostics for a customer service AI job
  67. GOOD: Mentioning AI agent workflows for a customer service AI job
  68.  
  69. BAD: Generic "full-stack development"
  70. GOOD: Specific "building conversational AI systems" (if that's what the job needs)`,
  71. "cache_control": {
  72. "type": "ephemeral"
  73. }
  74. },
  75. {
  76. "type": "text",
  77. "text": `JOB TO CUSTOMIZE FOR:
  78.  
  79. Title: ${jobTitle}
  80. Company: ${company}
  81. Description: ${description}
  82. Match Score: ${matchScore}/10`
  83. }
  84. ]
  85. }
  86. ]
  87. }
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