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- {
- "model": "claude-haiku-4-5-20251001",
- "max_tokens": 300,
- "temperature": 0.2,
- "system": [
- {
- "type": "text",
- "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.",
- "cache_control": {
- "type": "ephemeral"
- }
- }
- ],
- "messages": [
- {
- "role": "user",
- "content": [
- {
- "type": "text",
- "text": `CANDIDATE'S RESUME:
- ${resume}
- ---
- EXAMPLE STYLE TO MATCH:
- \\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.
- ---
- INSTRUCTIONS:
- STEP 1: ANALYZE THE JOB
- Read the job description carefully. Identify:
- - The job's primary domain/focus (e.g., healthcare AI, conversational AI, data analytics, infrastructure)
- - The 3-4 most important technical skills required
- - The key responsibilities and what type of work they'll do daily
- STEP 2: SELECT RELEVANT EXPERIENCES
- From the resume, choose the 2-3 experiences that BEST match this specific job:
- - If job is about AI agents → prioritize n8n AI agent project, NOT medical research
- - If job is about customer-facing work → prioritize client collaboration projects
- - If job is about conversational AI → mention relevant AI/ML skills (Agentic AI, transformers)
- - If job requires specific languages → mention those languages specifically
- STEP 3: WRITE THE SUMMARY
- Use this structure matching the example's tone:
- Sentence 1: \\textbf{[Simplified Job Title]} with a strong foundation in [most relevant technical area] and a focus on [job's domain]
- Sentence 2: Contributed to [MOST RELEVANT project/achievement from resume that matches job domain], demonstrating the ability to [key skill from job requirements]
- Sentence 3: Experienced in [specific technical work that matches job requirements], with a commitment to [value/outcome relevant to this company's mission]
- Sentence 4: Interested in joining [company/type of teams] [doing the specific type of work mentioned in job posting]
- CRITICAL RULES:
- - Simplify job title (e.g., "Software Engineer, AI Agents" → "Software Engineer")
- - DON'T default to medical/healthcare projects if job isn't healthcare-related
- - Match the job's domain and technical requirements
- - Use specific technologies mentioned in BOTH resume AND job description
- - Maximum 420 characters including spaces
- - Single backslash: \\textbf{} not \\\\textbf{}
- - Return ONLY the paragraph
- BAD: Mentioning medical diagnostics for a customer service AI job
- GOOD: Mentioning AI agent workflows for a customer service AI job
- BAD: Generic "full-stack development"
- GOOD: Specific "building conversational AI systems" (if that's what the job needs)`,
- "cache_control": {
- "type": "ephemeral"
- }
- },
- {
- "type": "text",
- "text": `JOB TO CUSTOMIZE FOR:
- Title: ${jobTitle}
- Company: ${company}
- Description: ${description}
- Match Score: ${matchScore}/10`
- }
- ]
- }
- ]
- }
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