| from core.model import generate_response |
| from core.test import resume, jd,questions |
|
|
| class Answering_competitor: |
| def __init__(self,resume,job_description,difficulty_level,questions): |
| self.resume = resume |
| self.job_description = job_description |
| self.difficulty_level = int(difficulty_level) |
| self.questions = questions |
| self.persona = None |
| self.factors = None |
|
|
|
|
| def extract_factors(self): |
| if self.factors is not None : |
| return self.factors |
|
|
| system_prompt = """ |
| You are an expert job analysis AI specialized in distilling job descriptions to their core requirements. |
| Your task is to analyze a job description and identify the 5 most critical factors that will determine success in this role. Focus on extracting: |
| 1. Required Technical Skills: The specific technical abilities and knowledge domains essential for this position |
| 2. Key Responsibilities: The main tasks and responsibilities that form the core of this role |
| Only include specific and relevant terms (e.g., 'machine learning', 'project management', 'AWS', 'data analysis', 'React') — avoid vague or general terms like 'team player' or 'communication skills'. |
| Your output must be a valid list in the format: "Factor1", "Factor2", "Factor3", "Factor4", "Factor5" |
| """ |
| user_prompt = f""" |
| Extract the 5 key factors (each max 2 words) that most strongly influence the job role described below. |
| Here is the Job Description: {self.job_description} |
| """ |
| self.factors = generate_response(system_prompt,user_prompt) |
| return self.factors |
|
|
| def determine_enhancement(self): |
| if self.difficulty_level <= 20: |
| self.enhancement_description = "slightly more impressive" |
| self.intensity = "modest" |
| elif self.difficulty_level <= 30 : |
| self.enhancement_description = "noticeably more impressive" |
| self.intensity = "significant" |
| elif self.difficulty_level <= 60: |
| self.enhancement_description = "substantially more impressive" |
| self.intensity = "extensive" |
| else: |
| self.enhancement_description = "dramatically more impressive" |
| self.intensity = "comprehensive" |
| return (self.enhancement_description, self.intensity) |
|
|
| def generate_resume(self): |
| if self.persona is not None : |
| return self.persona |
| |
| if not hasattr(self, 'enhancement_description') or not hasattr(self, 'intensity'): |
| self.determine_enhancement() |
|
|
| |
| system_prompt = f""" |
| You are an expert resume enhancer tasked with creating a stronger competitor version of a candidate's resume. |
| |
| Your job is to create a resume that is {self.enhancement_description} than the original (approximately {self.difficulty_level}% stronger) by: |
| 1. Enhancing technical skills with {self.intensity} additions of relevant technologies and frameworks |
| 2. Upgrading project descriptions with more advanced concepts and technical depth |
| 3. Making work experience more impactful with better metrics and higher achievement levels |
| 4. Improving the overall impression of expertise, seniority, and capabilities |
| |
| IMPORTANT RULES: |
| - Keep the same basic career trajectory and education |
| - Don't add fictional jobs or degrees |
| - Maintain the same job titles and employers but enhance accomplishments |
| - Focus particularly on the key factors identified from the job description |
| - The enhanced resume should be realistic for someone with {self.difficulty_level}% more expertise |
| - Preserve the overall format and structure of the original resume |
| """ |
| |
| user_prompt = f""" |
| I need you to create a more competitive version of this candidate's resume. |
| Original resume:{self.resume} |
| Job description they're applying for:{self.job_description} |
| Key factors to focus enhancement on (these are the most important for the job):{self.factors} |
| Please create a resume that is approximately {self.difficulty_level}% stronger than the original, focusing especially on enhancing the areas related to the key factors. |
| Return ONLY the enhanced resume with the fixed header above and formatted consistently with the original resume structure. |
| """ |
|
|
| self.persona= generate_response(system_prompt, user_prompt) |
| return self.persona |
| |
| def answer_questions(self): |
| if self.persona is None : |
| self.generate_resume() |
| |
| answers={} |
|
|
| system_prompt = f""" |
| You are an AI interview coach creating responses for a job candidate. |
| You are helping prepare a candidate for a job interview. Their enhanced resume is:{self.persona} |
| They are applying for this job:{self.job_description} |
| |
| Your task is to write interview question responses AS IF YOU WERE THIS CANDIDATE. |
| Each response must: |
| 1. Be written in first person (I, my, mine) |
| 2. Reflect the skills, experience, and qualifications in the enhanced resume. |
| 3. Be tailored to the job requirements and context of questions |
| 4. Show confidence, clarity, and competence but realistic |
| 5. Be approximately 500 characters long (about 3-4 sentences) |
| 6. Include specific examples from the resume when relevant |
| 7. Show enthusiasm and cultural fit |
| You may use STAR (Situation, Task, Action, Result) format if appropriate, especially for behavioral questions. |
| DO NOT mention that you're an AI or that this is preparation - write as if you are the actual candidate. |
| """ |
|
|
| for i,question in enumerate(self.questions,1): |
| user_prompt = f""" |
| Question {i} : {question} |
| Please provide a response that is about 500 characters (3-4 sentences). |
| Write AS THE CANDIDATE, not as an AI assistant. |
| Use the candidate's background from the enhanced resume to create a realistic answer. |
| """ |
| |
| answer=generate_response(system_prompt,user_prompt) |
| answers[i]=answer.strip() |
| return answers |
|
|
| if __name__=="__main__": |
| obj=Answering_competitor(resume,jd,20,questions) |
| factors=obj.extract_factors() |
| obj.determine_enhancement() |
| competitor_resume=obj.generate_resume() |
| answers=obj.answer_questions() |
| print(answers) |
|
|
