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+Demo Script: HiredGPT 
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+DuelHiredGPT Duel – Competitive Interview Simulation
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+Hello everyone,
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+I’m Amal, and this is HiredGPT Duel – a competitive interview simulator that shows you exactly how you stack up against a top-tier candidate.
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+1 — Problem & Idea\
+Most interview-prep tools grade you in isolation. You get a score, but no sense of what great really looks like.
+HiredGPT Duel fixes that by pitting you against an AI “star applicant” who’s about 10 percent stronger than your own résumé. After every answer you see a side-by-side comparison and immediate feedback.
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+2 — Quick Walk-through\
+1. Upload your resume and the target job description in pdf format or paste job description text format. 
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+2. Pick how much stronger the rival should be—10 to 100 percent—or leave it at the default 10 percent.
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+3. Enter the job role you are targeting
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+4. Submit to generate rival resume and interview questions.
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+5. Behind the scenes, the system generates (LLM) interview questions based on submited resume JD and job description with few shot prompt engineering tech. 
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+6. System generates difficulty level, job desciption, resume and key factors exteacted. 
+Now we jump into the duel.
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+- Question view
+on the top 
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+- Answer the question—type or speak. If you record audio, Whisper transcribes it instantly.
+- Click “Generate Rival Answer.” The AI competitor responds using the upgraded résumé.
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+3 — Tech Highlights
+Frontend: Streamlit for a fast, sharable UI.
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+LLMs: Google Gemini (via Groq client) for question generation, résumé enhancement, rival answers, and scoring and report generation. 
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+Speech-to-Text: OpenAI Whisper running locally for offline transcription
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+Text-to-Speech: pyttsx3 python library. if you’d like the rival to read answers aloud.
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+Document Handling: PyPDF2 for parsing PDFs.
+Everything runs on-device except the LLM calls, keeping latency low and privacy high.
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