About Poly-Shaped Professional

Role Deconstruction Agent Powered By Agile Symbiosis Process

Agile Symbiosis Book Cover
AI is Transforming Every Workplace

We're experiencing the most significant workplace transformation in history. AI isn't just automating tasks—it's fundamentally reshaping how we work, think, and create value.

The Agile Symbiosis Process from Agile Symbiosis reveals that the future belongs to "Poly-Shaped Professionals"—workers who master human-AI collaboration rather than compete with automation.

How This App Works

Our AI agent analyzes your job description using advanced language models trained on workplace transformation patterns. The system applies the Agile Symbiosis Process to generate a personalized career transition report, identifying which tasks AI can automate and highlighting your uniquely human strengths that become more valuable in an AI-augmented workplace.

System Architecture
File Upload PDF, DOC, TXT Document Processing Vector DB Book Content 899 Chunks OpenAI GPT-4o AI AGENT PROCESSING Analysis Report Extract Context Analyze Inject Generate Python-docx Flask TF-IDF + Cosine OpenAI API HTML Report

AI Agent Processing: The highlighted GPT-4o node represents where the AI agent applies the Agile Symbiosis Process to analyze your job description and resume, using contextual knowledge from the book to generate personalized career transformation insights.

Technology Stack
Backend
  • Flask: Python web framework
  • Gunicorn: WSGI production server
  • Python-docx: Document parsing
  • OpenAI API: GPT-4o language model
  • Scikit-learn: TF-IDF vectorization
  • NumPy: Numerical computations
Frontend & Infrastructure
  • Bootstrap: Responsive UI framework
  • Vanilla JavaScript: Client-side logic
  • SVG: Vector graphics and diagrams
  • Feather Icons: UI iconography
  • Replit: Cloud hosting platform
  • Environment Variables: Secure API key management
AI & Data Processing
  • Retrieval-Augmented Generation (RAG): Combines vector database search with LLM generation
  • Vector Database: 899 text chunks from Agile Symbiosis book indexed with TF-IDF
  • Cosine Similarity: Semantic search for contextually relevant book passages
  • Master Prompt Engineering: Structured templates for consistent AI analysis
  • Multi-format Document Support: PDF, DOC, DOCX, and TXT file processing

Development Note: This entire application was built using Replit in less than 10 hours, demonstrating the power of modern AI-assisted development platforms for rapid prototyping and deployment.