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⚡ Three Things I've Shipped (Not Just Talked About)

📦 Varity v0.1 pip install varity Open-source PyPI library for production-grade LLM self-checking. Novel Verdict Stability Score (VSS) metric. Statistically validated in R across 100K+ documents.

🤖 MCP Governance Server 6 callable tools · In development Model Context Protocol server operationalising the 5P Fairness Framework (Performance, Parity, Proxies, Process, Participation). ~60% reduction in manual fairness-audit time.

📚 BookWise AI PDF → AI Curriculum → Tutor Full-stack LLM SaaS on Next.js + Supabase + Anthropic API. End-to-end RAG pipeline: PDF ingestion → structured curriculum → AI tutor chatbot.

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🧠 What I Actually Work On

charchit = {
    "role"       : "AI Product Manager + Builder + Product Research and Architect",
    "shipped"    : ["Varity v0.1 (PyPI)", "MCP Fairness Server", "BookWise AI"],
    "research"   : ["IEEE VTC 2020 · 35+ citations", "5P Monitoring Framework", "LLM Evaluation"],
    "stack"      : ["Claude Code", "Anthropic API", "RAG Pipelines", "MCP Servers", "Next.js"],
    "data"       : ["Python", "R", "SQL", "Power BI", "Statistical Modelling"],
    "education"  : ["MSc Business Analytics · Aston University 🇬🇧",
                    "B.Tech CSE · IIIT"],
    "open_to"    : ["PhD / Research Positions", "Applied ML / NLP Roles", "AI PM Roles"],
    "coffee"     : True  # ☕ non-negotiable
}

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🛠 Tech Stack

AI / LLM Builder

Languages & Data

Product & Engineering

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📊 GitHub Stats

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🔬 Research & Recognition

🏆	Achievement
📄	IEEE VTC 2020 — ML for vehicular network state prediction · 35+ citations
🎓	MSc Distinction Thesis — LLM-based semi-supervised text classification (BLAIR + Neural Networks)
💰	Xartup Startup Fellowship — $200K credit funding for DailyDumbbell product strategy
🥇	Ranked 7th / 54 — PMSchool × Paytm Insider Monetization Challenge
🤖	Team Lead, ML/AI Winter Workshop 2018 — 1st place, 11-person team
🌏	Research stints — SUTD Singapore · IISc Bangalore · Lancaster University · University of Malaya

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🤝 Open To

Collaborating on: Applied ML · GenAI · NLP · LLM Evaluation · Agentic AI

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"Hiring me means hiring someone who has gone deep on three things: Interdisciplinary Researcher and Product Architect loaded with Tech and Business acumen"

☕ Coffee-powered · 📬 [email protected]