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NaniToka/README.md

👋 About

I build production-deployed AI products on Google Cloud: not notebooks, live URLs. Focus areas: LLM cost & latency optimization, responsible-AI / bias auditing, and multilingual civic-tech decision systems.

🎓 B.Tech CSE '28 · DVR & Dr. HS MIC College of Technology
🌟 Google Gemini Student Ambassador (2026)
🧪 Data Analyst Intern, Bluestock Fintech (Sep–Oct 2026)
🎯 Seeking SWE · Cloud · DevOps internships · remote or relocation · available immediately
📍 Vijayawada, India · IST (UTC+5:30)

📊 At a glance

🚀 4 🏆 13+ ⚡ ~74% 🧪 37
Live Deployed AI Products hackathons prompt-token reduction (TokenFlow, own benchmark) passing tests (CivicPulse scoring engine)

🚀 Featured projects

Forensic bias auditor for hiring & credit-scoring decisions. Streams decision logs through demographic-parity + equalized-odds checks; Gemini 1.5 Flash generates compliance reports mapped to UN SDG-5 & SDG-10 in under 30 s. Built solo for Google Solution Challenge 2026.

Vertex AI Gemini Flask Firestore Cloud Run Docker

▶ Live demo · Code

LLM middleware that cuts prompt cost. Gemini text-embedding-004 vectors + exponential recency-decay compression before each completion call, achieving ~74% less prompt-token overhead (own benchmark).

FastAPI Gemini 1.5 Flash React 18 Render

▶ Live demo · API docs · Code

Multilingual civic decision-intelligence layer. Gemini detects language and categorizes citizen complaints; a deterministic 4-factor scoring engine (demand 35 · infra gap 25 · vulnerability 20 · investment overlap 20) ranks priorities. 37 pytest tests.

FastAPI React TypeScript Vite Gemini

▶ Live demo · Code

🗳️ VoteWise AI

Nonpartisan voter-readiness assistant for first-time voters. Deterministic decision-tree engine + Gemini-powered Q&A, containerized on Cloud Run. Built for PromptWars.

React TypeScript Gemini Docker Cloud Run

▶ Live demo

More projects
  • 📈 Mutual Fund Analytics Platform: 9-table SQLite star schema (86,000+ rows), CAGR / Sharpe / Sortino / Alpha-Beta / VaR / CVaR in a 4-page Streamlit dashboard (Bluestock capstone)
  • 🏛️ JanVoice AI: role-based grievance portals for citizens, MPs and admins with Gemini daily constituency briefings · Live

🏗️ How BiasGuard works

flowchart LR
    A[Decision logs<br/>hiring / credit] --> B[Cloud Storage]
    B --> C[Cloud Run · Flask API]
    C --> D{Fairness evaluator<br/>Demographic parity<br/>Equalized odds}
    D --> E[Gemini 1.5 Flash<br/>report generation]
    E --> F[(Firestore<br/>audit trail)]
    E --> G[Compliance report<br/>SDG-5 · SDG-10]
    style D fill:#6c5ce7,color:#fff
    style E fill:#0984e3,color:#fff
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🛠️ Tech stack

tech stack

AI/ML: Gemini API · Vertex AI · embeddings · prompt engineering · fairness metrics
Cloud/DevOps: Cloud Run · Docker · Render · Cloud Storage · Firestore · CI-ready containers
Data: Python · Pandas · SQL · SQLAlchemy · Streamlit


💼 Experience & recognition

  • 🌟 Google Gemini Student Ambassador, Google India · May 2026 – present · AI workshops & developer sessions on campus
  • 🧪 Data Analyst Intern, Bluestock Fintech · Sep–Oct 2026 · end-to-end mutual-fund analytics pipeline, live AMFI NAV integration
  • 🏆 Google Solution Challenge 2026: BiasGuard AI (solo)
  • 🏆 PromptWars Virtual: Challenge 3, Top 400
  • 🏆 Anvil @ Ascent 2026 (Scaler School of Technology): Grand Finale qualifier
  • 💼 Forage simulations: JPMorgan (Software Engineering) · Walmart Global Tech (Advanced SWE) · Tata iQ (GenAI Analytics)
Certifications
Certification Issuer Verify
Google AI Essentials Google / Coursera Verify
Claude Code in Action Anthropic Verify
Amrita Agentic Leap 2026 Amrita Vishwa Vidyapeetham Verify
Google Cloud Gen AI Academy APAC, Cohort 3 Google Cloud × Hack2skill Verify
PromptWars Virtual, Challenge 1 Google for Developers Verify
Build with AI Bootcamp, Chennai Google for Developers Verify
Google Solution Challenge 2026 Google × Hack2Skill Verify
AWS Solutions Architect – Associate AWS In progress

📈 GitHub activity

stats top languages streak

📬 Let's build something

Open to SWE / Cloud / DevOps internships. I reply fast.

Email LinkedIn Portfolio Resume

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