---

> whoami

classSaiRuthvik:
name="Sai Ruthvik"alias="hawkh"location="IIT Madras, Chennai → Hyderabad, India 🇮🇳"email="ruthvikworking@gmail.com"education="B.S. @ IIT Madras (Final Year)"roles= [
"AI/ML Engineer @ Cyepro Solutions",
"Founding ML Engineer @ Visionary EdTech",
"Tech Lead @ Infin AI Club, IIT Madras",
]
domains= ["Computer Vision", "NLP & Indic AI", "RAG Systems",
"Edge AI", "Audio ML", "ML Systems & MLOps"]
currently_building= {
"🌐 Visionary" : "Multilingual RAG pipeline — 12+ Indic languages, zero LangChain",
"🚗 Cyepro" : "CRM-native lead scoring for automobile industry",
"📐 Side Project" : "Multi-agent math tutoring AI for JEE-level students",
}
philosophy="Build AI that works for the next billion — not just in English."open_to= ["Founding ML roles", "AI research collabs", "Competitive ML"]

---

> currently_building

🌐 Multilingual Indic RAG @ Visionary EdTech A production RAG pipeline serving 12+ Indic languages with zero framework overhead. No LangChain · LlamaIndex · LangGraph docling → chunking → hnswlib + rank_bm25 RRF fusion for hybrid retrieval Ollama local inference on Colab T4 GridSearchCV over chunk size & embeddings

🚗 Automobile Lead Scoring @ Cyepro Solutions CRM-native ML pipeline to score and prioritize leads for auto dealerships. Feature engineering from CRM event logs XGBoost / LightGBM scoring engine SHAP explainability for sales teams Stage-wise funnel probability outputs Graph DB schema (Neo4j) for lead graph

📐 Math Mentor AI Personal Project JEE-level multi-agent tutoring system with multimodal input and HITL feedback. 6 agents: Memory · Parser · Router · Solver · Verifier · Explainer Claude Vision OCR for handwritten problems Whisper ASR for voice input FAISS RAG + human-in-the-loop triggers Streamlit UI · automated test suite

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> experience_timeline

▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓

🚀	2025 – Present	Founding ML Engineer Visionary EdTech	Building the multilingual AI core — pure Python RAG for 12+ Indic languages, embedding optimization, hybrid retrieval at scale
🏢	2024 – Present	AI/ML Engineer Cyepro Solutions, Hyderabad	CRM-native lead scoring, automobile funnel analytics, codeblast analyzer with graph database design
🧑‍💻	2024 – Present	Tech Lead Infin AI Club, IIT Madras	Leading AI workshops, mentoring peers on ML projects, organizing hackathons and competitive ML events
🌾	2023 – 2024	AI/ML Engineer Livestockify (AgriTech)	Vision-based poultry weight estimation, Wav2Vec2 audio classification (healthy vs sick chickens), IoT sensor fusion, investor-grade PDF reporting
🎯	2023	Organizer Jarvis Club, IIT Madras	HackerRank placement prep contests · 100+ participants · end-to-end contest management

▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓

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> tech_stack

Core Languages

AI / ML

Tools & Infrastructure

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> featured_projects

🔬 Smart Poultry Farm Monitoring System AgriTech · Computer Vision · Audio ML · IoT End-to-end AI system for poultry health management combining vision, sound, and sensor data. Wav2Vec2 fine-tuned for healthy vs. sick chicken audio classification Vision pipeline for flock weight estimation (no physical contact) IoT sensor fusion: temperature · ammonia · humidity ReportLab investor-grade PDF health reports Veterinary diagnostic report generation 🛰️ Satellite-Driven Aquaculture ML Remote Sensing · Multi-task Learning Water quality prediction for AP carp ponds using satellite imagery. Sentinel-2 + Landsat-9 for DO, NH₃, pH, Chl-a prediction LightGBM / XGBoost ensemble baseline Late-fusion multi-task neural network Backed by IIMA Ventures · IIT Kanpur TBI

📊 RAG Parameter Optimization Pipeline Information Retrieval · NLP · Evaluation GridSearchCV-driven systematic optimization of a RAG pipeline over CBSE Std 8 Science content. Sweep over chunk size, overlap, embedding model, top-k Metrics: MRR · NDCG · Hit@K Multi-model embedding benchmarking Reproducible Jupyter notebooks + embedding landscape guide 🚦 Smart Traffic Management — SIH Computer Vision · Edge AI · Smart India Hackathon AI-based adaptive traffic signal system for Indian urban intersections. Real-time vehicle detection and density estimation Dynamic signal timing based on live traffic load Optimized for edge deployment constraints

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> github_stats

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> competitive_profiles

DSA · Problem Solving

ML Competitions

Competitive Coding

Algorithms

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> what_I_believe

┌─────────────────────────────────────────────────────────────────────┐
│ │
│ "Most AI is built for Silicon Valley. │
│ I want to build AI for the farmer in Andhra Pradesh, │
│ the student in rural Bihar, the shopkeeper in Tamil Nadu. │
│ │
│ That means multilingual. That means edge-first. │
│ That means it actually has to work." │
│ │
│ — Sai Ruthvik │
└─────────────────────────────────────────────────────────────────────┘

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> let's_connect

📍 IIT Madras, Chennai / Hyderabad, India
🎓 B.S. Final Year — IIT Madras
⏰ IST (GMT+5:30) · Usually responds within 24h

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