╔══════════════════════════════════════════════════════════════════════════╗ ║ ║ ║ N E U R A L S O V E R E I G N ║ ║ R O N I T G U L I A ║ ║ ║ ╠══════════════════════════════════════════════════════════════════════════╣ ║ ║ ║ DESIGNATION : RONIT GULIA | AI/ML Engineer & Full-Stack Dev ║ ║ CLASS : Quantum AI Architect + Full-Stack Warlord ║ ║ EDUCATION : B.Tech AIML (Pursuing) | NIMS University ║ ║ STATUS : >> OPEN TO WORK — AI/ML | SWE | Full-Stack << ║ ║ ║ ╠══════════════════════════════════════════════════════════════════════════╣ ║ ║ ║ [ NEURAL STATS ] [ COMBAT METRICS ] ║ ║ ║ ║ INTELLIGENCE [==========] MAX MODELS DEPLOYED [========] INF ║ ║ CREATIVITY [=========.] 98% BUGS CRUSHED [========] MAX ║ ║ EXECUTION [==========] MAX LATENCY <5ms [========] MAX ║ ║ GRIND POWER [==========] MAX UPTIME [========] INF ║ ║ CHAOS CONTROL [=========.] 96% RAGAS SCORE [========] MAX ║ ║ ║ ╚══════════════════════════════════════════════════════════════════════════╝
I am Ronit Gulia — an AI/ML Engineer and Full-Stack Developer based in India, specializing in production-grade intelligent systems. I bridge the gap between cutting-edge research and real-world deployment. What I bring to the table:
[UNLOCKED] Generative AI & RAG:
- LangChain | LangGraph | Agentic Workflows
- Hybrid FAISS + BM25 retrieval
- RAGAS evaluation: 0.92+ across all metrics[UNLOCKED] ML Engineering:
- PyTorch | XGBoost | Scikit-Learn
- Computer Vision: real-time, <5ms inference
- MLOps: CI/CD pipelines that hold in prod[UNLOCKED] Full-Stack Development:
- FastAPI | React | Next.js | Node.js
- Docker | Kubernetes | Linux | PostgreSQL[UNLOCKED] Cybersecurity AI:
- XGBoost + Isolation Forest ensembles
- SHAP explainability | REST API deployment |  
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║ ⚡ Q U A N T U M M I S S I O N L O G ⚡ ║
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║ BUILDING -> Production-Grade AI & Agentic Systems ║
║ GRINDING -> LangGraph Multimodal LLMs MLOps ║
║ SEEKING -> Full-Time AI/ML Engineer or SWE Role ║
║ LEARNING -> Advanced RAG Agent Memory Evals ║
║ STATUS -> AVAILABLE NOW — Let's Build Something Real ║
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║ AVAILABILITY [=======================================>] IMMEDIATE ║
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⚡ QUANTUM POWER LEVELS ════════════════════════════════════════════════════
>> Python [====================] MAX [ ASCENDED ]
>> Machine Learning [==================..] 95% [ LEGENDARY ]
>> LLM / RAG / AI [==================..] 96% [ LEGENDARY ]
>> FastAPI Backend [================....] 88% [ ELITE ]
>> React / Next.js [==============......] 82% [ ADVANCED ]
>> Docker / K8s [================....] 88% [ ELITE ]
>> Computer Vision [==============......] 82% [ ADVANCED ]
>> Problem Solving [====================] MAX [ ASCENDED ]
>> Grind Mentality [====================] INF [ IMMORTAL ]
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║ * * * A C H I E V E M E N T S U N L O C K E D * * * ║
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Stack: LangChain · FAISS · BM25 · Streamlit · RAGAS · Python · Vector DB
Built a Hybrid FAISS + BM25 Retrieval-Augmented Generation system that outperforms standard RAG by combining semantic and keyword search.
📊 Measurable Results:
- ✅ Faithfulness: 0.92+ | Accuracy: 0.92+ | Relevance: Maxed — verified via RAGAS evaluation suite
- ✅ Hybrid retrieval reduces irrelevant context by ~35% vs. pure vector search
- ✅ Deployed with Streamlit — production-ready with real user testing
LangChain FAISS BM25 Streamlit RAGAS Python Vector DB
Stack: LangGraph · FastAPI · WhatsApp Cloud API · Python
A LangGraph-powered autonomous lead-capture agent with multi-step intelligent routing and stateful conversation memory.
📊 Measurable Results:
- ✅ Handles multi-turn conversations with zero session loss via persistent state
- ✅ Deployed as a bulletproof FastAPI microservice — production-grade, always-on
- ✅ Integrated with WhatsApp Cloud API — real customers, real conversions
LangGraph FastAPI WhatsApp Cloud API Conversational AI Agentic Workflows
Stack: XGBoost · Isolation Forest · SHAP · Flask · REST API
Real-time ensemble ML system that fingerprints malicious HTTP traffic with sub-5ms inference latency.
📊 Measurable Results:
- ✅ <5ms inference latency — real-time threat detection at scale
- ✅ Explainable AI via SHAP — not just accurate, but auditable
- ✅ Production Flask REST API — battle-tested, zero downtime
XGBoost Isolation Forest SHAP Flask REST API Cybersecurity
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║ Q U A N T U M L O A D O U T [ v 2 . 2 . 1 0 0 ] ║
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║ >> GAMER TAG : Ronit_EXE [v2.2.100] ║
║ PRESTIGE : QUANTUM SOVEREIGN [RANK INF] ║
║ MAIN CLASS : AI/ML Engineer + Full-Stack Developer ║
║ >> PRIMARY WEAPON : Python LangGraph PyTorch FastAPI ║
║ >> ARMOR : Docker Kubernetes Linux Git ║
║ RAGAS SCORE : 0.92+ Faithfulness 0.92+ Accuracy ║
║ SERVER : PRODUCTION -- Zero lag. Zero mercy. ║
║ PING : <5ms inference latency. Always. ║
║ AVAILABILITY : Open to Work -- Full-Time / Contract ║
║ CONTACT : ronitgulia3@gmail.com ║
║ LINKEDIN : linkedin.com/in/ronigulia ║
║ PHILOSOPHY : "Build. Break. Learn. Rebuild. Dominate." ║
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║ ⚡ Forged in the Quantum Realm. Deployed Across the Stars. ⚡ ║
║ -- RONIT GULIA | Neural Sovereign | Open to Work 2026 -- ║
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