About
B.Tech ECE student at IIIT Bhagalpur with hands-on experience building AI automation, RAG, and multi-agent systems using modern LLM stacks. Strong focus on Python, prompt engineering, retrieval systems, and production-oriented testing/observability.
Experience
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AI Engineering InternZeeptyApr 2025 – Jul 2025
Built AI-driven automation creator-commerce workflows, applying semantic creator/product matching and personalized LLM outreach across 500+ combinations, improving relevant-match retrieval by 25%. Improved LLM-generated creator outreach by refining prompts and retrieved context, increasing response relevance by 15% across 20+ representative scenarios. Engineered and tested AI workflow components using Python and Git/GitHub, with GitHub Actions for automated CI checks across multiple development builds; iteratively tracked and resolved matching and LLM-generation issues through 50+ testing iterations.
Education
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2026
B.TechElectronics and Communication Engineering (ECE) · Nov 2022 – May 2026
Skills
Tools / apps / platforms
Projects
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Python, LangChain, LangGraph, Qdrant Cloud, Redis, PostgreSQL, Groq, NeMo Guardrails, LangSmith, FastAPI, Streamlit
Built and deployed an agentic RAG system with hybrid retrieval and citation-grounded generation. Added caching, rate limiting, checkpoints, guardrails, and regression evaluation to improve latency, scalability, reliability, and cost efficiency.
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Python, LangGraph, LangChain, FastAPI, PostgreSQL, MCP, Gmail API, Tavily, Groq, LiteLLM, NeMo Guardrails, LangSmith, Streamlit, DeepEval
Designed a planner-executor multi-agent orchestration system with research, blog generation, and email workflows, reducing a 15-minute research-to-draft process to under 2 minutes. Integrated external tool ecosystems through MCP with human-in-the-loop approval, and hardened the platform with guardrails, JWT authentication, and evaluation metrics.
Courses & certifications
- Communication · Indian Institute of Information Technology Bhagalpur · 2026
- OOP · Indian Institute of Information Technology Bhagalpur · 2026
- Computer Networks · Indian Institute of Information Technology Bhagalpur · 2026
- Operating Systems · Indian Institute of Information Technology Bhagalpur · 2026
- DBMS · Indian Institute of Information Technology Bhagalpur · 2026
- Data Structures & Algorithms · Indian Institute of Information Technology Bhagalpur · 2026
🏆 Achievements & awards
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KNIGHT Badge on LeetCode · 2025
Achieved KNIGHT Badge (rating 1784) and solved 500+ coding questions.
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JEE MAIN 2022 All India Rank 52,750 · 2022
Scored 95.44 percentile out of 1.2 million candidates.