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Building production-grade AI systems: retrieval, agents, evals โ€” shipped with clean APIs and real metrics.

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โšก TL;DR

  • ๐ŸŽ“ B.Tech CSE @ VIT Bhopal (2023โ€“2027) โ€ข CGPA 8.45 โ€ข internship-ready
  • ๐Ÿค– AI focus: multi-agent pipelines, RAG with hybrid retrieval + evals, PEFT fine-tuning
  • ๐Ÿงฉ Full-stack: Next.js UIs + FastAPI backends + Docker-deployed architecture
  • ๐Ÿ“Š I report real numbers โ€” ROUGE, BERTScore, accuracy, latency โ€” not just "built a model"

๐Ÿงญ Current Stack



๐Ÿงช What I'm building / have shipped

  • Multi-agent systems โ€” LangGraph supervisor pattern, async job queues, LLM-driven routing, checkpointing
  • RAG pipelines โ€” hybrid search (BM25 + dense), RRF fusion, cross-encoder reranking, LLM-as-Judge evals
  • Fine-tuning โ€” PEFT/LoRA on FLAN-T5 and RoBERTa with reproducible metrics (ROUGE, BERTScore, F1)
  • Production habits โ€” Docker containers, FastAPI services, LangSmith tracing, MLflow/W&B experiment tracking

๐Ÿงฐ Tech Stack

Languages
ML / DL
LLM / Agent / Retrieval
MLOps / Observability
Backend / Full-Stack / DevTools

๐ŸŽฏ Fun Zone

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๐Ÿ“Š GitHub Stats


๐Ÿ Contribution Snake

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๐ŸŽฎ Off-screen side quests

  • Gaming (PC / mobile)
  • Music (EDM, loโ€‘fi, metal)
  • Manhwa / webtoons
  • Sciโ€‘fi & thrillers

Built with curiosity, caffeine, and commits.

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