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AbhAy120204/README.md

Hey, I'm Abhay 👋

B.Tech CSE (AI/ML) · IIIT Nagpur · Class of 2026
Building things that turn LLMs into actual products.


🧠 What I do

I work at the intersection of LLMs, agents, and backend systems — building things where AI has to be reliable enough to ship, not just demoable. Most of what I build is one of two shapes:

  • Agentic systems that plan → act → self-correct, not single-shot LLM calls
  • Backend infra for AI workloads — routing, RAG pipelines, evals, observability

🛠 Stack

Languages    →  Python · Go · SQL · C++
LLM / AI     →  LangChain · LangGraph · Advanced RAG · Prompt Engineering
                Agentic AI · Vector DBs · Embeddings · Fine-tuning basics
ML tooling   →  Pandas · NumPy · Plotly · Hugging Face · Streamlit · Gradio
Infra        →  Docker · Kubernetes (Helm) · AWS (S3, Lambda) · gRPC / Protobuf
                Redis · Kafka · GitLab CI/CD
Observability →  LangSmith · Datadog · Grafana · Metabase
Providers    →  Groq · Gemini · OpenAI · Azure OpenAI · Bedrock

🔥 Highlighted Projects

🤖 Autonomous Data Analyst Agent  ·  Live Demo ↗ Give it a CSV. It plans analyses, writes Pandas code, reads its own errors, self-corrects, and hands you insights — all in a live ReAct loop. LangGraph · Groq · Pandas · Plotly · LangSmith · Streamlit

Benchmarked head-to-head vs PandasAI on adversarial data: 8/10 data traps caught vs 6/10, 29% faster (141s vs 199s), 0 crashes.


🐛 Azure OpenAI Go SDK — Bug Fix Identified a routing flaw in the azopenai SDK affecting deployment-scoped routing for GPT-image models. Documented on Microsoft Q&A.


⚡ Competitive Programming

  • 400+ DSA problems solved on LeetCode & CodeChef
  • LeetCode peak rank 1575 · CodeChef peak rank 438 across 41 contests

📚 Coursework I actually finished

  • Agentic AI Certified Foundations Associate (Oracle)
  • Andrew Ng's ML Specialization (Coursera)
  • NVIDIA — Deep Learning Fundamentals
  • NVIDIA — CUDA C/C++ Accelerated Computing
  • Computer Vision · NLP

Open to conversations about AI infra, agent frameworks, RAG at scale, or LLM evals.

Pinned Loading

  1. ADA-Agent ADA-Agent Public

    Python

  2. movie-classification movie-classification Public

    Jupyter Notebook

  3. geo-auditor geo-auditor Public

    A CLI tool that audits any business website for visibility in AI search engines (ChatGPT, Perplexity, Google AI Overviews). Enter a URL; get a scored HTML report showing where you're invisible, why…

    HTML