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DaniManas/README.md

$ whoami
  Manas Dani β€” AI Engineer | MS Data Science @ Indiana University Bloomington

$ cat current_mission.txt
  πŸ”­  Building production-grade AI agents with LangGraph, LangChain & RAG
  🌱  Diving deep into LLM evaluation, observability & agent architectures
  ⚑  Making AI measurable, trustworthy, and scalable for the real world
  ✍️  Writing about Agentic AI on Medium
  πŸ“«  danimanas28@gmail.com

$ ls skills/
  agentic_systems/   rag_pipelines/   llm_evaluation/   data_engineering/

$ echo $STATUS
  > READY TO BUILD β€” currently shipping agents that actually work in production

⚑ What I Build

πŸ€– Agentic AI Systems

Multi-agent orchestration with LangGraph, stateful workflows, tool use, memory management & complex reasoning chains

πŸ” RAG & Retrieval

Vector databases, hybrid search, embedding pipelines, context compression & retrieval-augmented generation at scale

πŸ“Š LLM Evaluation

Observability dashboards, tracing, benchmarking, hallucination detection & trust metrics for production LLM systems


πŸ“ˆ GitHub Activity

github-snake

πŸ› οΈ Tech Stack

🧠 AI / GenAI / Agents

LangChain LangGraph OpenAI HuggingFace PyTorch TensorFlow scikit-learn

πŸ“Š Data Engineering

Pandas NumPy PySpark XGBoost

☁️ Cloud & Infrastructure

AWS GCP Azure Docker Kubernetes

πŸ—„οΈ Databases & Vector Stores

PostgreSQL MySQL MongoDB Pinecone ChromaDB

πŸ’» Languages

Python JavaScript TypeScript Java R C++

πŸ› οΈ Frameworks & Dev Tools

FastAPI Flask Streamlit React Git


✍️ Latest Writing

Thinking out loud about Agentic AI, LLMs, and building things that actually work

πŸ”— Why LangChain Isn't Enough

5 Surprising Truths About Building Real-World AI Agents with LangGraph

#LangGraph #AgentArchitecture #LLMs

🧠 Beyond Answering Questions

How Agentic AI Is Redefining How We Work

#AgenticAI #FutureOfWork #Automation


🎯 Currently Focused On

class ManasDani:
    def __init__(self):
        self.role = "AI Engineer"
        self.education = "MS Data Science @ Indiana University Bloomington"
        self.currently_building = [
            "Production-grade multi-agent systems with LangGraph",
            "RAG pipelines with hybrid retrieval & re-ranking",
            "LLM evaluation & observability frameworks",
        ]
        self.currently_learning = [
            "Agent memory architectures",
            "LLM tracing with Langsmith & Arize",
            "Frontier model fine-tuning",
        ]
        self.mission = "Make AI measurable, trustworthy, and scalable"

    def __repr__(self):
        return f"Building agents that think β†’ {self.mission}"

⚑ Built with intent. Deployed with purpose. Powered by caffeine and curiosity.

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