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rtj1/README.md

👋 Hi, I'm Tharun Jagarlamudi

🔍 AI/LLM Engineer building intelligent autonomous systems with real-time reasoning, reflection, and retrieval.

🧠 Highlight Projects

🤖 Reflexive LLM Agent

An autonomous LLM agent that uses ReAct + Reflexion to reason, self-critique, and improve over time.

  • Integrated tools: Web search (Tavily), Calculator
  • Episodic + vector memory (FAISS + ChromaDB)
  • Self-evaluates and logs reflections for future retrieval
  • Streamlit dashboard for real-time memory trace visualization

📊 Financial Insight Extractor

A real-time financial news summarizer using LLaMA 2 and GPT-4o, deployed with FastAPI and Streamlit.

  • Uses Hugging Face dataset for financial news ingestion
  • Extracts structured insights: KPI, sentiment, risk
  • Dockerized FastAPI + Streamlit app for local and cloud deployment
  • JSONL/Parquet export, Prometheus-monitored

🧰 Tech Stack

Python · FastAPI · LangChain · ChromaDB · Streamlit · OpenAI · LLaMA · SentenceTransformers · Docker

📫 Let's Connect

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  1. reflexive-llm-agent reflexive-llm-agent Public

    A self-reflective LLM agent with tools, memory, and reasoning built using LangChain + ReAct + Reflexion. Modular FastAPI backend + Streamlit UI.

    Python

  2. financial-insight-extractor financial-insight-extractor Public

    Real-time GenAI dashboard that summarizes and ranks financial news using LLMs

    Python