https://github.com/nauman123-coder/reasoning-agent-lpu

A high-performance autonomous agent built with a Client-Server architecture (FastAPI & Streamlit). Optimized for the Groq LPU inference engine to provide near-instantaneous mathematical reasoning, session-based memory, and real-time tool integration.
https://github.com/nauman123-coder/reasoning-agent-lpu

fastapi groq llm-ops lpu python reasoning-agent streamlit tool-calling

Last synced: 6 months ago
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A high-performance autonomous agent built with a Client-Server architecture (FastAPI & Streamlit). Optimized for the Groq LPU inference engine to provide near-instantaneous mathematical reasoning, session-based memory, and real-time tool integration.

• Host: GitHub
• URL: https://github.com/nauman123-coder/reasoning-agent-lpu
• Owner: Nauman123-coder
• Created: 2025-12-30T13:50:20.000Z (6 months ago)
• Default Branch: main
• Last Pushed: 2025-12-30T14:09:15.000Z (6 months ago)
• Last Synced: 2026-01-03T07:27:48.713Z (6 months ago)
• Topics: fastapi, groq, llm-ops, lpu, python, reasoning-agent, streamlit, tool-calling
• Language: Python
• Homepage:
• Size: 12.7 KB
• Stars: 0
• Watchers: 0
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
# 🚀 Reasoning-Agent-LPU

[![Streamlit App](https://static.streamlit.io/badges/streamlit_badge_black_white.svg)](https://nauman123-coder-reasoning-agent-lpu-app-bgrcor.streamlit.app/)

A high-performance, autonomous reasoning agent system built with a **Client-Server architecture**. This project leverages **Groq's LPU (Language Processing Unit)** technology to deliver near-instantaneous AI reasoning, tool-calling, and stateful conversation management.

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## 🌟 Live Demo

Experience the speed of the LPU-powered agent here:

👉 **[Live Deployment on Streamlit Cloud](https://nauman123-coder-reasoning-agent-lpu-app-bgrcor.streamlit.app/)**

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## 🛠️ Tech Stack

- **Inference Engine:** [Groq Cloud](https://groq.com/) (Llama-3.3-70B-Versatile)

- **Backend Framework:** FastAPI (Asynchronous Python)

- **Frontend UI:** Streamlit

- **Logic Handling:** Python AST (for safe mathematical evaluations)

- **Communication:** RESTful API with CORS support

## 🧠 Key Features

- **Ultra-Fast Reasoning:** Powered by Groq's LPU for sub-second response latencies.

- **Multi-Agent Collaboration:** Specialized internal logic for extraction, calculation, and final synthesis.

- **Autonomous Tool-Calling:** The agent can decide when to use a Calculator, check the current time, or store "facts" into long-term memory.

- **Session-Based Memory:** Maintains context across interactions using a stateless API design where history is managed by the client.

- **Clinical-Grade Accuracy:** Configured with low-temperature settings ($0.1$) to prioritize factual correctness.

## 1. Clone the repository

- git clone [https://github.com/Nauman123-coder/Reasoning-Agent-LPU.git](https://github.com/Nauman123-coder/Reasoning-Agent-LPU.git)

- cd Reasoning-Agent-LPU