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saikumarreddy2001/README.md
Sai Kumar Reddy Mandha, Software Engineer focused on React, TypeScript, and full-stack development

About

I'm a software engineer who builds React and TypeScript applications and the Python and FastAPI services behind them. My work so far is project-driven: full-stack apps with responsive interfaces, REST APIs, tests, and containerized backends, some of them with AI-enabled features.

I hold an M.S. in Computer Science from the University of Central Missouri, along with the AWS Certified Solutions Architect – Associate and Microsoft Certified: Azure AI Engineer Associate certifications.

Featured Projects

ContextBridge · Live demo

React TypeScript React Flow FastAPI Python Docker Firebase

Rebuilds fragmented project activity into a personalized "What Did I Miss?" view of decisions, blockers, requirements, and tasks.

  • Interactive context graph with Trace Why and Trace Impact, a synchronized timeline, contextual search, evidence views, and responsive, route-based navigation.
  • FastAPI reconstruction engine for event normalization, entity resolution, relationship mapping, change detection, and evidence provenance, with a deterministic AI fallback.
  • Backend is Dockerized and covered by 27 passing tests. The React frontend is live on Firebase Hosting; the backend is prepared for Google Cloud Run but is not publicly deployed.

Pondr · Live demo

React Native TypeScript LangGraph Supabase

A voice-first AI thinking partner for talking through decisions, built with React Native and TypeScript and connected to multi-agent reasoning workflows and backend services.

Multi-Agent Research Assistant · Live demo

Python FastAPI LangGraph LangChain

Researches a topic on the web, summarizes, fact-checks, and writes a structured report using LangGraph workflows, exposed through FastAPI with a Streamlit interface.

More on GitHub

  • computer-use-automation: LLM-driven computer-use discovery with typed capability artifacts and deterministic replay.
  • MLOps_Pipeline_model: trains three scikit-learn classifiers, tracks experiments and a model registry in MLflow, detects drift with Evidently AI, and shows results on a Streamlit dashboard.
  • SmartBank: Java, Spring MVC, JPA, JSP, and MySQL banking app with OTP-based login and role-based access.
  • Gated-Community: Java Servlets, JSP, JDBC, and MySQL community management app.
  • MarketInsight: AI-powered stock market analysis through a conversational interface.

Engineering Stack
Languages TypeScript, JavaScript, Java, Python, SQL
Frontend React, React Router, React Flow, React Native, HTML, CSS, responsive design
Backend & APIs FastAPI, Flask, REST APIs, Pydantic
AI & Search RAG, LangChain, LangGraph, semantic and hybrid search, embeddings, FAISS
Cloud & DevOps GCP, Firebase Hosting, Docker, Git, GitHub Actions, CI/CD, AWS, Azure
Data Pandas, NumPy

Connect

GitHub · ContextBridge · Pondr · Multi-Agent Research

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  1. MLOps_Pipeline_model MLOps_Pipeline_model Public

    End-to-end MLOps pipeline: trains 3 sklearn classifiers, tracks experiments + a model registry in MLflow, detects data drift with Evidently AI, and visualizes everything on a real-time Streamlit da…

    Python

  2. pondr pondr Public

    Voice-first AI thinking partner. Talk through decisions, get coaching prompts, generate action plans. Built with Expo (iOS / Android / Web), Groq (Llama 3.1/3.3 + Whisper), ElevenLabs TTS, Tavily s…

    TypeScript

  3. multi-agent-research multi-agent-research Public

    Multi-agent AI system that researches any topic — searches the web, summarizes, fact-checks, and writes a structured report. Built with LangGraph, Groq, and Tavily.

    Python

  4. MarketInsight MarketInsight Public

    An AI-powered stock market analysis platform that provides comprehensive financial data and intelligent insights through a conversational interface.

    Python

  5. Gated-Community Gated-Community Public

    The Gated Community Management System is a Java-based web application built using Servlets, JSP, JDBC, and MySQL. It allows residents to register, log in, submit complaints, update them, and track …

    Java

  6. SmartBank SmartBank Public

    The Smart Bank Management System is a full-stack web application built using Java, Spring MVC, JPA, JSP, and MySQL. It provides secure banking features such as OTP-based login, role-based access fo…

    Java