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woodstocksoftware/README.md

Jim Williams

AI Engineer & Software Architect | Building production-ready AI systems

🚀 Featured Projects

RAG Documentation Assistant

Production RAG system deployed on AWS. Upload documents, ask questions, get cited answers.

AWS Lambda OpenSearch Serverless Claude Bedrock SAM

Research Agent

Autonomous AI agent that researches any topic and produces comprehensive reports with citations.

Claude Tavily AWS Lambda AI Agents

Voice RAG Assistant

Voice-powered AI assistant. Speak your question, get a spoken answer from the knowledge base.

Whisper ElevenLabs ChromaDB Claude Gradio

Adaptive Question Selector

IRT-based adaptive testing engine with real-time question selection and ability estimation.

IRT Psychometrics FastAPI Adaptive Testing

Real-Time Event Pipeline

Event ingestion, routing, and pub/sub system for real-time applications.

FastAPI WebSocket Pub/Sub Event-Driven

Synchronized Timer Service

Server-authoritative timer for proctored testing with real-time WebSocket sync.

FastAPI WebSocket Proctoring Real-time

💡 What I Build

Capability Technologies
RAG Systems OpenSearch, ChromaDB, Bedrock, embeddings
AI Agents Tool use, multi-step reasoning, autonomous workflows
Voice AI Whisper, ElevenLabs, real-time speech
MCP Servers Claude Desktop integrations, custom tools
Real-time Apps WebSockets, FastAPI, React, Pub/Sub
Adaptive Learning IRT, psychometrics, ability estimation
AWS Serverless Lambda, API Gateway, S3, SQS, SAM

🎯 Industries

  • Hospitality — AI concierge, operations management
  • Education — Assessment tools, learning analytics, adaptive learning

📫 Let's Connect

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  1. learning-curriculum-builder learning-curriculum-builder Public

    MCP server for designing curricula with learning objectives, prerequisites, and optimal learning paths

    Python

  2. simple-quiz-engine simple-quiz-engine Public

    Real-time quiz engine with WebSocket communication and server-authoritative timing

    Python

  3. student-progress-tracker student-progress-tracker Public

    MCP server that tracks student performance and identifies learning gaps

    Python

  4. question-bank-mcp question-bank-mcp Public

    MCP server that helps teachers create and manage test questions with Claude

    Python

  5. realtime-event-pipeline realtime-event-pipeline Public

    Real-time event ingestion, routing, and pub/sub for ed-tech platform

    Python

  6. adaptive-question-selector adaptive-question-selector Public

    IRT-based adaptive testing engine with real-time question selection

    Python