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shanemeister/README.md

πŸ‘‹ Hi, I’m Randy Shane

Data & AI Architect | Cloud-Native Solutions Engineer | Applied GenAI Developer

I design and build enterprise-grade data and AI platforms that combine the rigor of data architecture with the creativity of modern generative AI. My work bridges traditional analytics, MLOps, and emerging AI frameworks β€” always with an emphasis on governance, trust, and explainability.

🧠 Expertise

  • Cloud Platforms: AWS (Redshift, Glue, S3, Lake Formation, SageMaker, Bedrock), GCP (BigQuery, Vertex AI)
  • Data Architecture: Lakehouse, Data Mesh, Governance & Lineage, ETL/ELT pipelines
  • AI/ML: LLM integration, Retrieval-Augmented Generation (RAG), LangChain, Vector Search (FAISS/Chroma)
  • Engineering Stack: FastAPI, Python, Neo4j, PostgreSQL, Docker, React
  • Dev Tools: AWS CodeWhisperer, GitHub Copilot, Amazon Q

πŸš€ Featured Projects

Exploring reinforcement learning and simulation environments to model real-world decision-making and adaptive AI behavior in competitive racing contexts. Built as a testbed for autonomous agent training and reward-optimization strategies.

A modular RAG + Agentic AI framework supporting local and hybrid LLMs (Mixtral, LLaMA 3, GPT-4o).
Implements vector search (FAISS), semantic tagging, FastAPI endpoints, and multi-agent orchestration for document Q&A, reasoning, and secure enterprise AI workflows.


🌐 Learn More

Visit Fox River AI β€” my applied AI consulting and product studio focused on delivering secure, explainable, and high-performance AI systems for small to mid-sized businesses.


Always building the bridge between knowledge, reasoning, and intelligent automation.

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  1. FoxRiverAIRacing FoxRiverAIRacing Public

    Repo of models

    Jupyter Notebook 1

  2. genai-agent-core genai-agent-core Public

    Framework for GenAI work for general public access

    Python