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dcrops/README.md

AI Engineer

Building deterministic AI systems, Retrieval-Augmented Generation (RAG) platforms, and operational intelligence solutions using Python, APIs, and Large Language Models.

🔧 What I Do

  • Design systems first, then build
  • Break complex problems into pipelines, components, and workflows
  • Combine deterministic engineering with AI where it adds measurable value

🚀 Current Focus

  • Governance-Aware AI Systems
  • Deterministic AI Workflows
  • Operational Intelligence Platforms
  • Retrieval-Augmented Generation (RAG)
  • AI Evaluation & Observability

🧠 AI Engineering Areas

  • Operational Intelligence
  • Retrieval-Augmented Generation (RAG)
  • AI Orchestration
  • Evaluation Frameworks
  • Explainable AI Systems
  • Telemetry & Observability
  • Grounded Generation
  • Safety & Guardrails
  • Data Engineering

🛠 Core Technologies

  • Python
  • Streamlit
  • FastAPI
  • OpenAI API
  • LangChain
  • ChromaDB
  • Pandas
  • Pydantic
  • PyTest
  • Git & GitHub
  • Docker

🌐 Portfolio

AI Engineering Journey

https://journey.chaseriskandcompliance.com.au

An interactive portfolio documenting the engineering decisions, architecture, and evolution of my AI projects.

Featured AI Engineering Projects

  • Operational Intelligence Copilot (MVP)
  • Governance-Aware Document Intelligence RAG Platform
  • Payroll Diagnostics Engine
  • Public Holiday Entitlements Calculator

Always interested in building practical AI systems that solve real business problems through reliable engineering rather than AI for AI's sake.

Pinned Loading

  1. AI-Engineering-Journey AI-Engineering-Journey Public

    Interactive portfolio showcasing my transition from Data Engineer to AI Engineer through production-quality AI engineering projects, architecture, and technical case studies.

    JavaScript

  2. operational-intelligence-copilot operational-intelligence-copilot Public

    Deterministic Operational Intelligence Copilot with explainable analytics, executive reasoning, governed AI, and guided investigations.

    Python

  3. governance-aware-rag-platform governance-aware-rag-platform Public

    Production-ready Retrieval-Augmented Generation (RAG) platform featuring governed retrieval, explainable orchestration, ingestion diagnostics, evaluation framework, and transparent AI reasoning.

    Python

  4. payroll-diagnostics-engine payroll-diagnostics-engine Public

    Modular payroll diagnostics and governance system for identifying hidden risks and inconsistencies

    Python

  5. public-holiday-entitlements public-holiday-entitlements Public

    Australian Public Holiday Entitlements application using geographic rule resolution, explainable decision logic, confidence scoring, and auditable compliance reporting.

    Python