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matt-kay/README.md

🧠 AI/ML Engineer β€” LLM Systems on Google Cloud

AI/ML Engineer with a strong backend foundation, building production-ready LLM systems using Gemini, Vertex AI, and Google ADK.

I focus on turning generative AI into reliable software β€” designing RAG pipelines, agent workflows with tool calling, and scalable APIs that connect models to real data and services. My backend background helps me ship AI systems with proper architecture: observability, latency control, cost awareness, and clean service boundaries.


πŸ”§ What I Build

  • Retrieval-Augmented Generation (RAG) systems
  • Agent workflows using Google ADK
  • Tool/function calling pipelines with Gemini
  • LLM-backed APIs (FastAPI / Python)
  • Cloud-native deployments on GCP
  • Evaluation + monitoring for LLM quality

βš™οΈ Stack

AI/ML: Gemini, Vertex AI, Google ADK Backend: Python, FastAPI Cloud: GCP (Cloud Run, Cloud Functions, etc.) Data: PostgreSQL, Redis


🎯 Engineering Philosophy

LLMs are not features β€” they are systems. I build them with:

  • deterministic components around probabilistic cores
  • clear data boundaries
  • measurable outputs
  • production-grade deployment practices

What direction are you targeting?

Pinned Loading

  1. matt-kay matt-kay Public

    Config files for my GitHub profile.

  2. cowry_rs cowry_rs Public

    Rust

  3. chat-app-electron chat-app-electron Public

    TypeScript

  4. todo-app-electron todo-app-electron Public

    TypeScript