Applied AI & ML Research

Outside of my day job, I independently build production-grade AI systems. It started as curiosity about what these tools could actually do. It turned into a serious applied research practice spanning the full ML lifecycle, from model fine-tuning to system architecture to bare-metal infrastructure.

This isn't theoretical anymore; I build things that run.

Multi-Agent Orchestration

Built autonomous agent systems with specialized agents for different business functions. Custom LLM fine-tuning workflows for open-source models (Llama), training data pipeline development, and orchestration frameworks that coordinate multiple AI agents on complex tasks.

Glowing blue and purple neural network representing artificial intelligence and digital data connectivity.
Glowing blue and purple neural network representing artificial intelligence and digital data connectivity.
Zero-Trust Security for AI

Designed and prototyped an identity management system using information silo architecture, opaque identifiers, and field-level encryption. Exploring security-first approaches to AI platform governance, how to give AI systems access to what they need without exposing what they shouldn't see.

Developed production-grade tooling for the full LLM lifecycle: prompt optimization frameworks, ensemble routing across multiple providers (OpenAI, Anthropic, open-source), real-time cost tracking, and RAG (Retrieval-Augmented Generation) vector engine implementation.

LLM Operations Tooling
Glowing blue futuristic data blocks and digital CPU core representing cloud computing and artificial intelligence.
Glowing blue futuristic data blocks and digital CPU core representing cloud computing and artificial intelligence.
Futuristic data center with glowing blue fiber optic cables connecting server racks and monitoring screens.
Futuristic data center with glowing blue fiber optic cables connecting server racks and monitoring screens.
A glowing blue digital cloud computing icon atop stacked data server layers representing network infrastructure.
A glowing blue digital cloud computing icon atop stacked data server layers representing network infrastructure.
Platform Architecture

Prototyped a software licensing platform with multi-tenant architecture and usage-based billing, exploring how AI products get distributed, metered, and monetized at scale.

Automation & Workflow Intelligence

Designed and deployed intelligent automation pipelines using n8n for business process orchestration, from raw data ingestion through analysis to actionable output. The focus is on turning unstructured operational noise into structured intelligence without requiring human review at every step.

Network server rack with glowing blue LED status lights and organized black ethernet cables in a data center.
Network server rack with glowing blue LED status lights and organized black ethernet cables in a data center.
Infrastructure

Built and manage a personal lab environment: 10G networking (MikroTik), TrueNAS storage clusters, GPU compute servers, Raspberry Pi edge clusters, and Kubernetes orchestration. All research runs on infrastructure I own and operate.