Infrastructure · Systems Exploration · Automation

I spend my time taking systems apart, figuring out how they work, and attempting to rebuild them. I am currently learning deep infrastructure, secure routing, and how to optimize data flows.

• Infrastructure: Exploring isolated, self-hosted environments (Kubernetes, Istio, custom Matrix Synapse setups).
• Architecture: Experimenting with zero-trust network models and alternative communication protocols.
• Workflow Optimization: Maintaining TONL-MCP Bridge to understand and improve token efficiency in LLM APIs.

These are the tools I'm actively using and learning:

• Ops & Routing: Linux, Docker, K8s, Istio
• Scripting: Python, TypeScript, Bash
• AI Integration: MCP Servers, API orchestration, RAG architectures
• Documentation & Web: LaTeX, Svelte/Astro

A tool I built to learn about and reduce token overhead. It converts JSON/YAML into high-density TONL structures to save context window space in automated pipelines.

npm install -g tonl-mcp-bridge