Hi, I'm Leo!

I'm an ML Engineer at SAP Labs, where I work on AI agent infrastructure and developer tooling. My main project is A3 — a Kubernetes-native platform for orchestrating autonomous, sandboxed AI agent fleets.

Outside of work, I'm involved with AI safety research as a SPAR Spring 2026 Research Fellow, and I've co-authored work that placed 4th at the Apart Research AI Manipulation Hackathon.

This blog is where I share technical deep dives, experiments, and thoughts on AI, systems, and software engineering.

Check out my latest posts below or connect with me on social media!

Featured

• A3: Kubernetes for autonomous AI agent fleets

  10 Apr, 2026

  One message, four agents, zero hardcoded workflows. How first-principles infrastructure produces emergent capabilities.

• MCP explained from first principles, spelled out in code

  26 Sep, 2025

  Demystifying MCP by building servers and clients from scratch with raw JSON-RPC, then connecting them to LLMs via function calling.