Now

What I'm focused on at the moment. Updated October 17, 2026.

Work

Building MCP servers and multi-step agent workflows for an invoicing SaaS at Looped Automation.

Building

A terminal coding agent from scratch with sandboxed tools, cost limits, and evals. No agent framework.

Researching

Distilling a frontier LLM into a small quantized model that classifies bank transactions privately and cheaply.

Writing

Building an MCP server without the SDK: what the protocol looks like as raw JSON-RPC.

Studying

BSc Honours in IT (Data Science) at Eduvos, part-time.

This is a now page.