Building with LLMs and tool use
Hands-on experimentation with how large language models make decisions, call tools, and compose answers from real data sources.
Things I'm building
This is where I publish things I build for fun and learning. Each project is a chance to go hands-on with a technology I'm curious about and make something that actually runs.
What I'm interested in
Hands-on experimentation with how large language models make decisions, call tools, and compose answers from real data sources.
Using public APIs to build things that fetch, transform, and display live information — no mock data, no simulations.
Building projects without frameworks or build tools so the mechanics are always visible and nothing is hidden behind abstractions.
Coming up
Expanding the MCP pattern to other APIs — more data sources, more interesting questions, more complex tool use flows.
Detailed walkthroughs of how each project was built, what broke, and what was worth learning from the process.
Trying out technologies I haven't worked with before — each project is a chance to pick up something new by actually shipping it.
Say hello
I'm always happy to talk about what I'm building, swap notes on AI tooling, or just chat.