Training a specific AI model to recognise koi and categorise them more effectively than an Anthropic off-the-shelf LLM.

Building an Anthropic-powered image recognition tool for koi breeds and individual fish

A vibe-coding horological workout for Claude, generating a fully-functional, animated Grand-Complication web application.

After creating a few AI agents, orchestration is the obvious next step; you get those agents talking with each other and working collaboratively, you go from having an assistant to having a team at your disposal. This requires an orchestration framework to connect the agents - I opted for LangGraph for this project due to it working on a state-machine basis, allowing cycles and loops where the agents could get into critique and refine loops with each other.