Optimise and ship the questions drafter

Every agent at a conveyancing firm eventually needs what this project builds: a prompt you can defend line by line, examples chosen on evidence, an optimisation run you can cost and reproduce, tool and skill descriptions that trigger when they should, a release process with a version on every output, and a regression suite that lets you change the model underneath without fear. You'll do it for one step, the pre-contract enquiries drafter, and finish with a harness you can reuse for the firm's other agents.

Everything core runs on your Claude subscription through Claude Code in headless mode (claude -p). The DSPy and registry extensions are optional: DSPy needs an OpenRouter key (any model) or a local model through Ollama, and the registry a free Langfuse account. Expect 8–12 hours.