Why it matters
https://github.com/witanlabs/research-log
My takeaway: Teaching Coding Agents to do Spreadsheets - Nuno Campos, Witan Labs is a tooling signal. The practical read is to watch how AI red-team and evaluation tooling is adding probes, integrations, and workflows that can become repeatable controls.