template-code-development

Standards-compliant code for the Research Project Template — infrastructure or project src/, thin orchestrators, type hints, no mocks. USE WHEN implementing an algorithm, utility, analysis method, optimizer, new module in projects/*/src or infrastructure/, or user says add code following template architecture — even without docs/prompts. Not for end-to-end feature spanning manuscript + pipeline (use template-feature-addition).