Bite-sized TDD-style plan: failing helper test, two implementation
tasks (web then api), compose plumbing, doc updates, integration
verification. Uses unittest stdlib so no new deps.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
