Under 20 Interval Timer: what we learned building Random Tactical Timer

What changed today docs(analytics): define paywall purchase attempt for funnels feat(scripts): read-only ratings snapshot (ASC + Play) fix(analytics): wrap properties.success in toString to fix HogQL http_400 fix(ci): align public read-back with shipped release Search intent target Primary keyword: under 20 interval timer Intent class: commercial BID filter: business potential, intent match, and realistic difficulty AI/LLM flow we used We keep this loop tight: plan -> code -> test -> release gate -> feedback. The key is not bigger prompts, it's strict validation and fast iteration.