Random Timer: what we learned building Random Tactical Timer

Dev.to AI
Generative AI

What changed today fix(timer): stabilize range controls and neutralize voice prompts feat(seo): implement Agentic ant Protocol (AMP) for AI agent discovery feat(voice): elapsed-time callouts replace countdown, trim UI fix(ci): re verify_release.py steps lost in PR merge Search intent target Primary keyword: random timer Intent class: mixed 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.