From a bot-to-human handoff event to an explainable customer journey: a discovery and prototype exercise pairing a deterministic verdict engine with AI narration. Classifies a handoff as justified, potentially avoidable, or insufficient data, with evidence.

Original I-D-E-A Framework™ — A Lean Path from Imagination to Validated MVP

Curated resources, definitions, and research papers on AI shopping visibility, product discovery, and AI-powered commerce.

A local-first PM agent kernel for turning fuzzy product ideas into clearer problem framing, decision gates, validation plans, and reusable project context. 一个本地可运行的产品判断 agent 内核，帮助产品经理把模糊需求、用户反馈和方案想法整理成问题定义、决策关口和验证计划。