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Use when asked to compress, tighten, shorten, condense, or de-slop a design doc, PRD, RFC, architecture note, or similar prose "without losing information". Removes only provable redundancy — filler, hedging, LLM-slop, restated content — never a fact, number,…
原文语言：英语
Use when running a stage-gate or gate review for an AI product, deciding Go/Kill/Pivot at a gate, judging whether an AI initiative is ready to advance to the next stage, triaging a portfolio of AI ideas, or choosing between a full and a fast-track path.…
原文语言：英语
Use when reviewing ML system design docs, ML/AI project repos, design-doc PRs, RAG/LLM/foundation-model architectures, agentic AI workflows, or production ML readiness. Applies the ML System Design framework by Kravchenko and Babushkin to grade designs,…
原文语言：英语