Amplify

When your workflow works but hits limits on edge cases or output quality, this skill walks you through targeted upgrades. It's structured around four strategies: better prompts (few-shot examples, chain-of-thought), better tools (new capabilities, verification steps), better context (RAG, real-time data), or better models (upgrading for critical steps). The impact assessment table showing cost versus latency versus quality tradeoffs is genuinely useful. The core discipline here is amplifying one thing at a time with before-and-after measurements, which prevents the common mistake of throwing everything at a problem and not knowing what actually helped. Requires the agent-workflow skill as a dependency.