Catch the accessibility failures that ship in almost every AI-built UI. Use after building any interactive component.
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Expand a 1-4 sentence product brief into a full spec with a design language, acceptance surface, and an ordered feature list.
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查看安装方法安装前可以查看交给 AI 代理的指令内容。
A one-line brief ("build a claude.ai clone", "a habit tracker with streaks") is not enough surface for a coding agent to make good decisions from. It has no design language, no acceptance criteria, no ordering. The generator ends up inventing scope mid-session and shipping incoherent slices.
The planner's job is to expand the brief into a spec dense enough that every downstream decision — what feature to pick, what "done" looks like, what the button should say — has an answer already written down. See Prithvi's post on planner/generator/evaluator separation for the underlying architecture: https://www.prithvirajrk.com/blog/three-agent-harness.
Do the sections in order. Later sections depend on earlier ones being locked.
description + steps in the shape [[feature-list-json]] expects.Skip this for briefs already specified to acceptance-criteria depth, or for single-feature edits to an existing project — use [[shift-notes]] and pick from the existing [[feature-list-json]] instead.
Related: [[feature-list-json]], [[shift-notes]], [[broken-window-check]].
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Catch the accessibility failures that ship in almost every AI-built UI. Use after building any interactive component.
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Before compaction Loopkit extracts decisions into claude-decisions.json (machine-readable). Read it alongside claude-progress.txt at session start — prose is for humans, JSON is for the loop.
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Review a diff against the goal spec assuming the code is BROKEN. The reviewer that lives in the maker's head always agrees with itself — this pulls review into a hostile, separate pass. Invoke after every code change before marking work done.
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Verify that an endpoint checks ownership, not just authentication. Use on any handler that reads or mutates user data.
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Find the exact commit that introduced a bug. Use when something worked before and broke, and you don't know which change did it.
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Before picking new work, smoke-test the last "completed" feature. If it's broken, revert and re-open it before touching anything else. Kills the "looks shipped, isn't shipped" bug across sessions.
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