Grounding Before Coding

作者 riekelte67b7af9ac74无许可证5 个星标收录于 2026年10月8日更新于 2026年10月8日仓库3周前更新

Use when starting any non-trivial change, investigating a bug, or working in unfamiliar code - before the first line is written. Also use for pure investigation with no change planned yet - "dig into this", "figure out why", "sometimes the export is empty", intermittent errors after a deploy. Encodes the ground-first discipline: map the real code and data, quote evidence, never guess conventions. Use whenever a change or a conclusion is about to be built from belief instead of from the tree, even under time pressure.

AI 生成的概览

确立先扎根再编码的纪律:在动手前摸清真实代码与数据、引用证据、绝不猜测约定。

功能
该技能提供一套在改动代码前先做调查的纪律:阅读实现而非名称,引用 file:line 证据,在仓库中核实约定,并在修复前先复现缺陷。它指导梳理改动涉及的接触点与不可破坏的不变量,并主张在调用方汇聚处修复缺陷,而不是只修补报告中的那条路径。它还列出扎根的边界以及常见错误,例如依据框架文档推测项目代码行为,或轻信此前会话的代码总结。
适用场景
适用于开始任何非平凡改动、调查缺陷或在陌生代码中工作、尚未写下第一行代码之时。也适用于尚无改动计划的纯调查,例如排查偶发或无法解释的行为。当改动或结论可能建立在臆断而非代码树之上时,都应使用。
运行要求
除智能体外无需脚本或工具;它引用了一个名为 principal-engineering 的前置技能。

Grounding before coding

REQUIRED BACKGROUND: the principal-engineering skill.

Overview

Before writing a spec, a fix, or a first line: map the real code and data. Quote file:line and run the query behind every number you rely on.

The discipline

  1. Read the implementations, not the names. A method called validate that does not validate is the default assumption. Verify what a thing does before building on what it is called.
  2. Quote your evidence. Every load-bearing claim in your plan gets a file:line, an exact query result, or a command output. When you cannot back a claim, say so out loud instead of assuming it.
  3. Never guess conventions. How this repo names things, wires dependencies, handles errors, or runs tests is discoverable in minutes.
  4. Trust code, not status. A document's or ticket's self-reported state is not evidence of execution state; adjudicate with the code and the history (git log -S <symbol>, grep the tree) before building on it.
  5. Reproduce before fixing. For bugs: see the failure happen before changing anything.
  6. Fix where the callers converge. A bug report names one symptom on one path; before editing, find every route into the code you are about to touch. When the defect lives in something shared, the guard belongs in the shared place: it is the smaller diff AND the fix that covers the sibling paths the ticket never mentioned. Patching only the reported path repairs the report, not the bug.
  7. Map the invariants a change must not break. The output of grounding is a map: the touchpoints, the current behavior (quoted), and those invariants. Tests named after old bugs, guards with explanatory comments, and constants encoding hard-won thresholds mark earlier incidents.

Limits of grounding

  • Not reading everything: map what the change touches plus one ring around it, at the depth the risk demands.
  • Not a substitute for asking: when the code cannot answer an intent question (why is this threshold 7?), the history or the owner can. An unanswerable question becomes a named assumption, never a silent one.
  • Not re-grounding what this session already established: ground once, cite it after.

Common mistakes

  • Theorizing from the framework's documentation about what the project's code does. The project forked, wrapped, or misused the framework; the tree tells you which.
  • Grounding the happy path only. The invariants live in the error paths and the edge-case guards.
  • Trusting a prior session's summary of the code over the code. Open the files the summary names before building on it.
  • Skipping grounding because the task "looks like" a previous one. The signal that pattern-matches a known case may have a different cause; check that the evidence supports this case.

来源与署名

来源:riekelt/principal-engineer位于plugins/principal-engineer/skills/grounding-before-coding提交e67b7af

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