跳到正文
cccskills
免费在 GitHub 公开

principle-minimize-reader-load

Apply when reviewing or shaping code that's hard to trace. Count layers between question and answer, and hidden state in the reader's head; collapse one-caller wrappers and shrink mutable scope.

中文简介正在准备中。当前显示原文说明。

neohaskell/NeoHaskell星标 348(GitHub 348 + cccskills 0)

实测评分 未实测

查看安装方法

包含的文件(2)

  • SKILL.md2.4 KB
  • agents/openai.yaml43 B

SKILL.md(原文)

安装前可以查看交给 AI 代理的指令内容。

Minimize Reader Load

Maintainability is the work a reader must do to understand code. Track two axes: layers to trace (indirections between the question and the answer) and state to hold (hidden or mutable context the reader must keep in their head). LOC, cyclomatic complexity, and "clean architecture" are proxies. Reader load is the thing that matters. The two axes are independent. A flat file with 50 globals can be as hard to reason about as a 6-layer adapter stack. Guard both. This is the human analog of Guard the Context Window. Working memory is finite for readers too.

  • Collapse layers that cost more than they save. One caller, one implementation, or direct delegation alone does not establish that a layer is redundant. Check whether a framework facade, type boundary, or class adapter gives callers a useful contract before inlining it. Remove speculative indirection that adds no such value.
  • Make adjacent layers change the abstraction. A layer that repeats the same methods and arguments adds reader load without compression. Collapse pass-through layers.
  • Demand interface compression. A broad interface that hides little complexity makes readers learn both the surface and the implementation. Prefer boundaries that hide meaningful decisions.
  • Shrink state scope: prefer pure functions (returns over mutations), locals over fields, fields over module state, and module state over globals. Derive instead of sync.
  • Name the invariant at the boundary, not in every consumer, so the reader learns it once.
  • Remove unnecessary noise. Keep a declaration, annotation, derived capability or option only when an actual contract or operation needs it. Inspect owning framework constraints and real uses before deleting it. Automatically supplied capabilities and hypothetical future uses do not justify explicit boilerplate.
  • Before adding a layer or a piece of state, ask: does it reduce reader load elsewhere by at least as much?

The test: can a new reader answer "where does X come from?" and "what can change X?" in under 30 seconds? If not, cut layers or cut state.

评价

还没有评价。欢迎分享你的使用感受。

评论

无需登录即可发表。欢迎分享使用感受、提问,或说明在哪些环境下无法运行。

还没有评论。来写第一条吧。

提交后会立即公开。请勿填写邮箱、电话等个人信息。URL 最多 2 个。

0 / 1000 字

此表单受 reCAPTCHA 保护,适用 Google 的隐私权政策和服务条款。

同一仓库的技能

Write or review the published NeoHaskell agent guide for generated applications. Use for docs/agent changes and consumer-facing framework changes that may make the guide stale.

中文简介正在准备中。当前显示原文说明。

neohaskell/NeoHaskell3482026年10月27日 更新

architect

免费

Sketch types, signatures, and module structure before code, then stay in the loop while implementation fills in. Use for /architect, 'architect this', 'design this', or non-trivial work where jumping to code would lock in the wrong shape.

中文简介正在准备中。当前显示原文说明。

neohaskell/NeoHaskell3482026年10月27日 更新

arena

免费

Spawn N parallel candidates at the same task, pick a base, graft the strongest parts of the losers into it. Use for /arena, 'arena this', 'throw it in the arena', or when one attempt at a non-trivial artifact would lock in the wrong shape.

中文简介正在准备中。当前显示原文说明。

neohaskell/NeoHaskell3482026年10月27日 更新

babysit

免费

Inspect or supervise a PR or stack through review and CI to merge-ready, using current GitHub evidence and the requested mode.

中文简介正在准备中。当前显示原文说明。

neohaskell/NeoHaskell3482026年10月27日 更新

Vet a perf measurement (limiter, tuning, limits, errors, repeatability, relevance, and whether the work happened) before you report or act on it. Use when you benchmark or report a measured speedup or regression, including complete framework flows and compilation of projects that consume the framework.

中文简介正在准备中。当前显示原文说明。

neohaskell/NeoHaskell3482026年10月27日 更新

bro

免费

Restate the last message in plain human language, with no jargon.

中文简介正在准备中。当前显示原文说明。

neohaskell/NeoHaskell3482026年10月27日 更新

查看 neohaskell 的全部技能

报告此技能的问题