[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M71P2XZAVF621T4ST7TS35JM":3,"skill-same:01M71P2XZAVF621T4ST7TS35JM":56},{"skillNo":4,"name":5,"nameZh":6,"description":7,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":16,"categories":17,"keywords":18,"publishedAt":28,"linkOnly":29,"markdownContent":30,"markdownBody":31,"frontMatter":32,"refName":33,"commitSha":34,"skillDirectory":35,"forksCount":36,"repositoryHtmlUrl":37,"repositoryHomepageUrl":6,"ownerHtmlUrl":38,"ownerBlogUrl":39,"ownerDescription":40,"updatedAt":41,"install":42,"resources":55},"01M71P2XZAVF621T4ST7TS35JM","principle-minimize-reader-load",null,"Apply when reviewing or shaping code that's hard to trace.","drsh4dow\u002Fpi-setup","drsh4dow","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F45247070?v=4","01M71P068NASGHSWS11VWW416N","Daniel Moretti","01M71P0698BH81N65NP04X9NVN",10,"MIT","https:\u002F\u002Fgithub.com\u002Fdrsh4dow\u002Fpi-setup\u002Fblob\u002Fmain\u002Fagent\u002Fskills\u002Fprinciple-minimize-reader-load\u002FSKILL.md",[],[19,20,21,22,23,24,25,26,27],"reader","load","principle minimize reader load","shaping","false","when","trace","apply","code","2026-11-10 10:56:23",false,"---\nname: principle-minimize-reader-load\ndescription: \"Apply when reviewing or shaping code that's hard to trace.\"\ndisable-model-invocation: false\nuser-invokable: false\n---\n\n# Minimize Reader Load\n\nMaintainability 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 the `\u003Ccontext>` section of the system prompt. Working memory is finite for readers too.\n\n- **Collapse layers** that cost more than they save: wrappers with one caller, adapters with no second implementation, speculative indirection that was never needed. Inline them.\n- **Make adjacent layers change the abstraction.** A layer that repeats the same methods and arguments adds reader load without compression. Collapse pass-through layers.\n- **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.\n- **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.\n- **Name the invariant at the boundary,** not in every consumer, so the reader learns it once.\n- Before adding a layer or a piece of state, ask: does it reduce reader load elsewhere by at least as much?\n\n**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.\n","# Minimize Reader Load\n\nMaintainability 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 the `\u003Ccontext>` section of the system prompt. Working memory is finite for readers too.\n\n- **Collapse layers** that cost more than they save: wrappers with one caller, adapters with no second implementation, speculative indirection that was never needed. Inline them.\n- **Make adjacent layers change the abstraction.** A layer that repeats the same methods and arguments adds reader load without compression. Collapse pass-through layers.\n- **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.\n- **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.\n- **Name the invariant at the boundary,** not in every consumer, so the reader learns it once.\n- Before adding a layer or a piece of state, ask: does it reduce reader load elsewhere by at least as much?\n\n**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.\n",{"name":5,"description":7,"user-invokable":29,"disable-model-invocation":29},"main","f7936596c1ba2e1472dadccc3f111b9d517fa96c","agent\u002Fskills\u002Fprinciple-minimize-reader-load",2,"https:\u002F\u002Fgithub.com\u002Fdrsh4dow\u002Fpi-setup","https:\u002F\u002Fgithub.com\u002Fdrsh4dow","https:\u002F\u002Fdanielmoretti.com\u002F","Toss A Coin To Your Witcher :pirate_flag: ","2026-11-03 22:13:53",{"source":8,"skillName":5,"commands":43,"prompt":53,"zipAvailable":54},[44,47,50],{"tool":45,"command":46},"npx","npx skills add drsh4dow\u002Fpi-setup --skill principle-minimize-reader-load",{"tool":48,"command":49},"bunx","bunx skills add drsh4dow\u002Fpi-setup --skill principle-minimize-reader-load",{"tool":51,"command":52},"pnpm","pnpm dlx skills add drsh4dow\u002Fpi-setup --skill principle-minimize-reader-load","安装技能，技能地址：https:\u002F\u002Fgithub.com\u002Fdrsh4dow\u002Fpi-setup\u002Fblob\u002Fmain\u002Fagent\u002Fskills\u002Fprinciple-minimize-reader-load\u002FSKILL.md",true,[],[57,79,110,127,148,159],{"skillNo":58,"name":59,"nameZh":6,"description":60,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":61,"categories":62,"keywords":63,"publishedAt":28},"01M71P4GPJMBK21BTZBKY9T8EE","changelog","Write the changelog entry for a pull request. Use when a PR changes behavior that users, operators, or integrators can notice.","https:\u002F\u002Fgithub.com\u002Fdrsh4dow\u002Fpi-setup\u002Fblob\u002Fmain\u002Fevals\u002Fharness-lessons\u002Ffixtures\u002Fchangelog-skill\u002FSKILL.md",[],[59,64,65,66,67,68,69,70,71,72,73,74,75,76,24,77,78],"users","pull","notice","changes","operators","pr","pull request","for","request","behavior","entry","write","use","can","changelog entry",{"skillNo":80,"name":81,"nameZh":6,"description":82,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":83,"categories":84,"keywords":95,"publishedAt":28},"01M71P4E9AZM56JBY227P2G1SC","writing-good-tickets","Write, file, or update an issue or ticket that an agent or a developer can take to one PR. Use when filing a bug or feature, updating an issue, or breaking a plan into tickets.","https:\u002F\u002Fgithub.com\u002Fdrsh4dow\u002Fpi-setup\u002Fblob\u002Fmain\u002Fagent\u002Fskills\u002Fwriting-good-tickets\u002FSKILL.md",[85,90],{"categoryNo":86,"categoryName":87,"taxonomyType":88,"taxonomyTypeDesc":89},"01JBSEEDCAT000000000000018","写作与文案","SCENARIO","使用场景",{"categoryNo":91,"categoryName":92,"taxonomyType":93,"taxonomyTypeDesc":94},"01JBSEEDCAT000000000000036","内容创作者","PROFESSION","适用职业",[96,97,98,99,69,100,101,102,76,23,24,103,104,77,105,106,75,107,108,109],"good","writing","tickets","writing good tickets","feature","filing","ticket","file","one","plan","update","bug","take","issue",{"skillNo":111,"name":112,"nameZh":6,"description":113,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":114,"categories":115,"keywords":118,"publishedAt":28},"01M71P4C0B0DXTRRSG9RA6Y687","writing-good-prs","Write or update a pull request title and body that a reviewer can trust and own. Use when opening a PR or editing its description.","https:\u002F\u002Fgithub.com\u002Fdrsh4dow\u002Fpi-setup\u002Fblob\u002Fmain\u002Fagent\u002Fskills\u002Fwriting-good-prs\u002FSKILL.md",[116,117],{"categoryNo":86,"categoryName":87,"taxonomyType":88,"taxonomyTypeDesc":89},{"categoryNo":91,"categoryName":92,"taxonomyType":93,"taxonomyTypeDesc":94},[96,119,97,120,65,121,69,122,76,23,24,77,123,124,70,72,106,75,125,126],"prs","writing good prs","trust","editing","reviewer","title","opening a pr","body",{"skillNo":128,"name":129,"nameZh":6,"description":130,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":131,"categories":132,"keywords":135,"publishedAt":28},"01M71P49D1AG2MR6AYNPMMT34Z","writing-good-commits","Write or reword a git commit message and size the commit it describes. Use when committing, or when reshaping commits during a rebase.","https:\u002F\u002Fgithub.com\u002Fdrsh4dow\u002Fpi-setup\u002Fblob\u002Fmain\u002Fagent\u002Fskills\u002Fwriting-good-commits\u002FSKILL.md",[133,134],{"categoryNo":86,"categoryName":87,"taxonomyType":88,"taxonomyTypeDesc":89},{"categoryNo":91,"categoryName":92,"taxonomyType":93,"taxonomyTypeDesc":94},[136,96,97,137,138,139,75,140,141,142,76,23,143,144,24,145,146,147],"commits","writing good commits","message","size","git commit message","git","git commit","rebase","commit message","committing","commit","it",{"skillNo":149,"name":150,"nameZh":6,"description":151,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":152,"categories":153,"keywords":156,"publishedAt":28},"01M71P480BDE55JMPVVEBCFS7P","writing-for-agents","Writing documents for agents. Use when creating or editing skills, or modifying AGENTS.md or CLAUDE.md.","https:\u002F\u002Fgithub.com\u002Fdrsh4dow\u002Fpi-setup\u002Fblob\u002Fmain\u002Fagent\u002Fskills\u002Fwriting-for-agents\u002FSKILL.md",[154,155],{"categoryNo":86,"categoryName":87,"taxonomyType":88,"taxonomyTypeDesc":89},{"categoryNo":91,"categoryName":92,"taxonomyType":93,"taxonomyTypeDesc":94},[157,71,97,122,76,23,158,24],"writing for agents","documents",{"skillNo":160,"name":161,"nameZh":6,"description":162,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":163,"categories":164,"keywords":165,"publishedAt":28},"01M71P45SNCD7DDSA6FRVCPA17","wizard","Generate an interactive bash wizard that walks a human through steps only they can perform. Use when provisioning infrastructure, setting up credentials or CI secrets, walking an unfamiliar third-party dashboard, or running a one-off migration or cutover. Don't invoke this for steps the agent can perform itself.","https:\u002F\u002Fgithub.com\u002Fdrsh4dow\u002Fpi-setup\u002Fblob\u002Fmain\u002Fagent\u002Fskills\u002Fwizard\u002FSKILL.md",[],[161,166,167,71,168,169,170,171,76,172,23,24,173,104,174,77,175,176,177,178],"running","setting","up","ci","provisioning infrastructure","only","invoke","Bash","interactive","credentials","dashboard","generate","human"]