[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M70FN5JSNKTCTD9A4Z5ERMPE":3,"skill-same:01M70FN5JSNKTCTD9A4Z5ERMPE":69},{"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":39,"linkOnly":40,"markdownContent":41,"markdownBody":42,"frontMatter":43,"refName":47,"commitSha":48,"skillDirectory":49,"forksCount":50,"repositoryHtmlUrl":51,"repositoryHomepageUrl":6,"ownerHtmlUrl":52,"ownerBlogUrl":6,"ownerDescription":53,"updatedAt":54,"install":55,"resources":68},"01M70FN5JSNKTCTD9A4Z5ERMPE","benchmark-optimization-loop",null,"Convert 'make it faster' requests into a bounded measured optimization loop — baseline first, generate one-hypothesis variants, benchmark each against a correctness gate, and promote the fastest safe variant with reproducible commands. Use when asked to speed something up, try many variants, run recursive optimization, benchmark latency\u002Fthroughput\u002Fcost, or pick the best implementation by repeated measured tests.","mdnaimul22\u002Fhuman-skills","mdnaimul22","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F64520358?v=4","01M70FH95MH2H796Q01TYSFZ03","Naimul","01M70FH96798CQR4YHA13F17GA",3,"MIT","https:\u002F\u002Fgithub.com\u002Fmdnaimul22\u002Fhuman-skills\u002Fblob\u002Fmain\u002Fskills\u002Fstorage\u002Faffaan-m_ECC\u002Fbenchmark-optimization-loop\u002FSKILL.md",[],[19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38],"benchmark","Optimization","loop","benchmark optimization loop","write","when","variants","bounded","throughput","make","commands","up","edit","safe","read","pick","Bash","promote","run","generate","2026-11-10 10:12:30",false,"---\nname: benchmark-optimization-loop\ndescription: Convert 'make it faster' requests into a bounded measured optimization loop — baseline first, generate one-hypothesis variants, benchmark each against a correctness gate, and promote the fastest safe variant with reproducible commands. Use when asked to speed something up, try many variants, run recursive optimization, benchmark latency\u002Fthroughput\u002Fcost, or pick the best implementation by repeated measured tests.\nlicense: MIT\nmetadata:\n  origin: ECC\ntools: Read, Write, Edit, Bash, Grep, Glob\n---\n\n# Benchmark Optimization Loop\n\nUse this skill to convert \"make it 20x faster\" or \"try 50 recursive\noptimizations\" into a bounded measured loop that can actually improve a system.\n\n## Required Baseline\n\nDo not optimize until these exist:\n\n- the operation being optimized;\n- the correctness gate that must stay green;\n- the metric: wall time, p95 latency, rows\u002Fsec, cost\u002Frun, memory, error rate;\n- the current baseline;\n- the search budget: max variants, max time, max spend, max data impact.\n\nIf the user asks for an unrealistic target, keep the ambition but make the loop\nbounded and measurable.\n\n## Loop\n\n1. Measure the baseline.\n2. Identify bottlenecks from evidence.\n3. Generate variants that test one hypothesis each.\n4. Run variants with the same input shape.\n5. Reject variants that fail correctness, safety, or reproducibility.\n6. Promote the fastest safe variant.\n7. Codify the winning path in a script, command, test, config, or doc.\n8. Rerun the baseline and winner to confirm the delta.\n\n## Variant Table\n\nTrack variants like this:\n\n```text\nVariant | Hypothesis | Command | Time | Correct? | Notes\nbaseline | current path | npm run job | 120s | yes | stable\nbatch-500 | fewer round trips | npm run job -- --batch 500 | 42s | yes | winner\nparallel-8 | more workers | npm run job -- --workers 8 | 31s | no | rate limited\n```\n\n## Recursive Search\n\nFor recursive or hyperparameter work:\n\n- persist every run to a ledger;\n- compare against the prior accepted winner, not only the previous run;\n- keep a holdout or replay check;\n- stop when improvement is within noise, correctness fails, cost exceeds the\n  budget, or the search starts changing more variables than it can explain.\n\nUse phrases like \"best measured safe variant\" instead of \"global optimum\" unless\nthe search space was actually exhaustive.\n\n## Promotion Gate\n\nA variant cannot become the new default until:\n\n- correctness tests pass;\n- the performance delta is repeated or explained;\n- rollback is obvious;\n- the change is encoded in source control or a durable runbook;\n- the final summary includes exact commands and measurements.\n","# Benchmark Optimization Loop\n\nUse this skill to convert \"make it 20x faster\" or \"try 50 recursive\noptimizations\" into a bounded measured loop that can actually improve a system.\n\n## Required Baseline\n\nDo not optimize until these exist:\n\n- the operation being optimized;\n- the correctness gate that must stay green;\n- the metric: wall time, p95 latency, rows\u002Fsec, cost\u002Frun, memory, error rate;\n- the current baseline;\n- the search budget: max variants, max time, max spend, max data impact.\n\nIf the user asks for an unrealistic target, keep the ambition but make the loop\nbounded and measurable.\n\n## Loop\n\n1. Measure the baseline.\n2. Identify bottlenecks from evidence.\n3. Generate variants that test one hypothesis each.\n4. Run variants with the same input shape.\n5. Reject variants that fail correctness, safety, or reproducibility.\n6. Promote the fastest safe variant.\n7. Codify the winning path in a script, command, test, config, or doc.\n8. Rerun the baseline and winner to confirm the delta.\n\n## Variant Table\n\nTrack variants like this:\n\n```text\nVariant | Hypothesis | Command | Time | Correct? | Notes\nbaseline | current path | npm run job | 120s | yes | stable\nbatch-500 | fewer round trips | npm run job -- --batch 500 | 42s | yes | winner\nparallel-8 | more workers | npm run job -- --workers 8 | 31s | no | rate limited\n```\n\n## Recursive Search\n\nFor recursive or hyperparameter work:\n\n- persist every run to a ledger;\n- compare against the prior accepted winner, not only the previous run;\n- keep a holdout or replay check;\n- stop when improvement is within noise, correctness fails, cost exceeds the\n  budget, or the search starts changing more variables than it can explain.\n\nUse phrases like \"best measured safe variant\" instead of \"global optimum\" unless\nthe search space was actually exhaustive.\n\n## Promotion Gate\n\nA variant cannot become the new default until:\n\n- correctness tests pass;\n- the performance delta is repeated or explained;\n- rollback is obvious;\n- the change is encoded in source control or a durable runbook;\n- the final summary includes exact commands and measurements.\n",{"name":5,"tools":44,"license":15,"metadata":45,"description":7},"Read, Write, Edit, Bash, Grep, Glob",{"origin":46},"ECC","main","74715deacdc69119d739f38916f8ee4f0f979ebf","skills\u002Fstorage\u002Faffaan-m_ECC\u002Fbenchmark-optimization-loop",0,"https:\u002F\u002Fgithub.com\u002Fmdnaimul22\u002Fhuman-skills","https:\u002F\u002Fgithub.com\u002Fmdnaimul22","AI Agents Workflows Automation | Specializing in Python, FastAPI, MCP Agents & Custom ERP.","2026-11-11 21:16:57",{"source":8,"skillName":5,"commands":56,"prompt":66,"zipAvailable":67},[57,60,63],{"tool":58,"command":59},"npx","npx skills add mdnaimul22\u002Fhuman-skills --skill benchmark-optimization-loop",{"tool":61,"command":62},"bunx","bunx skills add mdnaimul22\u002Fhuman-skills --skill benchmark-optimization-loop",{"tool":64,"command":65},"pnpm","pnpm dlx skills add mdnaimul22\u002Fhuman-skills --skill benchmark-optimization-loop","安装技能，技能地址：https:\u002F\u002Fgithub.com\u002Fmdnaimul22\u002Fhuman-skills\u002Fblob\u002Fmain\u002Fskills\u002Fstorage\u002Faffaan-m_ECC\u002Fbenchmark-optimization-loop\u002FSKILL.md",true,[],[70,78,109,131,149,164],{"skillNo":71,"name":72,"nameZh":6,"description":73,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":74,"categories":75,"keywords":76,"publishedAt":77},"01M72JT3YP1SQHD0MANGDXQ4RT","higgsfield-websites","Build, edit, and deploy full-stack websites, apps and games via the Higgsfield CLI (`higgsfield website …`). Each is a React 19 + TanStack Start SSR app in one Cloudflare Worker (D1\u002FR2\u002FKV\u002FDO\u002FContainers). THREE product types, picked via `--type` on create: `website` (standalone, no Higgsfield integration — references\u002Fwebsite-flow.md), `app` (Sign in with Higgsfield + fnf SDK, Quanta — references\u002Fapp-flow.md), `game` (realtime multiplayer rooms — references\u002Fgame-flow.md). Routes to the right flow; each carries its own rules and deploy\u002Fpublish gates.\nUse when: \"build me a website\", \"make a landing page\", \"create a web app\", \"build a SaaS dashboard \u002F portfolio\", \"make me a game\", \"deploy this site\", \"publish\". Also owns GAME ART: \"make a spritesheet\", \"tileable texture\", \"animate a 3D character\", game music\u002FSFX — see the game-* references.\nNOT for: single image\u002Fvideo\u002Faudio generation (higgsfield-generate), product photos (higgsfield-product-photoshoot), marketplace cards (higgsfield-marketplace-cards).","https:\u002F\u002Fgithub.com\u002Fmdnaimul22\u002Fhuman-skills\u002Fblob\u002Fmain\u002Fskills\u002Fstorage\u002Fhiggsfield-ai_skills\u002Fhiggsfield-websites\u002FSKILL.md",[],[],"2026-11-10 22:39:42",{"skillNo":79,"name":80,"nameZh":6,"description":81,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":82,"categories":83,"keywords":100,"publishedAt":39},"01M70JPK8HAXXA85P7Q8NKZZYG","writing-skills","Use when creating new skills, editing existing skills, or verifying skills work before deployment","https:\u002F\u002Fgithub.com\u002Fmdnaimul22\u002Fhuman-skills\u002Fblob\u002Fmain\u002Fskills\u002Fstorage\u002Fobra_superpowers\u002Fwriting-skills\u002FSKILL.md",[84,89,94,97],{"categoryNo":85,"categoryName":86,"taxonomyType":87,"taxonomyTypeDesc":88},"01JBSEEDCAT000000000000018","写作与文案","SCENARIO","使用场景",{"categoryNo":90,"categoryName":91,"taxonomyType":92,"taxonomyTypeDesc":93},"01JBSEEDCAT000000000000036","内容创作者","PROFESSION","适用职业",{"categoryNo":95,"categoryName":96,"taxonomyType":87,"taxonomyTypeDesc":88},"01JBSEEDCAT000000000000023","Skill与智能体开发",{"categoryNo":98,"categoryName":99,"taxonomyType":87,"taxonomyTypeDesc":88},"01JBSEEDCAT000000000000008","测试与质量",[101,102,103,104,105,106,107,24,108],"writing","writing skills","editing","deployment","use","Existing","new","work",{"skillNo":110,"name":111,"nameZh":6,"description":112,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":113,"categories":114,"keywords":120,"publishedAt":39},"01M70JP4PHBH1CQVVDWZ94W159","writing-plans","Use when you have a spec or requirements for a multi-step task, before touching code","https:\u002F\u002Fgithub.com\u002Fmdnaimul22\u002Fhuman-skills\u002Fblob\u002Fmain\u002Fskills\u002Fstorage\u002Fobra_superpowers\u002Fwriting-plans\u002FSKILL.md",[115,116,117],{"categoryNo":85,"categoryName":86,"taxonomyType":87,"taxonomyTypeDesc":88},{"categoryNo":90,"categoryName":91,"taxonomyType":92,"taxonomyTypeDesc":93},{"categoryNo":118,"categoryName":119,"taxonomyType":92,"taxonomyTypeDesc":93},"01JBSEEDCAT000000000000030","开发工程师",[101,121,122,123,24,124,125,105,126,127,128,129,130],"writing plans","plans","you","code","for","requirements","task","multi","spec","multi-step task",{"skillNo":132,"name":133,"nameZh":6,"description":134,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":135,"categories":136,"keywords":137,"publishedAt":39},"01M70JNTYVGXFZT8PASZ844TH8","verification-before-completion","Use when about to claim work is complete, fixed, or passing, before committing or creating PRs - requires running verification commands and confirming output before making any success claims; evidence before assertions always","https:\u002F\u002Fgithub.com\u002Fmdnaimul22\u002Fhuman-skills\u002Fblob\u002Fmain\u002Fskills\u002Fstorage\u002Fobra_superpowers\u002Fverification-before-completion\u002FSKILL.md",[],[138,139,140,141,142,143,105,144,145,146,24,147,108,29,148],"verification","verification before completion","complete","about","output","assertions","prs","evidence","claim","claims","running",{"skillNo":150,"name":151,"nameZh":6,"description":152,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":153,"categories":154,"keywords":156,"publishedAt":39},"01M70JNGVSQDESWN0Q5BPJ875V","using-superpowers","Use when starting any conversation - establishes how to find and use skills, requiring skill invocation before ANY response including clarifying questions","https:\u002F\u002Fgithub.com\u002Fmdnaimul22\u002Fhuman-skills\u002Fblob\u002Fmain\u002Fskills\u002Fstorage\u002Fobra_superpowers\u002Fusing-superpowers\u002FSKILL.md",[155],{"categoryNo":95,"categoryName":96,"taxonomyType":87,"taxonomyTypeDesc":88},[157,158,159,160,105,24,161,162,163],"using superpowers","superpowers","conversation","how to","how","find","questions",{"skillNo":165,"name":166,"nameZh":6,"description":167,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":168,"categories":169,"keywords":170,"publishedAt":39},"01M70JN57CE588NPYPYTWH1DWG","using-git-worktrees","Use when starting feature work that needs isolation from current workspace or before executing implementation plans - ensures an isolated workspace exists via native tools or git worktree fallback","https:\u002F\u002Fgithub.com\u002Fmdnaimul22\u002Fhuman-skills\u002Fblob\u002Fmain\u002Fskills\u002Fstorage\u002Fobra_superpowers\u002Fusing-git-worktrees\u002FSKILL.md",[],[171,172,173,174,175,176,24,108,177,178,179,180,181,182,183,122,105,184,185],"using git worktrees","Using git","git","worktrees","git worktrees","implementation","git worktree","worktree","native","Tools","isolation","fallback","feature","via","workspace"]