[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M71RTZFNXESBE1R6TDPQNVBW":3,"skill-same:01M71RTZFNXESBE1R6TDPQNVBW":58},{"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":30,"linkOnly":31,"markdownContent":32,"markdownBody":33,"frontMatter":34,"refName":35,"commitSha":36,"skillDirectory":37,"forksCount":38,"repositoryHtmlUrl":39,"repositoryHomepageUrl":6,"ownerHtmlUrl":40,"ownerBlogUrl":41,"ownerDescription":42,"updatedAt":43,"install":44,"resources":57},"01M71RTZFNXESBE1R6TDPQNVBW","read-eval",null,"Use when interpreting an ICON PE solver evaluation to update optimizer guidance.","scaling-group\u002Feve","scaling-group","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F181708022?v=4","01M71RTM8RQW6CX3M1934895JA","Scientific Computing and Intelligence Group","01M71RTM99S28ZTFK9BK17R4GC",66,"Apache-2.0","https:\u002F\u002Fgithub.com\u002Fscaling-group\u002Feve\u002Fblob\u002Fmain\u002Fconfigs\u002Feve\u002Foptimizer\u002Ficon\u002Finitial_guidance\u002Fskills\u002Fread-eval\u002FSKILL.md",[],[19,20,21,22,23,24,25,26,27,28,29],"eval","read","read eval","solver","use","icon","when","optimizer","update","Evaluation","guidance","2026-11-10 13:02:02",false,"---\nname: read-eval\ndescription: \"Use when interpreting an ICON PE solver evaluation to update optimizer guidance.\"\n---\n\nUse this skill when a solver eval or historical solver log needs to inform the next optimizer update.\n\n1. Extract `score`, `score_metric`, `score_components`, and `quest_qoi_v_by_demo` from `logs\u002Fevaluate\u002Feval_summary.json` or `score.yaml`.\n2. Read the live target first: higher score means lower `mean_d1_d10`.\n3. Inspect `mean_d1_d4` and the full `d1..d10` curve before declaring a change promising.\n4. Note whether the candidate improved the full example-count curve broadly or only at a single example count such as `d10`.\n5. When writing guidance, separate visible evidence from speculation. Cite the specific solver example and the specific score component you used.\n6. Prefer short, reusable lessons over one-off stories tied to a single lucky run.\n\nPrimary references:\n\n- `guidance\u002Fdocs\u002Fproblem.md`\n- `guidance\u002Fdocs\u002Fdirections.md`\n- `guidance\u002Fdocs\u002Fmutation_surface.md`\n- `guidance\u002Fdocs\u002Fliterature_notes.md`\n","Use this skill when a solver eval or historical solver log needs to inform the next optimizer update.\n\n1. Extract `score`, `score_metric`, `score_components`, and `quest_qoi_v_by_demo` from `logs\u002Fevaluate\u002Feval_summary.json` or `score.yaml`.\n2. Read the live target first: higher score means lower `mean_d1_d10`.\n3. Inspect `mean_d1_d4` and the full `d1..d10` curve before declaring a change promising.\n4. Note whether the candidate improved the full example-count curve broadly or only at a single example count such as `d10`.\n5. When writing guidance, separate visible evidence from speculation. Cite the specific solver example and the specific score component you used.\n6. Prefer short, reusable lessons over one-off stories tied to a single lucky run.\n\nPrimary references:\n\n- `guidance\u002Fdocs\u002Fproblem.md`\n- `guidance\u002Fdocs\u002Fdirections.md`\n- `guidance\u002Fdocs\u002Fmutation_surface.md`\n- `guidance\u002Fdocs\u002Fliterature_notes.md`\n",{"name":5,"description":7},"main","979065fd2cf1b3be9caf70596478fe27df7815ad","configs\u002Feve\u002Foptimizer\u002Ficon\u002Finitial_guidance\u002Fskills\u002Fread-eval",9,"https:\u002F\u002Fgithub.com\u002Fscaling-group\u002Feve","https:\u002F\u002Fgithub.com\u002Fscaling-group","https:\u002F\u002Fscaling-group.github.io\u002F","Department of Mathematics, National University of Singapore","2026-08-20 15:35:50",{"source":8,"skillName":5,"commands":45,"prompt":55,"zipAvailable":56},[46,49,52],{"tool":47,"command":48},"npx","npx skills add scaling-group\u002Feve --skill read-eval",{"tool":50,"command":51},"bunx","bunx skills add scaling-group\u002Feve --skill read-eval",{"tool":53,"command":54},"pnpm","pnpm dlx skills add scaling-group\u002Feve --skill read-eval","安装技能，技能地址：https:\u002F\u002Fgithub.com\u002Fscaling-group\u002Feve\u002Fblob\u002Fmain\u002Fconfigs\u002Feve\u002Foptimizer\u002Ficon\u002Finitial_guidance\u002Fskills\u002Fread-eval\u002FSKILL.md",true,[],[59,83,102,117,135,151],{"skillNo":60,"name":61,"nameZh":6,"description":62,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":63,"categories":64,"keywords":75,"publishedAt":30},"01M71RW4VG8A6FFRGT7H41J16J","writing-skills","Use when creating new skills, editing existing skills, or verifying skills work before deployment","https:\u002F\u002Fgithub.com\u002Fscaling-group\u002Feve\u002Fblob\u002Fmain\u002Fdocs\u002Fskills\u002Fwriting-skills\u002FSKILL.md",[65,70],{"categoryNo":66,"categoryName":67,"taxonomyType":68,"taxonomyTypeDesc":69},"01JBSEEDCAT000000000000018","写作与文案","SCENARIO","使用场景",{"categoryNo":71,"categoryName":72,"taxonomyType":73,"taxonomyTypeDesc":74},"01JBSEEDCAT000000000000036","内容创作者","PROFESSION","适用职业",[76,77,78,79,80,81,23,82,25],"writing","writing skills","work","editing","deployment","new","Existing",{"skillNo":84,"name":85,"nameZh":6,"description":86,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":87,"categories":88,"keywords":92,"publishedAt":30},"01M71RW2PFRVWH24AP25T6AV4E","theorem-search","Use TheoremSearch to find, verify, and cite mathematical theorem statements, named results, proof routes, and literature dependencies.","https:\u002F\u002Fgithub.com\u002Fscaling-group\u002Feve\u002Fblob\u002Fmain\u002Fdocs\u002Fskills\u002Ftheorem-search\u002FSKILL.md",[89],{"categoryNo":90,"categoryName":91,"taxonomyType":68,"taxonomyTypeDesc":69},"01JBSEEDCAT000000000000021","资料检索与研究",[93,94,23,95,96,97,98,99,100,101],"theorem search","search","literature","results","verify","find","dependencies","proof","Mathematical",{"skillNo":103,"name":104,"nameZh":6,"description":105,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":106,"categories":107,"keywords":108,"publishedAt":30},"01M71RW0N0GQR9GW1B3HKBB800","supervise-run","Use when monitoring a running Eve experiment and recovering from problems while it runs","https:\u002F\u002Fgithub.com\u002Fscaling-group\u002Feve\u002Fblob\u002Fmain\u002Fdocs\u002Fskills\u002Fsupervise-run\u002FSKILL.md",[],[109,110,111,112,113,114,115,25,23,116],"supervise run","supervise","run","monitoring","experiment","it","running","eve",{"skillNo":118,"name":119,"nameZh":6,"description":120,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":121,"categories":122,"keywords":123,"publishedAt":30},"01M71RVYA101VVX3CKR2HZHBT3","run-math-proof-quickstart","Use when running a Math Proof quickstart from a user-provided problem: create a local task copy, launch a real EvE attempt, supervise it, and report proof\u002Fevaluation results.","https:\u002F\u002Fgithub.com\u002Fscaling-group\u002Feve\u002Fblob\u002Fmain\u002Fdocs\u002Fskills\u002Frun-math-proof-quickstart\u002FSKILL.md",[],[111,124,125,126,127,100,128,129,115,130,131,116,23,25,132,133,96,110,134,28],"math","run math proof quickstart","quickstart","math proof","copy","launch","problem","local","task","create","report",{"skillNo":136,"name":137,"nameZh":6,"description":138,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":139,"categories":140,"keywords":141,"publishedAt":30},"01M71RVWYKH6TF0WB6X57GMWJ2","run-circle-packing-smoke","Use when a fast end-to-end smoke run is needed for the Eve loop development, will run on circle packing task.","https:\u002F\u002Fgithub.com\u002Fscaling-group\u002Feve\u002Fblob\u002Fmain\u002Fdocs\u002Fskills\u002Frun-circle-packing-smoke\u002FSKILL.md",[],[142,143,111,144,145,25,146,147,148,116,23,149,132,150],"circle","packing","smoke","run circle packing smoke","development","for","end","loop","fast",{"skillNo":152,"name":153,"nameZh":6,"description":154,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":155,"categories":156,"keywords":160,"publishedAt":30},"01M71RVVCE1NEF4ZM405WX815Z","resume-run","Use when continuing an interrupted or paused Eve run from where it stopped (same run, same id), optionally after editing the experiment","https:\u002F\u002Fgithub.com\u002Fscaling-group\u002Feve\u002Fblob\u002Fmain\u002Fdocs\u002Fskills\u002Fresume-run\u002FSKILL.md",[157],{"categoryNo":158,"categoryName":159,"taxonomyType":73,"taxonomyTypeDesc":74},"01JBSEEDCAT000000000000038","人力资源",[161,111,162,79,116,23,25,163,164,113,114],"resume","resume run","id","same"]