[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M7196CEYBT7H7JNN3F84JCDD":3,"skill-same:01M7196CEYBT7H7JNN3F84JCDD":50},{"skillNo":4,"name":5,"nameZh":6,"description":6,"descriptionZh":6,"repositoryFullName":7,"ownerLogin":8,"ownerAvatarUrl":9,"ownerAccountNo":10,"ownerDisplayName":8,"repositoryNo":11,"starsCount":12,"licenseSpdxId":13,"licenseFileUrl":6,"sourceHtmlUrl":14,"categories":15,"keywords":16,"publishedAt":22,"linkOnly":23,"markdownContent":24,"markdownBody":25,"frontMatter":26,"refName":28,"commitSha":29,"skillDirectory":30,"forksCount":31,"repositoryHtmlUrl":32,"repositoryHomepageUrl":33,"ownerHtmlUrl":34,"ownerBlogUrl":6,"ownerDescription":6,"updatedAt":35,"install":36,"resources":49},"01M7196CEYBT7H7JNN3F84JCDD","frontier-select-merge",null,"openplaybooks-dev\u002Fconverge","openplaybooks-dev","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F270560357?v=4","01M7191G17AHW5SXN63HJ0BEZV","01M7191G29922BDNWN8CFVG4PD",3,"MIT","https:\u002F\u002Fgithub.com\u002Fopenplaybooks-dev\u002Fconverge\u002Fblob\u002Fmain\u002Fexamples\u002Ffrontier-research\u002F.converge\u002Fplaybooks\u002Fskills\u002Ffrontier-select-merge\u002FSKILL.md",[],[17,18,19,20,21],"merge","select","frontier","frontier select merge","selection","2026-11-10 10:12:30",false,"---\nid: frontier-select-merge\ntitle: Selection & Merge\n---\n\n# Selection & Merge\n\nSelect top-K beams and merge their insights into accumulated knowledge.\n\n## Process\n\n1. Read scored beams ranked by composite score\n2. Select top-K beams as \"winners\"\n3. Merge insights from selected beams:\n   - Deduplicate claims that express the same insight differently\n   - Resolve contradictions between beams (prefer higher-evidence claims)\n   - Identify cross-beam patterns — insights independently confirmed by multiple beams\n4. Record dead ends from eliminated beams to prevent re-exploration\n5. Compute insight delta:\n   - Count genuinely new unique insights this epoch\n   - Compare to total accumulated insights\n   - `insightDelta = newUniqueInsights \u002F totalAccumulatedInsights`\n\n## Insight Delta Interpretation\n\n- `> 0.5` — highly productive epoch, major new territory explored\n- `0.2 - 0.5` — productive epoch, meaningful new insights\n- `0.1 - 0.2` — diminishing returns, approaching convergence\n- `\u003C 0.1` — very little new, likely converged\n\n## Outputs\n\n- `selection.json` — selected beams, eliminated beams, merged knowledge, insight delta\n\n## Quality Criteria\n\n- Exactly K beams selected (matching selectionWidth input)\n- Selection is strictly by composite score ranking\n- Insight deduplication is genuine (not just string matching — semantic dedup)\n- Dead ends from eliminated beams are preserved\n- Insight delta computation is traceable (show the counts)\n","# Selection & Merge\n\nSelect top-K beams and merge their insights into accumulated knowledge.\n\n## Process\n\n1. Read scored beams ranked by composite score\n2. Select top-K beams as \"winners\"\n3. Merge insights from selected beams:\n   - Deduplicate claims that express the same insight differently\n   - Resolve contradictions between beams (prefer higher-evidence claims)\n   - Identify cross-beam patterns — insights independently confirmed by multiple beams\n4. Record dead ends from eliminated beams to prevent re-exploration\n5. Compute insight delta:\n   - Count genuinely new unique insights this epoch\n   - Compare to total accumulated insights\n   - `insightDelta = newUniqueInsights \u002F totalAccumulatedInsights`\n\n## Insight Delta Interpretation\n\n- `> 0.5` — highly productive epoch, major new territory explored\n- `0.2 - 0.5` — productive epoch, meaningful new insights\n- `0.1 - 0.2` — diminishing returns, approaching convergence\n- `\u003C 0.1` — very little new, likely converged\n\n## Outputs\n\n- `selection.json` — selected beams, eliminated beams, merged knowledge, insight delta\n\n## Quality Criteria\n\n- Exactly K beams selected (matching selectionWidth input)\n- Selection is strictly by composite score ranking\n- Insight deduplication is genuine (not just string matching — semantic dedup)\n- Dead ends from eliminated beams are preserved\n- Insight delta computation is traceable (show the counts)\n",{"id":5,"title":27},"Selection & Merge","main","7d618d8bc059f1a0974706d1d15ec25f73cf1e1d","examples\u002Ffrontier-research\u002F.converge\u002Fplaybooks\u002Fskills\u002Ffrontier-select-merge",1,"https:\u002F\u002Fgithub.com\u002Fopenplaybooks-dev\u002Fconverge","https:\u002F\u002Fplaybooks.to","https:\u002F\u002Fgithub.com\u002Fopenplaybooks-dev","2026-06-13 10:11:21",{"source":7,"skillName":5,"commands":37,"prompt":47,"zipAvailable":48},[38,41,44],{"tool":39,"command":40},"npx","npx skills add openplaybooks-dev\u002Fconverge --skill frontier-select-merge",{"tool":42,"command":43},"bunx","bunx skills add openplaybooks-dev\u002Fconverge --skill frontier-select-merge",{"tool":45,"command":46},"pnpm","pnpm dlx skills add openplaybooks-dev\u002Fconverge --skill frontier-select-merge","安装技能，技能地址：https:\u002F\u002Fgithub.com\u002Fopenplaybooks-dev\u002Fconverge\u002Fblob\u002Fmain\u002Fexamples\u002Ffrontier-research\u002F.converge\u002Fplaybooks\u002Fskills\u002Ffrontier-select-merge\u002FSKILL.md",true,[],[51,79,88,110,135,162],{"skillNo":52,"name":53,"nameZh":6,"description":54,"descriptionZh":6,"repositoryFullName":7,"ownerLogin":8,"ownerAvatarUrl":9,"ownerAccountNo":10,"ownerDisplayName":8,"repositoryNo":11,"starsCount":12,"licenseSpdxId":13,"licenseFileUrl":6,"sourceHtmlUrl":55,"categories":56,"keywords":62,"publishedAt":22},"01M71989MQF3GPZ7P5TX6S93PD","hello-checker","Use this skill when asked to \"verify\", \"check\", or \"validate\" a file's existence and content. It provides a reliable workflow for confirming files meet their spec.","https:\u002F\u002Fgithub.com\u002Fopenplaybooks-dev\u002Fconverge\u002Fblob\u002Fmain\u002Ftests\u002Ftest-codex-real\u002F.converge\u002Fskills\u002Fhello-checker\u002FSKILL.md",[57],{"categoryNo":58,"categoryName":59,"taxonomyType":60,"taxonomyTypeDesc":61},"01JBSEEDCAT000000000000023","Skill与智能体开发","SCENARIO","使用场景",[63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78],"checker","hello checker","hello","it","use","content","validate","spec","verify","check","file","workflow","when","Meet","files","for",{"skillNo":80,"name":81,"nameZh":6,"description":6,"descriptionZh":6,"repositoryFullName":7,"ownerLogin":8,"ownerAvatarUrl":9,"ownerAccountNo":10,"ownerDisplayName":8,"repositoryNo":11,"starsCount":12,"licenseSpdxId":13,"licenseFileUrl":6,"sourceHtmlUrl":82,"categories":83,"keywords":85,"publishedAt":22},"01M7198823W79B3S15TPV97TCB","ask-skill","https:\u002F\u002Fgithub.com\u002Fopenplaybooks-dev\u002Fconverge\u002Fblob\u002Fmain\u002Ftests\u002Ftest-ask-autonomous\u002F.converge\u002Fplaybooks\u002Fdefault\u002Fskills\u002Fask-skill\u002FSKILL.md",[84],{"categoryNo":58,"categoryName":59,"taxonomyType":60,"taxonomyTypeDesc":61},[86,87],"ask skill","ask",{"skillNo":89,"name":90,"nameZh":6,"description":91,"descriptionZh":6,"repositoryFullName":7,"ownerLogin":8,"ownerAvatarUrl":9,"ownerAccountNo":10,"ownerDisplayName":8,"repositoryNo":11,"starsCount":12,"licenseSpdxId":13,"licenseFileUrl":6,"sourceHtmlUrl":92,"categories":93,"keywords":98,"publishedAt":22},"01M71986EJ6VCM8YKGEM2YEDQV","html-review-artifact","Framework-wide guidance for crafting polished human-review artifacts as markdown or HTML","https:\u002F\u002Fgithub.com\u002Fopenplaybooks-dev\u002Fconverge\u002Fblob\u002Fmain\u002Fskills\u002Fhtml-review-artifact\u002FSKILL.md",[94,97],{"categoryNo":95,"categoryName":96,"taxonomyType":60,"taxonomyTypeDesc":61},"01JBSEEDCAT000000000000009","前端开发",{"categoryNo":58,"categoryName":59,"taxonomyType":60,"taxonomyTypeDesc":61},[99,100,101,102,103,78,104,105,106,107,108,109],"html","artifact","review","html review artifact","as","framework","wide","guidance","markdown","human","artifacts",{"skillNo":111,"name":112,"nameZh":6,"description":113,"descriptionZh":6,"repositoryFullName":7,"ownerLogin":8,"ownerAvatarUrl":9,"ownerAccountNo":10,"ownerDisplayName":8,"repositoryNo":11,"starsCount":12,"licenseSpdxId":13,"licenseFileUrl":6,"sourceHtmlUrl":114,"categories":115,"keywords":117,"publishedAt":22},"01M719833M2XWXG1VPBW30GW7J","converge-planning","Design a Converge playbook end-to-end. Use when the user says \"plan a project\", \"design a playbook\", \"decompose into tasks\", \"scaffold a Converge workflow\", \"onboard to Converge\", or asks how to write TASK.md \u002F playbook.yml. Two entry points: plan a new playbook or update an existing one. Hand off to `\u002Fconverge-control` after producing the playbook structure.","https:\u002F\u002Fgithub.com\u002Fopenplaybooks-dev\u002Fconverge\u002Fblob\u002Fmain\u002Fskills\u002Fconverge-planning\u002FSKILL.md",[116],{"categoryNo":58,"categoryName":59,"taxonomyType":60,"taxonomyTypeDesc":61},[118,119,120,121,74,122,67,123,124,125,126,127,128,129,130,131,132,133,134,75],"converge","converge planning","planning","structure","tasks","decompose","hand","write","plan","how","update","playbook","new","design","how to","end","project",{"skillNo":136,"name":137,"nameZh":6,"description":138,"descriptionZh":6,"repositoryFullName":7,"ownerLogin":8,"ownerAvatarUrl":9,"ownerAccountNo":10,"ownerDisplayName":8,"repositoryNo":11,"starsCount":12,"licenseSpdxId":13,"licenseFileUrl":6,"sourceHtmlUrl":139,"categories":140,"keywords":147,"publishedAt":22},"01M7197XZT1T9GDYAJGVGX1J60","converge-control","Operate a Converge playbook end-to-end — start runs, monitor progress, narrow failures with `--select`, inspect runtime state, validate definitions, surgically reset subtrees, and stop stuck or orphaned runs. Use this skill whenever the user says \"run my playbook\", \"execute this\", \"monitor the run\", \"converge failed\", \"the run is stuck\", \"retry failures\", \"babysit this playbook\", \"what's the status?\", \"show me the gantt\", or asks how to use `converge run` \u002F `--select` \u002F `inspect` \u002F `doctor` \u002F `clean` \u002F `stop`. Also use it for `HTTP 401` \u002F `Invalid API key` failures on the first task — those are environment-not-playbook problems — and for any post-run cleanup work. Hand off to `converge-planning` if the user wants to design or restructure the playbook itself.","https:\u002F\u002Fgithub.com\u002Fopenplaybooks-dev\u002Fconverge\u002Fblob\u002Fmain\u002Fskills\u002Fconverge-control\u002FSKILL.md",[141,142],{"categoryNo":58,"categoryName":59,"taxonomyType":60,"taxonomyTypeDesc":61},{"categoryNo":143,"categoryName":144,"taxonomyType":145,"taxonomyTypeDesc":146},"01JBSEEDCAT000000000000030","开发工程师","PROFESSION","适用职业",[148,149,118,150,151,152,153,154,155,156,124,157,158,131,132,159,133,160,18,161],"converge control","control","operate","invalid","show","api","me","work","reset","show me","cleanup","clean","inspect","retry",{"skillNo":163,"name":164,"nameZh":6,"description":165,"descriptionZh":6,"repositoryFullName":7,"ownerLogin":8,"ownerAvatarUrl":9,"ownerAccountNo":10,"ownerDisplayName":8,"repositoryNo":11,"starsCount":12,"licenseSpdxId":13,"licenseFileUrl":6,"sourceHtmlUrl":166,"categories":167,"keywords":169,"publishedAt":22},"01M7197SCVN0QTD3CM4M83WYJH","repair-taskts","Fix task.ts definition issues — Seed syntax, missing .build(), empty checks, import errors, TypeScript errors","https:\u002F\u002Fgithub.com\u002Fopenplaybooks-dev\u002Fconverge\u002Fblob\u002Fmain\u002Fpackages\u002Fcore\u002Fsrc\u002Fnavigator\u002Frepair\u002Fskill-templates\u002Frepair-taskts\u002FSKILL.md",[168],{"categoryNo":143,"categoryName":144,"taxonomyType":145,"taxonomyTypeDesc":146},[170,171,172,173,125,174,175,176,177,178,179,180,181,182,183,133,184,118,185,186],"repair taskts","repair","Bash","edit","read","line","at","spawn","code","analysis","number","errors","issues","fix","chain","definition","never"]