[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M6DC8VFTFE5JTKVZP41GBHKY":3,"skill-same:01M6DC8VFTFE5JTKVZP41GBHKY":65},{"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":14,"repositoryHtmlUrl":38,"repositoryHomepageUrl":6,"ownerHtmlUrl":39,"ownerBlogUrl":6,"ownerDescription":6,"updatedAt":40,"install":41,"resources":54},"01M6DC8VFTFE5JTKVZP41GBHKY","fresh-context-verify",null,"Use when a value, address, offset, or assumption has become load-bearing and you have relied on it for many steps without an independent check — especially in long reverse-engineering or autonomous-loop work that keeps hitting inconsistencies. Re-derive the value in a FRESH context that cannot.","Prekzursil\u002Fagent-skills-toolchain","Prekzursil","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F54636077?v=4","01M6DACZ1PCQHD99SCR1YXG28B","Andrei Mihai Visalon","01M6DACZ670WZF535V3WYYSS4Z",0,"MIT","https:\u002F\u002Fgithub.com\u002FPrekzursil\u002Fagent-skills-toolchain\u002Fblob\u002Fmain\u002Fci\u002Fskills-allowlist\u002Ffresh-context-verify\u002FSKILL.md",[],[19,20,21,22,23,24,25,26,27,28,29],"verify","context","fresh","fresh context verify","engineering","reverse-engineering","loop","work","check","autonomous","use","2026-11-10 10:12:30",false,"---\nname: fresh-context-verify\ndescription: \"Use when a value, address, offset, or assumption has become load-bearing and you have relied on it for many steps without an independent check — especially in long reverse-engineering or autonomous-loop work that keeps hitting inconsistencies. Re-derive the value in a FRESH context that cannot.\"\n---\n\n# Fresh-Context Verify\n\nSame-context self-checking (\"am I sure?\") is proven unreliable — a wrong anchor stays wrong because the reasoning that produced it is still in the window (intrinsic self-correction degrades reasoning; Huang et al., ICLR 2024). The only fix is an EXTERNAL oracle: re-derive the value in a clean context that never saw your assumption.\n\n## When to run\n- A periodic FALSIFY-CHECK prompt told you to (you have made many edits on one assumption).\n- You keep hitting inconsistencies \u002F contradictions and the work is not converging.\n- A single number \u002F address \u002F offset \u002F field is load-bearing for a long chain of work.\n- Before committing days more effort to a path built on one unverified value.\n\n## Protocol\n1. **Name the anchor.** State the exact value or assumption and the ONE claim everything downstream depends on (e.g. \"the date gate is checked at sub_X\" or \"field +Y holds the timestamp\").\n2. **Spawn a clean re-derivation.** Use the `Agent` tool (`Explore` or general-purpose) with a prompt containing ONLY the raw evidence (the binary \u002F file \u002F data + the question) and NOT your reasoning or your current answer: *\"Independently determine X from this evidence. Do not assume any prior value.\"* The fresh agent cannot inherit your wrong anchor.\n3. **Compare.** Match → the anchor survives; continue with higher confidence. Differs, or the fresh agent cannot reproduce it → **STOP.** The anchor is suspect — that is your 2-day-waste early-warning.\n4. **On mismatch:** do not patch around it. Re-derive from the disagreement; if the two derivations still conflict, surface both to the user.\n\n## Why a subagent, not \"re-check yourself\"\nThe subagent runs in a separate context window — it is the *independent sample \u002F fresh reviewer* the evidence demands. Re-reading your own chat is not independent; it re-confirms the bias. Keep the fresh agent's input minimal and bias-free, and never tell it your current answer.\n","# Fresh-Context Verify\n\nSame-context self-checking (\"am I sure?\") is proven unreliable — a wrong anchor stays wrong because the reasoning that produced it is still in the window (intrinsic self-correction degrades reasoning; Huang et al., ICLR 2024). The only fix is an EXTERNAL oracle: re-derive the value in a clean context that never saw your assumption.\n\n## When to run\n- A periodic FALSIFY-CHECK prompt told you to (you have made many edits on one assumption).\n- You keep hitting inconsistencies \u002F contradictions and the work is not converging.\n- A single number \u002F address \u002F offset \u002F field is load-bearing for a long chain of work.\n- Before committing days more effort to a path built on one unverified value.\n\n## Protocol\n1. **Name the anchor.** State the exact value or assumption and the ONE claim everything downstream depends on (e.g. \"the date gate is checked at sub_X\" or \"field +Y holds the timestamp\").\n2. **Spawn a clean re-derivation.** Use the `Agent` tool (`Explore` or general-purpose) with a prompt containing ONLY the raw evidence (the binary \u002F file \u002F data + the question) and NOT your reasoning or your current answer: *\"Independently determine X from this evidence. Do not assume any prior value.\"* The fresh agent cannot inherit your wrong anchor.\n3. **Compare.** Match → the anchor survives; continue with higher confidence. Differs, or the fresh agent cannot reproduce it → **STOP.** The anchor is suspect — that is your 2-day-waste early-warning.\n4. **On mismatch:** do not patch around it. Re-derive from the disagreement; if the two derivations still conflict, surface both to the user.\n\n## Why a subagent, not \"re-check yourself\"\nThe subagent runs in a separate context window — it is the *independent sample \u002F fresh reviewer* the evidence demands. Re-reading your own chat is not independent; it re-confirms the bias. Keep the fresh agent's input minimal and bias-free, and never tell it your current answer.\n",{"name":5,"description":7},"main","a298c929b6cbd662e1fce54302ce520d5ceea1a5","ci\u002Fskills-allowlist\u002Ffresh-context-verify","https:\u002F\u002Fgithub.com\u002FPrekzursil\u002Fagent-skills-toolchain","https:\u002F\u002Fgithub.com\u002FPrekzursil","2026-11-02 14:30:57",{"source":8,"skillName":5,"commands":42,"prompt":52,"zipAvailable":53},[43,46,49],{"tool":44,"command":45},"npx","npx skills add Prekzursil\u002Fagent-skills-toolchain --skill fresh-context-verify",{"tool":47,"command":48},"bunx","bunx skills add Prekzursil\u002Fagent-skills-toolchain --skill fresh-context-verify",{"tool":50,"command":51},"pnpm","pnpm dlx skills add Prekzursil\u002Fagent-skills-toolchain --skill fresh-context-verify","安装技能，技能地址：https:\u002F\u002Fgithub.com\u002FPrekzursil\u002Fagent-skills-toolchain\u002Fblob\u002Fmain\u002Fci\u002Fskills-allowlist\u002Ffresh-context-verify\u002FSKILL.md",true,[55,61],{"path":56,"resourceType":57,"resourceTypeDesc":58,"sizeBytes":59,"sourceHtmlUrl":60},"references\u002Findex.md","REFERENCE","参考文档",96,"https:\u002F\u002Fgithub.com\u002Fsapsapshen\u002Fai-memory-router\u002Fblob\u002Fmain\u002Fskills-store\u002Fhermes\u002Fpytorch-fsdp\u002Freferences\u002Findex.md",{"path":62,"resourceType":57,"resourceTypeDesc":58,"sizeBytes":63,"sourceHtmlUrl":64},"references\u002Fother.md",337500,"https:\u002F\u002Fgithub.com\u002Fsapsapshen\u002Fai-memory-router\u002Fblob\u002Fmain\u002Fskills-store\u002Fhermes\u002Fpytorch-fsdp\u002Freferences\u002Fother.md",[66,86,117,143,157,172],{"skillNo":67,"name":68,"nameZh":6,"description":69,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":70,"categories":71,"keywords":72,"publishedAt":30},"01M6DF7D7478R55P46REYH4QAC","clarify-requirements","Resolve genuine pre-execution ambiguity by scanning repo context, generating 1-6 grounded options, and asking 1-3 focused questions via AskUserQuestion. NOT for mid-task use (injection risk); NOT when the goal is already unambiguous; use to disambiguate vague prompts before any file edits.","https:\u002F\u002Fgithub.com\u002FPrekzursil\u002Fagent-skills-toolchain\u002Fblob\u002Fmain\u002Ftools\u002Fworkspace-hooks\u002Fskills\u002Fclarify-requirements\u002FSKILL.md",[],[73,74,75,76,77,78,79,80,81,29,20,82,83,84,85],"clarify requirements","clarify","requirements","risk","options","task","prompts","goal","scanning","repo","injection","execution","file",{"skillNo":87,"name":88,"nameZh":6,"description":89,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":90,"categories":91,"keywords":97,"publishedAt":30},"01M6DF79CA4BHJS66J8EZDBPWJ","openmm-md","Run FREE, open-source, Windows-native GPU molecular dynamics via the openmm-md MCP (OpenMM + CUDA on the local NVIDIA GPU). Use for protein \u002F protein-ligand MD when you want a free stack or are on Windows without a Schrodinger license. Covers the full workflow (prepare, solvate, minimize, equilibrate, production, analyze, mmgbsa) AND an honest decision guide vs Schrodinger Desmond, including how to run Desmond legitimately on Linux or a cloud GPU with a real license. This is a deliberately LESSER free alternative and does NOT replace the schrodinger MCP tools. Do NOT use it to pick a free tool when a validated FEP+, WaterMap, IFD-MD, or Prime MM-GBSA result is actually required.","https:\u002F\u002Fgithub.com\u002FPrekzursil\u002Fagent-skills-toolchain\u002Fblob\u002Fmain\u002Ftools\u002Fmcp\u002Fopenmm-md-mcp\u002Fskill\u002Fopenmm-md\u002FSKILL.md",[92],{"categoryNo":93,"categoryName":94,"taxonomyType":95,"taxonomyTypeDesc":96},"01JBSEEDCAT000000000000023","Skill与智能体开发","SCENARIO","使用场景",[98,99,100,101,102,103,104,105,106,107,108,109,110,111,29,112,113,114,115,116],"openmm md","how","decision","pick","linux","analyze","tool","stack","open","NVIDIA","gpu","license","workflow","windows","free","molecular dynamics","local","do","MCP",{"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":129,"publishedAt":30},"01M6DF76C1MG85VEWP8VZCBNMN","visual-review","Take screenshots of web pages and UI using Playwright for visual review and iteration","https:\u002F\u002Fgithub.com\u002FPrekzursil\u002Fagent-skills-toolchain\u002Fblob\u002Fmain\u002Ftools\u002Feditor\u002Fmetaswarm\u002Fskills\u002Fvisual-review\u002FSKILL.md",[123,126],{"categoryNo":124,"categoryName":125,"taxonomyType":95,"taxonomyTypeDesc":96},"01JBSEEDCAT000000000000003","演示文稿",{"categoryNo":127,"categoryName":128,"taxonomyType":95,"taxonomyTypeDesc":96},"01JBSEEDCAT000000000000008","测试与质量",[130,131,132,133,134,135,136,137,27,138,99,139,140,141,142],"review","visual","visual review","pages","web","false","iteration","take","slides","ui","screenshot","playwright","screenshots",{"skillNo":144,"name":145,"nameZh":6,"description":146,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":147,"categories":148,"keywords":149,"publishedAt":30},"01M6DF73AQVCBZKEN0YXEX9FXP","status","Diagnostic status report — shows metaswarm installation state, project setup, and potential issues","https:\u002F\u002Fgithub.com\u002FPrekzursil\u002Fagent-skills-toolchain\u002Fblob\u002Fmain\u002Ftools\u002Feditor\u002Fmetaswarm\u002Fskills\u002Fstatus\u002FSKILL.md",[],[145,150,151,152,153,154,155,156],"setup","report","project","installation","project setup","issues","state",{"skillNo":158,"name":159,"nameZh":6,"description":160,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":161,"categories":162,"keywords":164,"publishedAt":30},"01M6DF6X6C2XB0P6GX76P7TTYV","start","Use when starting work on any task, when the user mentions metaswarm, or when the user wants to begin tracked development work","https:\u002F\u002Fgithub.com\u002FPrekzursil\u002Fagent-skills-toolchain\u002Fblob\u002Fmain\u002Ftools\u002Feditor\u002Fmetaswarm\u002Fskills\u002Fstart\u002FSKILL.md",[163],{"categoryNo":93,"categoryName":94,"taxonomyType":95,"taxonomyTypeDesc":96},[159,165,78,166,167,168,29,169,26,170,171],"start issue","issue","ready","work on issue","user","work on","development",{"skillNo":173,"name":150,"nameZh":6,"description":174,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":175,"categories":176,"keywords":177,"publishedAt":30},"01M6DF6QMJ9AJKFKHHKRT005PQ","Interactive project setup — detects your project, configures metaswarm, writes project-local files","https:\u002F\u002Fgithub.com\u002FPrekzursil\u002Fagent-skills-toolchain\u002Fblob\u002Fmain\u002Ftools\u002Feditor\u002Fmetaswarm\u002Fskills\u002Fsetup\u002FSKILL.md",[],[150,152,114,178,154,179],"files","interactive"]