[{"_1":2,"_3":-5,"_4":-5},"loaderData",{"_5":6,"_7":8},"actionData","errors","root",{"_102":103,"_104":105},"routes/embed.x.$handle.$name.$",{"_9":10,"_11":12,"_13":14,"_15":16,"_17":18,"_19":20,"_21":-5},"handle","sebas1","name","cognitive-influence-shield-v9-benchmark","path","production_engine.ts","project",{"_22":45,"_11":12,"_33":46,"_47":-5,"_48":42,"_49":50,"_51":50,"_52":53,"_54":-5,"_55":56,"_57":-5,"_58":42,"_59":-5,"_60":-5,"_61":36,"_62":63,"_64":-5,"_65":-5,"_66":-5,"_67":-5,"_68":69,"_70":69,"_71":72,"_73":72,"_74":72,"_75":69,"_76":69,"_77":78,"_79":80,"_81":82,"_83":42},"file",{"_22":23,"_11":14,"_24":25,"_26":-5,"_27":28,"_29":30,"_31":32,"_33":34,"_35":36,"_37":38,"_39":40,"_41":42,"_43":-5,"_13":44},"permalink","https://www.val.town/x/sebas1/cognitive-influence-shield-v9-benchmark/code/production_engine.ts","extension","id","2ae2db47-7dbe-445e-99eb-0be41c351df1","fileId","dd22ffe2-a40d-11f1-8673-1607ee4eb77e","parentId","branchId","8bea2f6c-16a3-486d-8744-3f17ebefd2cf","branchVersion",2,"latest",true,"createdAt",["D",1788051487658],"version",0,"fileType","script","content","import { blake2b } from \"npm:blakejs\";\nexport type P={id:string,account:string,text:string,t:number|null,url:string|null,label?:number,campaign?:string};\nconst URL_RE=/https?:\\/\\/[^\\s)\\]}>\"']+/giu;\nconst WORD_RE=/[\\p{L}\\p{N}_]+/gu;\nconst TE=new TextEncoder();\nexport function normalizeText(text:string){return ((text||\"\").toLowerCase().replace(URL_RE,\" URL \").match(WORD_RE)||[]).join(\" \")}\nexport function tokenSet(text:string){return new Set(((text||\"\").toLowerCase().match(WORD_RE)||[]))}\nexport function jaccard(A:Set,B:Set){if(!A.size&&!B.size)return 1;if(!A.size||!B.size)return 0;let x=0;for(const t of A)if(B.has(t))x++;return x/(A.size+B.size-x)}\nexport function extractUrls(text:string,explicit:string|null){const m=[...((text||\"\").match(URL_RE)||[])];if(explicit)m.push(String(explicit));return m}\nfunction codepoints(s:string){return Array.from(s)}\nfunction shingles(text:string,k=5){const c=codepoints(text.trim().replace(/\\s+/g,\" \"));if(c.length<=k)return c.length?[c.join(\"\")]:[];const out:string[]=[];for(let i=0;i<=c.length-k;i++)out.push(c.slice(i,i+k).join(\"\"));return out}\nfunction u64be(bytes:Uint8Array){let v=0n;for(const b of bytes)v=(v<<8n)+BigInt(b);return v}\nexport function minhashSignature(text:string){const sh=shingles(text);if(!sh.length)return [] as string[];return [\"0\",\"1\",\"2\",\"3\"].map(seed=>{let best:bigint|null=null;for(const x of sh){const v=u64be(blake2b(TE.encode(seed+x),undefined,8));if(best===null||v,ids:number[],cap=128){if(ids.length<2)return;if(ids.length>cap){const root=ids[0];for(const j of ids.slice(1))pairs.add(pairKey(root,j))}else for(let a=0;anormalizeText(p.text)),tok=norms.map(tokenSet),df=new Map();for(const ss of tok)for(const t of ss)df.set(t,(df.get(t)||0)+1);const maxDf=Math.max(3,Math.floor(posts.length*maxDfRatio)),pairs=new Set(),inv=new Map();for(let i=0;i1&&d<=maxDf){if(!inv.has(t))inv.set(t,[]);inv.get(t)!.push(i)}}for(const ids of inv.values())if(ids.length<=128)addBucketPairs(pairs,ids,128);const bands=new Map();for(let i=0;i();for(let i=0;ik.split(\",\").map(Number) as [number,number]);arr.sort((a,b)=>a[0]-b[0]||a[1]-b[1]);return{pairs:arr,norms}}\nclass DSU{p:number[];r:number[];constructor(n:number){this.p=Array.from({length:n},(_,i)=>i);this.r=Array(n).fill(0)}find(x:number){while(this.p[x]!==x){this.p[x]=this.p[this.p[x]];x=this.p[x]}return x}union(a:number,b:number){a=this.find(a);b=this.find(b);if(a===b)return;if(this.r[a]0?100*(1-Math.exp(-count/k)):0}\nexport function analyzeProduction(posts:P[],syncWindow=120,simThreshold=.82,longitudinalWindow=21600){const {pairs,norms}=candidatePairs(posts);const toks=norms.map(tokenSet),urlSets=posts.map(p=>new Set(extractUrls(p.text,p.url))),duplicate:any[]=[],dsu=new DSU(posts.length);for(const [i,j] of pairs){if(posts[i].account===posts[j].account)continue;const sim=norms[i]===norms[j]?1:jaccard(toks[i],toks[j]);if(sim>=simThreshold&&Math.min(codepoints(norms[i]).length,codepoints(norms[j]).length)>=20){duplicate.push([i,j,sim]);dsu.union(i,j)}}const clusters=new Map();for(let i=0;inew Set(ids.map(i=>posts[i].account)).size>=2);const timed=posts.map((p,i)=>[i,p] as [number,P]).filter(([,p])=>p.t!==null).sort((a,b)=>(a[1].t as number)-(b[1].t as number));const sync:any[]=[];let left=0;for(let right=0;rightsyncWindow)left++;for(let k=left;k=simThreshold)sync.push([ia,ib,(b.t as number)-(a.t as number),sim,same?\"same_url\":\"similar_text\"])}}const by=new Map();const get=(a:string)=>{if(!by.has(a))by.set(a,{post_count:0,repetition_edge_count:0,sync_hit_count:0,media_edge_count:0,coordination_group_count:0,coordinated_windows:new Set()});return by.get(a)};for(const p of posts)if(p.account!==\"unknown\")get(p.account).post_count++;for(const [i,j] of duplicate)for(const a of [posts[i].account,posts[j].account])if(a!==\"unknown\")get(a).repetition_edge_count++;for(const [i,j] of sync)for(const a of [posts[i].account,posts[j].account])if(a!==\"unknown\")get(a).sync_hit_count++;for(const ids of groups){const accts=new Set(ids.map(i=>posts[i].account).filter(a=>a!==\"unknown\"));if(accts.size<2)continue;const windows=new Map>();for(const i of ids){const p=posts[i];if(p.t!==null&&p.account!==\"unknown\"){const w=Math.floor((p.t as number)/longitudinalWindow);if(!windows.has(w))windows.set(w,new Set());windows.get(w)!.add(p.account)}}const valid=[...windows.entries()].filter(([,a])=>a.size>=2).map(([w])=>w);for(const a of accts){const d=get(a);d.coordination_group_count++;for(const w of valid)if(windows.get(w)!.has(a))d.coordinated_windows.add(w)}}const accountReview:any[]=[];for(const [account,d] of [...by.entries()].sort((a,b)=>a[0].localeCompare(b[0]))){const windows=d.coordinated_windows.size,components={repetition:sat(d.repetition_edge_count,2),synchronization:sat(d.sync_hit_count,2),media_reuse:0,longitudinal:clamp(100*Math.max(0,windows-1)/3),group_participation:clamp(100*d.coordination_group_count/3)};const score=Math.round((.30*components.repetition+.30*components.synchronization+.15*components.media_reuse+.15*components.longitudinal+.10*components.group_participation)*10)/10;accountReview.push({account_id:account,review_score:score,post_count:d.post_count,repetition_edge_count:d.repetition_edge_count,sync_hit_count:d.sync_hit_count,media_edge_count:0,coordination_group_count:d.coordination_group_count,coordinated_window_count:windows,components:Object.fromEntries(Object.entries(components).map(([k,v])=>[k,Math.round((v as number)*10)/10]))})}return{candidate_pair_count:pairs.length,duplicate_pairs:duplicate,sync_hits:sync,coordination_groups:groups,account_review:accountReview}}\n","deleted",false,"label",[14],"443666d6-4985-462c-88ca-3ab288d350ca",["D",1788051481243],"deletedAt","legacyEnvVars","privacy","public","httpPrivacy","description","V9 safe IOHunter conversion and multi-campaign evidence","imageUrl","userId","d3788f19-13c5-4356-87e8-dce639626bb9","pinnedFileId","pinPreview","pinMigrated","screenshotVersion","likeCount","orgId","01a04116-f28c-754c-9173-77bf5814fcd6","tursoName","tursoHostname","tursoMeasuredAt","pinned","userPerm","r","valPerm","blobPerm","rw","emailPerm","sqlitePerm","projectPerm","telemetryPerm","user",{"_9":10,"_101":97},"org",{"_9":10,"_94":95,"_96":97,"_55":56,"_98":99,"_100":42},"branch",{"_35":84,"_11":85,"_22":28,"_86":45,"_87":-5,"_88":-5,"_89":-5,"_90":-5,"_91":-5,"_92":12,"_93":10},"isOwned",26,"main","projectId","forkedBranchId","forkedBranchVersion","forkedProjectPrivacy","forkedProjectId","forkedProjectOrgId","projectName","userHandle","displayName","sebas","avatar","https://lh3.googleusercontent.com/a/ACg8ocJaC6uiXPmN9dvgA2XcSlzBSkPJO0GN5zKzPm3a8cbjmXC9HYA=s96-c","tier","free","canRestrictVals","profileImageUrl","ctx",{"_77":-5,"_135":136,"_137":138,"_139":140,"_141":42,"_142":42,"_143":42,"_144":32,"_145":-5,"_146":-7,"_147":-7,"_148":36,"_149":42,"_150":42,"_151":-5,"_152":42,"_153":42,"_154":42,"_155":-5},"ENV",{"_106":107,"_108":109,"_110":85,"_111":112,"_113":114,"_115":116,"_117":118,"_119":120,"_121":122,"_123":124,"_125":126,"_127":128,"_129":130,"_131":132,"_133":134},"REACT_APP_SENTRY_DSN","https://586020d86f05489db63a554690acf1e9@o1398359.ingest.sentry.io/6724499","RENDER_GIT_COMMIT","e87eb04e707cf64e7e532c8e8ec395f209e17f15","RENDER_GIT_BRANCH","POSTHOG_API_TOKEN","phc_nmoyuAkStEZuUp69rYlg1DZgrIt19Gx0Y4Hwf8tGgJP","POSTHOG_API_HOST","https://wart.val.town","WEB_API_TEMPLATE","https://{val}.web.val.run","APP_URL","https://www.val.town","MODULE_URL","https://esm.town","VANITY_WEB_API_TEMPLATE","https://{label}.val.run/","DENOLS_URL","https://lsp.val.town","NODE_ENV","production","CLOUDFLARE_TURNSTILE_SITE_KEY","0x4AAAAAACtaIZJH7s9rBMZ6","GOOGLE_CLIENT_ID","875989696899-jtsqkhlbdv5jrlsk8631p7ipjg3c6o62.apps.googleusercontent.com","STRIPE_PUBLISHABLE_KEY","pk_live_51N2zvWEpZTTLipIkVEwXrUG9AT0yeOOEYxszarZT1jpsZV58Ly6wlg3SltZpHN26CUalOBmUSY7adQRQiSkCZz2500qSXNkf8Y","API_URL","https://api.val.town","orgs",[],"preferencesKeybindings","default","preferencesTheme","light","preferencesFixers","preferencesCopilot","preferencesSelectionAi","preferencesCloseBrackets","preferencesChatPanelState","preferencesDprint","preferencesDenofmt","notificationCount","flagDenols","isBusinessOrgMember","businessOrgHandle","isBusinessOrgAdmin","isHigherTownieTier","navCollapsed","currentOrgId"]