[{"_1":2,"_3":-5,"_4":-5},"loaderData",{"_5":6,"_7":8},"actionData","errors","root",{"_107":108,"_109":110},"routes/embed.x.$handle.$name.$",{"_9":10,"_11":12,"_13":14,"_15":16,"_17":18,"_19":20,"_21":-5},"handle","mosadek","name","project-brain-general-superhero-v1","path","generic_controller_v12_resumable.ts","project",{"_22":45,"_11":12,"_33":46,"_47":-5,"_48":42,"_49":50,"_51":50,"_52":53,"_54":-5,"_55":56,"_57":58,"_59":32,"_60":-5,"_61":-5,"_62":63,"_64":65,"_66":67,"_68":69,"_70":71,"_72":-5,"_73":74,"_75":74,"_76":77,"_78":77,"_79":77,"_80":74,"_81":74,"_82":83,"_84":85,"_86":87,"_88":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/mosadek/project-brain-general-superhero-v1/code/generic_controller_v12_resumable.ts","extension","id","b4d1cfa5-212d-4de1-9267-3fc233239d4f","fileId","01a0a540-fbdd-700e-af5f-2f38208d2a35","parentId","branchId","46206f4c-dd85-446f-8795-9a683e5332d3","branchVersion",57,"latest",true,"createdAt",["D",1789478963638],"version",2,"fileType","script","content","const MODEL_FAST=\"nex-agi/nex-n2.5-mini:free\";\nconst MODEL_DEEP=\"nex-agi/nex-n2.5-pro:free\";\nconst MODEL_LING=\"inclusionai/ling-3.0-flash-vl:free\";\nconst GATEWAY=\"https://api.kilo.ai/api/gateway/chat/completions\";\nconst ROUTE_TIMEOUT_MS:Record={[MODEL_FAST]:6000,[MODEL_DEEP]:25000,[MODEL_LING]:25000};\nconst HEDGE_DELAY_MS=500;\nconst QUALITY_PREFERENCE_MS=1750;\nconst enc=new TextEncoder();\nexport async function sha256Text(s:string){return [...new Uint8Array(await crypto.subtle.digest(\"SHA-256\",enc.encode(s)))].map(x=>x.toString(16).padStart(2,\"0\")).join(\"\")}\nexport const canonical=(x:any):string=>x===null||typeof x!==\"object\"?JSON.stringify(x):Array.isArray(x)?\"[\"+x.map(canonical).join(\",\")+\"]\":\"{\"+Object.keys(x).sort().map(k=>JSON.stringify(k)+\":\"+canonical(x[k])).join(\",\")+\"}\";\n\nexport type CatalogAction={key:string,description:string,method:string,path:string,query_schema?:any,body_schema?:any,mutating?:boolean,grounded_query_fields?:string[],grounded_body_fields?:string[],grounded_query_sources?:Record,grounded_body_sources?:Record};\nexport type ControllerInput={goal:any,action_catalog:CatalogAction[],request_contracts:any,max_turns?:number};\nexport type Observation={status:number,data:any};\nexport type Executor=(action:{key:string,query:any,body:any,attempt_id?:string})=>Promise;\nexport type VerificationProbe=(action:{key:string,query:any,body:any},observation:Observation,history:any[])=>Promise<{verified:boolean,evidence:any}>;\n\nexport type RouteState={disabled:string[]};\ntype DecisionResult={args:any,telemetry:any};\nexport type ControllerResumeState={history:any[],telemetry:any[],verification:{verified:boolean,evidence:any},route_state:RouteState,next_turn:number};\nexport type ControllerRunOptions={resume_state?:ControllerResumeState,checkpoint?:(state:ControllerResumeState)=>Promise,routeDecision?:(ctx:{input:ControllerInput,keys:string[],history:any[],verification:{verified:boolean,evidence:any},mode:\"FAST\"|\"DEEP\",route_state:RouteState})=>Promise};\nconst decisionSchema=(keys:string[])=>({type:\"object\",additionalProperties:false,properties:{action_key:{type:\"string\",enum:[...keys,\"FINISH\"]},query_json:{type:\"string\"},body_json:{type:\"string\"},reason:{type:\"string\",minLength:1}},required:[\"action_key\",\"query_json\",\"body_json\",\"reason\"]});\nfunction routeError(message:string,retryable:boolean){const e:any=new Error(message);e.retryable_route=retryable;return e}\n\nasync function modelDecision(input:any,keys:string[],model:string,externalSignal?:AbortSignal):Promise{\n const request={model,messages:[\n {role:\"system\",content:\"You are one frozen generic goal-directed controller. Use only the supplied goal, public action catalog, request contracts, and observations. Do not assume hidden handles, values, ordering, or success. Every handle, version, receipt, token, identifier, or other reference field marked grounded must come from the matching observed provenance declared by the action contract, never from an unrelated observed string. Discovery searches use conjunctive term matching: start with a few discriminative terms and, after an empty result, shorten or simplify the query instead of making it more specific. Discover missing knowledge and capabilities at runtime. After any failed or stale action, use the new evidence to re-read, rediscover, or change the next action rather than blindly repeating it. Treat detailed deterministic verifier failures as authoritative diagnostic evidence about the artifact under test. When verifier output identifies failed checks, expected-versus-observed behavior, declarations, bindings, or preserved-state requirements and the relevant state is mutable, prioritize a causally targeted mutation that repairs those concrete failures. When a field is a runtime capability binding, use the observed registered capability identifier rather than a human-readable operation label. When repairing a declaration, prefer the minimal representation consistent with existing naming patterns plus authoritative semantics rather than inventing a new label. Do not restart discovery or repeat already-successful lifecycle steps unless later evidence invalidates them. If current authoritative knowledge plus verifier diagnostics already identify the defect, repair it directly rather than searching for redundant knowledge. Choose FINISH only when verification_state.verified is true. Return exactly one required tool call.\"},\n {role:\"user\",content:JSON.stringify(input)}\n ],tools:[{type:\"function\",function:{name:\"next_action\",description:\"Choose one public action or FINISH.\",parameters:decisionSchema(keys)}}],tool_choice:\"required\",temperature:0,max_tokens:1800,stream:false,reasoning:{effort:\"none\",exclude:true}};\n const timeoutMs=ROUTE_TIMEOUT_MS[model]??25000,ac=new AbortController();let timedOut=false,hedgeAborted=false;const timer=setTimeout(()=>{timedOut=true;ac.abort()},timeoutMs);const onAbort=()=>{hedgeAborted=true;ac.abort()};if(externalSignal){if(externalSignal.aborted)onAbort();else externalSignal.addEventListener(\"abort\",onAbort,{once:true})}let r:Response;\n try{r=await fetch(GATEWAY,{method:\"POST\",headers:{\"content-type\":\"application/json\"},body:JSON.stringify(request),signal:ac.signal})}catch(e){const name=String((e as any)?.name??\"\");const retryable=timedOut||hedgeAborted||name===\"AbortError\"||e instanceof TypeError;throw routeError(hedgeAborted?\"MODEL_ROUTE_HEDGE_ABORT\":timedOut?\"MODEL_ROUTE_TIMEOUT\":\"MODEL_ROUTE_TRANSPORT_FAILURE\",retryable)}finally{clearTimeout(timer);externalSignal?.removeEventListener(\"abort\",onAbort)}\n const raw=await r.text();let j:any=null;try{j=JSON.parse(raw)}catch{throw routeError(\"MODEL_BAD_JSON\",false)}\n if(!r.ok){const retryable=r.status===408||r.status===429||r.status>=500;throw routeError(\"MODEL_HTTP_\"+r.status+\":\"+raw.slice(0,300),retryable)}\n if(j?.usage?.cost!==0)throw routeError(\"NONZERO_COST:\"+model+\":\"+String(j?.usage?.cost),false);\n const tc=j?.choices?.[0]?.message?.tool_calls?.[0];if(tc?.function?.name!==\"next_action\")throw routeError(\"MODEL_TOOL_REQUIRED:\"+model,false);\n let args:any;try{args=JSON.parse(String(tc.function.arguments||\"{}\"))}catch{throw routeError(\"MODEL_TOOL_ARGS_BAD_JSON\",false)}\n return {args,telemetry:{requested_model:model,resolved_model:j?.model??null,provider:j?.provider??null,cost:j?.usage?.cost,usage:j?.usage??null}};\n}\n\nexport async function __testRouteV10(callModel:(model:string,signal:AbortSignal)=>Promise,state:RouteState,hedgeDelayMs=HEDGE_DELAY_MS,qualityPreferenceMs=QUALITY_PREFERENCE_MS){\n const primary=MODEL_DEEP,secondary=MODEL_LING,disabled=new Set((state.disabled??[]).map(String)),failures:any[]=[];\n const outcome=(model:string,ac:AbortController)=>callModel(model,ac.signal).then(result=>({kind:\"success\" as const,model,result})).catch(error=>({kind:\"error\" as const,model,error}));\n const failClosed=(error:any)=>{throw error};\n const direct=async(model:string,hedged:boolean)=>{const ac=new AbortController(),o=await outcome(model,ac);if(o.kind===\"success\")return {ok:true,...o.result,used_model:model,disabled:[...disabled],route_failures:failures,hedged};if((o.error as any)?.retryable_route!==true)return failClosed(o.error);disabled.add(model);failures.push({model,error:String((o.error as any)?.message??o.error)});throw routeError(\"ALL_QUALITY_HEDGE_ROUTES_UNAVAILABLE\",false)};\n if(disabled.has(primary)){if(disabled.has(secondary))throw routeError(\"ALL_QUALITY_HEDGE_ROUTES_UNAVAILABLE\",false);return await direct(secondary,false)}\n if(disabled.has(secondary))return await direct(primary,false);\n const pa=new AbortController(),primaryP=outcome(primary,pa);let hedgeTimer:any;const hedgeTick=new Promise(resolve=>{hedgeTimer=setTimeout(()=>resolve({kind:\"hedge\"}),Math.max(0,hedgeDelayMs))});const first:any=await Promise.race([primaryP,hedgeTick]);\n if(first.kind!==\"hedge\"){clearTimeout(hedgeTimer);if(first.kind===\"success\")return {ok:true,...first.result,used_model:primary,disabled:[...disabled],route_failures:failures,hedged:false};if((first.error as any)?.retryable_route!==true)return failClosed(first.error);disabled.add(primary);failures.push({model:primary,error:String((first.error as any)?.message??first.error)});return await direct(secondary,true)}\n const sa=new AbortController(),secondaryP=outcome(secondary,sa);const firstAfterHedge:any=await Promise.race([primaryP,secondaryP]);\n if(firstAfterHedge.model===primary){if(firstAfterHedge.kind===\"success\"){sa.abort();return {ok:true,...firstAfterHedge.result,used_model:primary,disabled:[...disabled],route_failures:failures,hedged:true}}if((firstAfterHedge.error as any)?.retryable_route!==true){sa.abort();return failClosed(firstAfterHedge.error)}disabled.add(primary);failures.push({model:primary,error:String((firstAfterHedge.error as any)?.message??firstAfterHedge.error)});const s:any=await secondaryP;if(s.kind===\"success\")return {ok:true,...s.result,used_model:secondary,disabled:[...disabled],route_failures:failures,hedged:true};if((s.error as any)?.retryable_route!==true)return failClosed(s.error);disabled.add(secondary);failures.push({model:secondary,error:String((s.error as any)?.message??s.error)});throw routeError(\"ALL_QUALITY_HEDGE_ROUTES_UNAVAILABLE\",false)}\n if(firstAfterHedge.kind===\"error\"){if((firstAfterHedge.error as any)?.retryable_route!==true){pa.abort();return failClosed(firstAfterHedge.error)}disabled.add(secondary);failures.push({model:secondary,error:String((firstAfterHedge.error as any)?.message??firstAfterHedge.error)});const p:any=await primaryP;if(p.kind===\"success\")return {ok:true,...p.result,used_model:primary,disabled:[...disabled],route_failures:failures,hedged:true};if((p.error as any)?.retryable_route!==true)return failClosed(p.error);disabled.add(primary);failures.push({model:primary,error:String((p.error as any)?.message??p.error)});throw routeError(\"ALL_QUALITY_HEDGE_ROUTES_UNAVAILABLE\",false)}\n let prefTimer:any;const preferenceTick=new Promise(resolve=>{prefTimer=setTimeout(()=>resolve({kind:\"preference_expired\"}),Math.max(0,qualityPreferenceMs))});const preferred:any=await Promise.race([primaryP,preferenceTick]);\n if(preferred.kind===\"success\"){clearTimeout(prefTimer);sa.abort();return {ok:true,...preferred.result,used_model:primary,disabled:[...disabled],route_failures:failures,hedged:true}}\n if(preferred.kind===\"error\"){clearTimeout(prefTimer);if((preferred.error as any)?.retryable_route!==true){sa.abort();return failClosed(preferred.error)}disabled.add(primary);failures.push({model:primary,error:String((preferred.error as any)?.message??preferred.error)});return {ok:true,...firstAfterHedge.result,used_model:secondary,disabled:[...disabled],route_failures:failures,hedged:true}}\n pa.abort();return {ok:true,...firstAfterHedge.result,used_model:secondary,disabled:[...disabled],route_failures:failures,hedged:true};\n}\n\nfunction parseJson(s:any,fallback:any){try{return typeof s===\"string\"&&s.length?JSON.parse(s):fallback}catch{return fallback}}\nfunction compactHistory(h:any[]){return h.slice(-40).map(x=>({turn:x.turn,request:x.request,response:x.response,verification:x.verification}))}\nexport const __testCompactHistoryV11=compactHistory;\nfunction primitives(x:any,out:any[]=[]):any[]{if(x===null||typeof x!==\"object\"){out.push(x);return out}if(Array.isArray(x)){for(const v of x)primitives(v,out);return out}for(const v of Object.values(x))primitives(v,out);return out}\nfunction observed(value:any,history:any[]){const want=canonical(value);for(const h of history){for(const v of primitives(h?.response?.data,[])){if(canonical(v)===want)return true}}return false}\nfunction valuesUnderKeys(x:any,keys:Set,out:any[]=[]):any[]{if(x===null||typeof x!==\"object\")return out;if(Array.isArray(x)){for(const v of x)valuesUnderKeys(v,keys,out);return out}for(const [k,v] of Object.entries(x)){if(keys.has(k))primitives(v,out);valuesUnderKeys(v,keys,out)}return out}\nfunction observedFrom(value:any,history:any[],sourceKeys:string[]){const want=canonical(value),ks=new Set(sourceKeys);for(const h of history){for(const v of valuesUnderKeys(h?.response?.data,ks,[])){if(canonical(v)===want)return true}}return false}\nfunction validateAction(spec:CatalogAction,query:any,body:any,history:any[]){for(const k of Object.keys(spec.query_schema??{}))if(query?.[k]===undefined)return `MISSING_QUERY_FIELD:${k}`;for(const k of Object.keys(spec.body_schema??{}))if(body?.[k]===undefined)return `MISSING_BODY_FIELD:${k}`;for(const k of spec.grounded_query_fields??[])if(!observed(query?.[k],history))return `UNGROUNDED_QUERY_FIELD:${k}`;for(const k of spec.grounded_body_fields??[])if(!observed(body?.[k],history))return `UNGROUNDED_BODY_FIELD:${k}`;for(const [k,sources] of Object.entries(spec.grounded_query_sources??{}))if(!observedFrom(query?.[k],history,sources))return `BAD_QUERY_PROVENANCE:${k}`;for(const [k,sources] of Object.entries(spec.grounded_body_sources??{}))if(!observedFrom(body?.[k],history,sources))return `BAD_BODY_PROVENANCE:${k}`;return null}\nfunction deepSignal(x:any):boolean{if(x===null||typeof x!==\"object\")return false;if(Array.isArray(x))return x.some(deepSignal);for(const [k,v] of Object.entries(x)){if((k===\"replan_required\"&&v===true)||(k===\"pass\"&&v===false))return true;if(deepSignal(v))return true}return false}\nfunction chooseModel(history:any[]){const last=history.at(-1);if(!last)return MODEL_FAST;if(Number(last?.response?.status??0)>=400||deepSignal(last?.response?.data))return MODEL_DEEP;return MODEL_FAST}\n\nfunction validateResumeState(state:ControllerResumeState,max:number){\n if(!state||!Array.isArray(state.history)||!Array.isArray(state.telemetry)||!state.verification||!state.route_state||!Array.isArray(state.route_state.disabled))throw new Error(\"BAD_RESUME_STATE\");\n const turns=state.history.map((x:any)=>Number(x?.turn));if(turns.some((x:number)=>!Number.isInteger(x)||x<1))throw new Error(\"BAD_RESUME_STATE\");for(let i=1;imax)throw new Error(\"BAD_RESUME_STATE\");\n}\nexport async function runFrozenGenericControllerV12(input:ControllerInput,execute:Executor,probe:VerificationProbe,options:ControllerRunOptions={}){\n const max=Math.max(1,Math.min(40,Number(input.max_turns??32)));\n const keys=input.action_catalog.map(x=>x.key);\n if(keys.length===0||new Set(keys).size!==keys.length)throw new Error(\"BAD_ACTION_CATALOG\");\n const seed=options.resume_state?structuredClone(options.resume_state):null;if(seed)validateResumeState(seed,max);\n const history:any[]=seed?.history??[];const telemetry:any[]=seed?.telemetry??[];let verification=seed?.verification??{verified:false,evidence:null as any};let finish:any=null;let routeState:RouteState=seed?.route_state??{disabled:[]};const startTurn=seed?.next_turn??1;\n const emit=async(next_turn:number)=>{if(!options.checkpoint)return;const state:ControllerResumeState={history:structuredClone(history),telemetry:structuredClone(telemetry),verification:structuredClone(verification),route_state:{disabled:[...routeState.disabled]},next_turn};await options.checkpoint(state)};\n await emit(startTurn);\n for(let turn=startTurn;turn<=max;turn++){\n const preferred=chooseModel(history),mode: \"FAST\"|\"DEEP\"=preferred===MODEL_DEEP?\"DEEP\":\"FAST\";\n let routed:any;try{routed=options.routeDecision?await options.routeDecision({input,keys,history:compactHistory(history),verification:structuredClone(verification),mode,route_state:{disabled:[...routeState.disabled]}}):await __testRouteV10((m:string,s:AbortSignal)=>modelDecision({goal:input.goal,action_catalog:input.action_catalog,request_contracts:input.request_contracts,history:compactHistory(history),verification_state:verification,controller_mode:mode===\"DEEP\"?\"DEEP_REPAIR\":\"FAST_ROUTINE\"},keys,m,s),routeState)}catch(e){await emit(turn);throw e}\n routeState={disabled:[...(routed.disabled??routeState.disabled)]};\n telemetry.push({...routed.telemetry,controller_mode:mode===\"DEEP\"?\"DEEP_REPAIR\":\"FAST_ROUTINE\",route_failures:routed.route_failures??[],disabled_routes:[...routeState.disabled],hedged:routed.hedged===true});\n const a=routed.args;if(a.action_key===\"FINISH\"){\n if(!verification.verified){history.push({turn,request:{key:\"FINISH\",reason:a.reason},response:{status:409,data:{ok:false,error:\"VERIFICATION_REQUIRED\"}},verification});await emit(turn+1);continue}\n finish={turn,reason:a.reason};break;\n }\n if(!keys.includes(String(a.action_key))){history.push({turn,request:{key:a.action_key},response:{status:400,data:{ok:false,error:\"UNKNOWN_ACTION\"}},verification});await emit(turn+1);continue}\n const spec=input.action_catalog.find(x=>x.key===a.action_key)!;\n const query=parseJson(a.query_json,{}),body=parseJson(a.body_json,{});\n const attempt_id=spec.mutating?`g-${turn}-${crypto.randomUUID().replaceAll(\"-\",\"\").slice(0,12)}`:undefined;\n const request={key:spec.key,query,body,attempt_id,reason:a.reason};\n const invalid=validateAction(spec,query,body,history);\n if(invalid){const response={status:409,data:{ok:false,error:\"ACTION_GROUNDING_REJECTED\",detail:invalid,replan_required:true}};verification={verified:false,evidence:null};history.push({turn,request,response,verification});await emit(turn+1);continue}\n const response=await execute(request);\n verification=await probe(request,response,history);\n history.push({turn,request,response,verification});await emit(turn+1);\n }\n const result={schema:\"FROZEN_GENERIC_CONTROLLER_RUN_V12\",controller_policy:{routine_mode_label:MODEL_FAST,quality_primary:MODEL_DEEP,hedge_model:MODEL_LING,hedge_delay_ms:HEDGE_DELAY_MS,quality_preference_ms:QUALITY_PREFERENCE_MS,history_retention_turns:40,route_timeouts_ms:ROUTE_TIMEOUT_MS,route_strategy:\"quality-biased zero-cost hedge; Pro is preferred; Ling is speculative fallback; hedge loss never disables Pro; only explicit retryable route failure disables a route\",deep_trigger:\"latest status>=400 OR nested pass=false OR replan_required=true\",resumable_state:true},verified:verification.verified,verification_evidence:verification.evidence,finish,history,telemetry,zero_cost:telemetry.every(x=>x.cost===0)};\n return {...result,result_sha256:await sha256Text(canonical(result))};\n}\nexport const 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