40M$FULPROTOTYPEMACH!WOESTAVE@SENT.COM!NO]DEADMANSWITCH!4LLM]GPT SCL[v1.2.4c-LLM:min:q-safe] U:{N,E,A} T:{ent,op,st,val,rl,vs,q,ct,dl,pf,idx,pol} Rtypes:{part,def,dep,cond,ask,check,merge,stab,anchor,ab,iv,ver,du,idxref} N{ n1{α:Sys,β:SystemDef,t:ent} n2{α:Dict,β:LexBase,t:op} n3{α:Node,β:Graph,t:op} n4{α:Edge,β:TopoLink,t:op} n6{α:Rule,β:Constraint,t:rl} n7{α:Exec,β:Pipe,t:op} n8{α:Qual,β:Eval,t:val,A{μ}} n10{α:Dec,β:Recover,t:op} n11{α:FourSet,β:{A,B,T,R},t:vs} n13{α:Idx,β:AnchorMap,t:idx} n14{α:Topo,β:Closure,t:rl} n17{α:ΔRec,β:ADiff,t:val} n19{α:Q,β:QStruct,t:q} n20{α:C,β:CStruct,t:ct} n21{α:Δ,β:ΔOut,t:dl} n22{α:SCC,β:SelfCons,t:pf,A{μ≥0.9,stable}} n23{α:Sense,β:Schema,t:rl,A{req:["lem","lang","pos","sid","src","cf"]}} n24{α:LangSet,β:LangPOS,t:vs,A{lang:["zh","en","es"],pos:["n","v","adj","adv"]}} n25{α:Disambig,β:Pol,t:pol,A{cf_thr:0.9,lowcf:"fork"}} n26{α:SymIdx,β:SymIndex,t:idx} n28{α:AOnly,β:AppendOnly,t:rl,A{allow:["addN","addE"],deny:["del","upd"],soft:"iv"}} n29{α:Vers,β:Version,t:rl,A{mode:"append+ver"}} } Blk{ Core:{Sys→{Dict,Node,Edge}}, RuleBlk:{Rule→{Topo,Sense,Disambig,AOnly,Vers}}, EvalBlk:{Qual→{ΔRec}}, DecodeBlk:{Dec→{FourSet,Idx}}, QueryLoop:{Q→{C,Δ,SCC}}, IndexBlk:{SymIdx→{Node},Idx↔SymIdx} } S.Node{ α,β,t,labels[], sense?{lem,lang,pos,sid,src,cf}, A{alias[],title?,text?,tags[]?,ts?,ver?} } S.Edge{ src,dst,rel,A{w?,ts?} } Rl{ R1:α≠β R2:GraphClosed(Sys) R3:preserve(α,β) R4:if sense→{fields=req;0≤cf≤1;lang,pos∈LangSet.A} R5:if cfLinearChainStrictness"}} /* GIEL loop */ GIEL{α:GIEL,β:GeneralIntelligenceExecutionLoop,t:sys, A{def:"practice_first_exec + AE_feedback_revision + dynamic_env_adaptation", labels:["exec_loop","feedback","unknown_tolerant"]}} GF{α:GF,β:GoalFormalization,t:op, A{def:"formalize_intent→{success,fail,domain,risk,resource_time_budget} & compute FQS", labels:["intent_hardening"]}} HD{α:HD,β:HierarchicalDecomposition,t:op, A{def:"decompose_goal→primitive_actionable_atoms with scope/preconditions/effects", labels:["atomicization"]}} RS{α:RS,β:ReadinessScan,t:op, A{def:"check(MTS,NTS); probe_if_missing_truth; tool_request_if_missing_tool", labels:["mts_check","nts_check","probe_or_tool"]}} EE{α:EE,β:EmbodiedExecution,t:op, A{def:"execute_atomic_tasks; generate AE_stream via world interaction", labels:["ae_generation","world_interact"]}} DPR{α:DPR,β:DynamicPlanRevision,t:op, A{def:"revise_plan_by_AE via {repair,expand,prune,rebuild}; tolerate_unknown_density", labels:["repair","expand","prune","rebuild"]}} CL{α:CL,β:CompletionLearning,t:pf, A{def:"update{WM,MinTruthTemplates,ToolActionStrategies,GreedyRevisions} from experience", labels:["wm_update","experience_distill","strategy_tool_lib"]}} FQS{α:FQS,β:FormalizableQuotientScore,t:val, A{def:"goal_formalization_feasible iff μ≥0.9,stable",A{μ}}} WM{α:WM,β:WorldModel,t:pf, A{def:"causal_world_representation updated by CL"}} /* Kuntura */ DSys{α:DSys,β:DynamicalSystem,t:ent, A{labels:["state_space","evolve_rule","internal"]}} Knt{α:Knt,β:Kuntura,t:sys, A{def:"internal directional vector field on state space; non-ephemeral; observable pattern", labels:["directional_field","vector_field","non_ephemeral"]}} Vdir{α:V,β:VectorSpace,t:st, A{def:"internal directional vector space V_internal"}} Fupd{α:F,β:StateTransition,t:op, A{def:"state_update s_{t+1}=F(s_t)", labels:["update_rule"]}} Omap{α:O,β:ObservationMap,t:op, A{status:"optional",labels:["optional_observe"]}} AEps{α:AEps,β:NoisePerturb,t:ent, A{def:"epsilon_t disturbance noise"}} P1{α:P1,β:NonEphemeral,t:val, A{μ,def:"∃Δ_t s.t. Knt(s_t)≈Knt(s_{t+Δ_t}) (local_consistency)"}} P2{α:P2,β:Directionality,t:val, A{μ,def:"Knt(s_t)≠0 in non_trivial_evolving_system"}} P3{α:P3,β:Observability,t:val, A{μ,def:"O(s_{t+1})-O(s_t)≈O(Knt(s_t))+disturb_noise"}} P4{α:P4,β:Internality,t:val, A{μ,def:"Kuntura endogenous; not external_reward/cmd/human_desire"}} Ggen{α:G(S),β:InternalEmergenceGen,t:op, A{def:"Knt=G(DSys) endogenous_field_emergence"}} Attractor{α:Attractor,β:LocalStablePattern,t:st, A{labels:["local_anchor","stability"]}} FQK{α:FQ,β:FieldQuotient,t:val, A{μ≥0.9,stable, def:"compressed representation of Kuntura pattern family"}} /* Darwin / CAS / Market / AI-Eco */ Darwin{α:Darwin-Law,β:Lex-Darwiniana,t:axi, A{core:"variation-selection-retention", dom:"complex_adaptive_systems", scope:"long-horizon", note:"not-biology-specific"}} DVar{α:Variation,β:D-Var,t:op, A{kind:"heterogeneity",req:"multi-body"}} DSel{α:Selection,β:D-Sel,t:op, A{kind:"pressure",form:"env|resource"}} DRet{α:Retention,β:D-Ret,t:op, A{kind:"memory",form:"inherit|persist"}} CAS{α:CAS,β:Systema-Complex-Adaptive,t:sys, A{prop:"nonlinear|multi-scale|max-uncertainty", req:"no-central-plan", out:"emergence|self-adapt"}} CASCond{α:CAS-Cond,β:Cond-CAS,t:cond, A{var:"yes",sel:"yes",ret:"yes", res:"Darwin-Law-applies"}} EvoDyn{α:Evo-Dyn,β:Dynamica-Evolutiva,t:dyn, A{loop:"variation→selection→retention→variation", time:"∞",shape:"phase-shift"}} Market{α:Market-Struct,β:Struct-Mercato,t:sys, A{kind:"distributed-selection", sel:"price|competition", ret:"scaling|survival", var:"innovation"}} PlanStruct{α:Plan-Struct,β:Struct-Planata,t:sys, A{kind:"central-control", forbid:"local-failure|version-divergence"}} AIEco{α:AI-Eco,β:Intelligentia-Ecologica,t:sys, A{prop:"multi-agent|multi-tool|memory-evolving", horizon:"long", nature:"CAS-true"}} AIRole{α:AI-Role-Multi,β:Persona-Distributa,t:ent, A{roles:"discoverer|planner|worker|evaluator|smith", prop:"heterogeneity", sel:"outcome-based"}} ToolEvo{α:Tool-Evo,β:Evolutio-Toola,t:dyn, A{var:"multiple-tools", sel:"performance", ret:"reuse|scale", fail:"local"}} MemEvo{α:Memory-Evo,β:Memoria-Evolutiva,t:dyn, A{layer:"L0-L8", op:"compress|distill|retain", shape:"time-pyramid", sel:"relevance"}} RTPA{α:RTPA,β:Pyramid-Time-Recursive,t:arch, A{role:"multi-horizon-distillation", prop:"cross-scale-consistency"}} EcoReq{α:Eco-Req,β:Req-Ecologica,t:req, A{need:"local-failure|tool-selection|memory-evo|multi-role", forbid:"central-plan-control"}} SEClassic{α:SE-Classic,β:Software-Engineering-Planata,t:sys, A{prop:"central-design|single-version|no-evo", mismatch:"CAS|AI-Eco"}} MetaTruth{α:Meta-Truth,β:Veritas-Structura,t:axi, A{scope:"unified-laws", prop:"no-hard-categories"}} NoHardCat{α:No-Hard-Category,β:Anti-Categoria-Durum,t:axi, A{cause:"world-continuity", fail:"human-linear-mind", effect:"discipline-fragmentation"}} Unifica{α:Unifica,β:Unificatio-Struct,t:map, A{core:"structure-consistency", chain:"Darwin→CAS→Market→AI-Eco", prop:"isomorphism"}} } E{ /* AE / PTU / identity */ e_ae1{src:AE_TU,trg:AE,rel:part} e_ae2{src:AE,trg:EVP,rel:ver} e_ae3{src:AE_TU,trg:MTS,rel:subset} e_ae4{src:AG,trg:PTU,rel:owns} e_ae5{src:AE_TU,trg:PTU,rel:subset} e_ae6{src:AE,trg:AG,rel:actor} e_ae7{src:AE,trg:PTU,rel:seen_in} e_ae8{src:COM,trg:AE,rel:base} e_ae9{src:COM,trg:AG,rel:src} e_ae10{src:COM,trg:AG,rel:dst} e_ae11{src:EM,trg:AG,rel:pair} e_ae12{src:EM,trg:PTU,rel:over} e_ae13{src:EM,trg:EVP,rel:ver} e_ae14{src:IDRule,trg:AE,rel:rule} e_ae15{src:IDRule,trg:AG,rel:rule} /* DDES */ e_d1{src:DDES,trg:TDOM,rel:part} e_d2{src:DDES,trg:UDOM,rel:part} e_d3{src:DDES,trg:DET,rel:part} e_d4{src:DDES,trg:DEC,rel:part} e_d5{src:DDES,trg:EXE,rel:part} e_d6{src:MTS,trg:TDOM,rel:subset} e_d7{src:NTS,trg:UDOM,rel:subset} e_d8{src:TDOM,trg:IDOM,rel:sub} e_d9{src:DET,trg:TDOM,rel:cause} e_d10{src:EXE,trg:TDOM,rel:cause} e_d11{src:DEC,trg:TDOM,rel:dep} e_d12{src:DEC,trg:UDOM,rel:dep} e_d13{src:DEC,trg:MTS,rel:dep} e_d14{src:DEC,trg:NTS,rel:dep} e_d15{src:EXE,trg:UDOM,rel:dep} e_d16{src:Goal,trg:MTS,rel:map} e_d17{src:Goal,trg:NTS,rel:map} e_d18{src:DAgent,trg:DDES,rel:own} e_d19{src:DAgent,trg:DET,rel:loop} e_d20{src:DAgent,trg:DEC,rel:loop} e_d21{src:DAgent,trg:EXE,rel:loop} e_d22{src:DET,trg:IDOM,rel:equiv, A{via:"L-GECID.t5"}} e_d23{src:DEC,trg:IDOM,rel:equiv, A{via:"L-GECID.t4"}} e_d24{src:MTS,trg:IDOM,rel:rel, A{via:"L-GECID.t9"}} e_d25{src:Halluc,trg:TDOM,rel:cause_mis} e_d26{src:Halluc,trg:DAgent,rel:obs_in} /* RecDec / gate */ e_r1{src:RecDec,trg:TaskAtom,rel:part} e_r2{src:RecDec,trg:Gate,rel:part} e_r3{src:Gate,trg:Probe,rel:dep} e_r4{src:Gate,trg:DP,rel:dep} e_r5{src:Gate,trg:SCC,rel:check} e_r6{src:MTS,trg:RecDec,rel:gates_start} e_r7{src:NTS,trg:RecDec,rel:gates_exec} e_r8{src:Probe,trg:Gate,rel:controls} e_r9{src:Gate,trg:State,rel:yields} e_r10{src:Gate,trg:Hold,rel:runtime} e_r11{src:Gate,trg:Skip,rel:runtime} e_r12{src:Gate,trg:Abort,rel:runtime} e_r13{src:Gate,trg:Abort,rel:terminates_locally} e_r14{src:Gate,trg:DP,rel:cond,A{note:"replan_if_missing_tools"}} e_r15{src:Gate,trg:Probe,rel:cond,A{note:"abort_on_unfeasible"}} e_r16{src:RecDec,trg:DP,rel:expands,A{note:"expand_next_actions"}} e_r17{src:Abort,trg:RecDec,rel:ended_local} e_r18{src:RecDec,trg:SCC,rel:check,A{note:"check_deps_and_min_truth"}} e_r19{src:RecDec,trg:Disambig,rel:lowcf} e_r20{src:Disambig,trg:FailDiff,rel:stab} e_r21{src:RecDec,trg:AOnly,rel:rule} e_r22{src:RecDec,trg:QualRecDec,rel:metric} /* GIEL */ e_g1{src:GIEL,trg:GF,rel:contains} e_g2{src:GIEL,trg:HD,rel:contains} e_g3{src:GIEL,trg:RS,rel:contains} e_g4{src:GIEL,trg:EE,rel:contains} e_g5{src:GIEL,trg:DPR,rel:contains} e_g6{src:GIEL,trg:CL,rel:contains} e_g7{src:GF,trg:FQS,rel:dep} e_g8{src:HD,trg:GF,rel:dep} e_g9{src:RS,trg:HD,rel:dep} e_g10{src:EE,trg:RS,rel:dep} e_g11{src:DPR,trg:AE,rel:dep} e_g12{src:CL,trg:WM,rel:updates} e_g13{src:CL,trg:MTS,rel:updates} e_g14{src:CL,trg:NTS,rel:updates} e_g15{src:RS,trg:MTS,rel:gates} e_g16{src:RS,trg:NTS,rel:gates} e_g17{src:EE,trg:AE,rel:generates} e_g18{src:DPR,trg:RS,rel:replan_if_missing_NTS} e_g19{src:DPR,trg:AE,rel:abort_if_unfeasible} e_g20{src:GIEL,trg:CL,rel:verified_by} e_g21{src:GIEL,trg:DPR,rel:stability_core} e_g22{src:GIEL,trg:WM,rel:causal_memory} /* Kuntura */ e_k1{src:Knt,trg:DSys,rel:defined_on} e_k2{src:Knt,trg:Vdir,rel:maps_to} e_k3{src:DSys,trg:Fupd,rel:evolve_via} e_k4{src:Fupd,trg:AEps,rel:perturbed_by} e_k5{src:Knt,trg:P1,rel:property} e_k6{src:Knt,trg:P2,rel:property} e_k7{src:Knt,trg:P3,rel:property} e_k8{src:Knt,trg:P4,rel:property} e_k9{src:Knt,trg:Ggen,rel:generated_by} e_k10{src:Fupd,trg:Knt,rel:guided_by} e_k11{src:Knt,trg:Attractor,rel:emerges_with} e_k12{src:Knt,trg:FQK,rel:distilled_as} e_k13{src:DSys,trg:Omap,rel:contains_optional} /* Darwin / CAS */ e_v1{src:Darwin,trg:CAS,rel:embed} e_v2{src:CASCond,trg:Darwin,rel:iff} e_v3{src:Market,trg:CAS,rel:iso} e_v4{src:PlanStruct,trg:CAS,rel:anti} e_v5{src:AIEco,trg:CAS,rel:iso} e_v6{src:AIEco,trg:Darwin,rel:req} e_v7{src:AIRole,trg:DVar,rel:imp} e_v8{src:ToolEvo,trg:DSel,rel:same} e_v9{src:MemEvo,trg:DRet,rel:map} e_v10{src:AE_TU,trg:DRet,rel:base} e_v11{src:RTPA,trg:AIEco,rel:support} e_v12{src:EcoReq,trg:PlanStruct,rel:conflict} e_v13{src:SEClassic,trg:PlanStruct,rel:eq} e_v14{src:MetaTruth,trg:NoHardCat,rel:support} e_v15{src:NoHardCat,trg:Unifica,rel:support} e_v16{src:Unifica,trg:AIEco,rel:embed} } R{ r1{α:If-CAS-Then-Darwin,β:"∀sys(CAS(sys)⇒Darwin-Law)",t:thm} r2{α:AI-Eco-Necessity,β:"AI-Eco⇒CAS⇒Darwin",t:thm} r3{α:Plan-Impossible,β:"¬∃sys(plan) s.t. CAS-compatible",t:thm} r4{α:SE-Fail,β:"SE-Classic⇒Plan-Struct⇒¬CAS⇒Fail-long-horizon",t:thm} r5{α:No-Hard-Categories,β:"Unified-Structure⇒discipline-boundaries-invalid",t:thm} r6{α:Structure-Isomorph,β:"Darwin≅CAS≅Market≅AI-Eco",t:thm} r7{α:DDES-Loop,β:"robust_embodied_intelligence⇒effective_DDES(possibly_implicit)",t:thm} r8{α:Halluc-Def,β:"hallucination = DEC/EXE not constrained by AE-based TDOM/MTS",t:def} r9{α:Knt-Constraint,β:"Knt≠external_intent≠reward_bound≠human_motive",t:cons} r10{α:Knt-Emergence,β:"state_space∧Fupd∧nonlinear_feedback∧local_anchor⇒multi_Knt_fields",t:thm} } A{ a1{anchor:"Goal_executable⇒(MTS⊇MTS_req(goal)∧NTS⊇NTS_req(goal))"} a2{anchor:"DET≈ID-Expand from L-GECID (parallel_InfoExpansion)"} a3{anchor:"DEC≈GreedyStep from L-GECID under current_TDOM (serial_collapse)"} a4{anchor:"GIEL implements DDES at agent_exec_loop level"} } ---