eduKateSG.IC.MasterMap.RegenerativeLoop.v1.0

# =========================================================
# ONE-PAGE MASTER ARCHITECTURE MAP (Structured Text Diagram)
# Closed Regenerative Loop:
# Infancy → School → CCA → Gifted → University → Career Lattice
# → Crisis Stabilisation → Civilisation Stability → (feeds back into Infancy/Home)
#
# ID: eduKateSG.IC.MasterMap.RegenerativeLoop.v1.0
# =========================================================
MasterMap_RegenerativeLoop:
  Meta:
    ID: eduKateSG.IC.MasterMap.RegenerativeLoop.v1.0
    Version: v1.0
    SystemName: "eduKateSG Interstellar-Core Education System"
    CoreLaw:
      - "Civilisation stability depends on regeneration: capability throughput must exceed decay under load."
    ControlPrimitivesUsed:
      - "Verification (assumptions/tests/edge cases)"
      - "Truncation + Stitching (Release Valve)"
      - "P0–P3 corridor mapping"
      - "D/S/T/V/C scoring"
      - "AVOO role gating (Architect/Visionary/Oracle/Operator)"
    Outputs:
      - "P3-ready graduates"
      - "Crisis stabilisers"
      - "Verified lane capability"
      - "Reduced collapse rate via early drift control"
  # =======================================================
  # NODE MAP (Z-level hints: Z1 home, Z2 school execution, Z3 programme, Z6 civilisation)
  # =======================================================
  Nodes:
    N1_Infancy_Years1to3:
      Label: "Infancy & Early Childhood (Buffer + Language + Regulation)"
      PrimaryFunctions:
        - "Z1 buffer formation (sleep, food, safety)"
        - "attachment safety → stress recovery baseline"
        - "language exposure → meaning lattice seeds"
      Outputs:
        - "basic regulation"
        - "attention windows"
        - "early vocabulary binds"
      Sensors:
        - "sleep stability"
        - "emotion recovery time"
        - "language exposure frequency"
      Actuators:
        - "Parent buffer protocol"
        - "device boundary"
      EdgesOut:
        - To: N2_School_Foundation
          Edge: "Readiness for structured learning (routine + attention)"
      FailureTrace:
        - "unstable buffers → stress sensitivity → later stability collapse"
    N2_School_Foundation_Years4to12:
      Label: "School Foundation (Depth + Verification habit begins)"
      PrimaryFunctions:
        - "core literacy/numeracy"
        - "verification habit introduction (gentle)"
        - "routine + small accountability"
      Outputs:
        - "Depth baseline (D)"
        - "early Verification (V) habit"
        - "basic Transfer (T) across contexts"
      Sensors:
        - "weekly D/S/T/V/C snapshot"
        - "avoidance signals"
        - "verification log completion"
      Actuators:
        - "micro-repair corridors"
        - "release valve if overload"
      EdgesIn:
        - From: N1_Infancy_Years1to3
          Edge: "buffer stability feeds learning"
      EdgesOut:
        - To: N3_CCA_Core
          Edge: "CCA as stability + coordination engine"
        - To: N4_GiftedGate
          Edge: "high performers routed to gifted safety track"
        - To: N5_ReleaseValveAndRecovery
          Edge: "struggling learners routed to repair not punishment"
    N3_CCA_Core:
      Label: "CCA (Applied Corridor Training Under Variation)"
      PrimaryFunctions:
        - "stability under stress"
        - "coordination and role discipline"
        - "identity resilience via failure-safe challenges"
      Outputs:
        - "StabilityIndex (S)"
        - "Coordination rating (C)"
        - "Stress recovery skill"
      Sensors:
        - "recovery time"
        - "stress response quality"
        - "team interface behavior"
      Actuators:
        - "adjust intensity"
        - "swap tracks to fix weakest pillar"
      EdgesOut:
        - To: N2_School_Foundation_Years4to12
          Edge: "CCA strengthens academic stability and reduces drift"
        - To: N4_GiftedGate
          Edge: "CCA performance provides proof of stress readiness"
        - To: N6_University_Foundry
          Edge: "portfolio entries + leadership moments"
    N4_GiftedGate:
      Label: "Gifted Programmes (AVOO-integrated acceleration with Oracle gate)"
      EntryConditions:
        - "P3Affinity >= threshold sustained"
        - "VerificationIntegrity stable"
        - "StressSafety stable"
      PrimaryFunctions:
        - "truncation of redundancy (not skipping foundations)"
        - "earlier cross-lane transfer"
        - "architect-seed labs with rollback"
      Outputs:
        - "accelerated corridor proofs"
        - "pilot+rollback discipline"
        - "simulation track readiness"
      Sensors:
        - "verification compliance trend"
        - "novelty addiction flags"
        - "bounded conclusion quality"
      Actuators:
        - "freeze pilots"
        - "downgrade to repair"
      EdgesOut:
        - To: N6_University_Foundry
          Edge: "fast lane into audits + simulations"
        - To: N5_ReleaseValveAndRecovery
          Edge: "gifted burnout repair corridor"
    N5_ReleaseValveAndRecovery:
      Label: "Release Valve + Recovery Corridors (Collapse Escape Routes)"
      TriggerSignals:
        - "2 drift signals OR 2 consecutive fails OR panic spike OR V drop"
      PrimaryFunctions:
        - "truncate load before identity collapse"
        - "restore buffers"
        - "rebuild core"
        - "stitch back gradually"
      Outputs:
        - "stability restored"
        - "verification habit restored"
        - "re-entry clearance"
      Sensors:
        - "sleep debt"
        - "avoidance"
        - "verification log completion"
      Actuators:
        - "load cut 30–50%"
        - "topic freeze"
        - "retest scheduling"
      EdgesOut:
        - To: N2_School_Foundation_Years4to12
          Edge: "returns learner to corridor safely"
        - To: N3_CCA_Core
          Edge: "resume stress training only after buffers restored"
        - To: N6_University_Foundry
          Edge: "adult learners also enter recovery corridors"
    N6_University_Foundry:
      Label: "Civilisation-Grade University (Artifact Foundry + Oracle Audit)"
      PrimaryFunctions:
        - "lane modules"
        - "artifact shipping"
        - "crisis simulations"
        - "oracle audit defence"
      Outputs:
        - "verified artifacts"
        - "badge renewals"
        - "degree bundles"
      Sensors:
        - "replication success"
        - "audit pass rate"
        - "crisis stabilisation pass rate"
      Actuators:
        - "AI usage lock"
        - "scope downgrade"
        - "repair corridors"
      EdgesOut:
        - To: N7_CareerLattice_Deployment
          Edge: "graduates enter lane deployment with proof bundles"
    N7_CareerLattice_Deployment:
      Label: "Career Lattice (Lane deployment + Role readiness)"
      PrimaryFunctions:
        - "place humans into lanes with verified corridor proofs"
        - "maintain badge renewal (no decay into false competence)"
      Outputs:
        - "operators who can run systems"
        - "oracles who can audit truth"
        - "visionaries who can upgrade systems safely"
        - "architect-seeds who can create corridors with rollback"
      Sensors:
        - "incident rates"
        - "audit failure rates"
        - "coordination breakdowns"
      Actuators:
        - "recertification"
        - "lane re-routing"
        - "crisis drills"
      EdgesOut:
        - To: N8_CrisisStabilisation
          Edge: "career field produces stabilisers for shocks"
    N8_CrisisStabilisation:
      Label: "Crisis Stabilisation (Detect → Truncate → Repair → Stitch)"
      PrimaryFunctions:
        - "contain cascades"
        - "restore operation"
        - "postmortem and upgrade"
      Outputs:
        - "reduced damage rate"
        - "faster repair rate"
        - "better playbooks"
      Sensors:
        - "early warning signals"
        - "time-to-stabilise"
        - "postmortem quality"
      Actuators:
        - "stop-loss triggers"
        - "resource reallocation"
        - "temporary load shedding"
      EdgesOut:
        - To: N9_CivilisationStability
          Edge: "stabilisation preserves civilisation throughput"
    N9_CivilisationStability:
      Label: "Civilisation Stability (Regeneration exceeds decay under load)"
      PrimaryFunctions:
        - "maintain core capability pipelines"
        - "preserve social coordination under shocks"
      Outputs:
        - "stable service continuity"
        - "economic/social resilience"
        - "low collapse probability"
      Sensors:
        - "system-wide drift signals"
        - "capability pipeline health"
      Actuators:
        - "invest in education regeneration"
        - "reinforce audit institutions"
        - "expand buffers in households"
      FeedbackEdges:
        - To: N1_Infancy_Years1to3
          Edge: "civilisation stability funds buffers and early childhood support"
        - To: N2_School_Foundation_Years4to12
          Edge: "stable institutions reinforce quality teaching + curriculum"
        - To: N3_CCA_Core
          Edge: "stable communities provide safe CCA infrastructure"
  # =======================================================
  # CONTROL LOOPS (closed-loop logic)
  # =======================================================
  ControlLoops:
    Loop_A_EducationRegeneration:
      Path:
        - "N1 → N2 → N6 → N7 → N9 → (feedback to N1,N2)"
      Function:
        - "Generate new capability each generation faster than decay."
    Loop_B_CollapsePrevention:
      Path:
        - "Any node drift → N5 (Release Valve) → repair → re-entry"
      Function:
        - "Prevent P0 identity collapse and capability loss."
    Loop_C_GiftedSafetyAndInnovation:
      Path:
        - "N4 (Gifted) → N6 (Audit) → N7 (Deployment) → N8 (Crisis) → N9"
      Function:
        - "Allow genius-level exploration without system harm via Oracle gate + rollback."
    Loop_D_VerificationIntegrity:
      Path:
        - "CORE.Verification across all nodes"
      Function:
        - "Prevent plausible nonsense and false competence, including AI shortcuts."
  # =======================================================
  # SINGLE-LINE FAILURE TRACE (system-level)
  # =======================================================
  FailureTrace_SystemLevel:
    - "Z1 buffers weak → school stability drops → verification bypass → false competence rises → career misplacement → crisis fails → civilisation damage rate rises."
  # =======================================================
  # SINGLE-LINE REPAIR TRACE (system-level)
  # =======================================================
  RepairTrace_SystemLevel:
    - "Detect drift early → truncate load → restore buffers → rebuild core verification → stitch back → certify with audits → deploy correctly → stabilise crises → preserve civilisation throughput."