eduKateSG.IC.GeniusCorridor.InterstellarSimulation. FailureAtlas.CollapsePrevention.v1.0

# =========================================================
# NEXT PACK (3 deliverables)
# 1) Ultra-High Genius Corridor (Interstellar-Level Simulation Track)
# 2) Failure Atlas for Gifted (30 predictable collapse patterns)
# 3) Full Collapse Prevention System Map (School + Parent + University integration)
#
# IDs:
#   1) eduKateSG.IC.GeniusCorridor.InterstellarSimulation.v1.0
#   2) eduKateSG.IC.Gifted.FailureAtlas30.v1.0
#   3) eduKateSG.IC.CollapsePrevention.SystemMap.v1.0
# =========================================================
# =========================================================
# 1) ULTRA-HIGH GENIUS CORRIDOR
#    Interstellar-Level Simulation Track (Genius P3 → P3.5 behavior)
# =========================================================
GeniusCorridor_InterstellarSimulation:
  Meta:
    ID: eduKateSG.IC.GeniusCorridor.InterstellarSimulation.v1.0
    Version: v1.0
    Purpose:
      - "Train a learner to build, stress-test, and repair civilisation-grade simulations."
      - "Convert raw talent into verified corridor power (no hallucination, no overconfidence)."
    CoreLaw:
      - "Genius without Verification is a collapse machine."
      - "All simulation work must be bounded by assumptions, tests, and rollback triggers."
    EntryGate:
      - "P3Affinity >= 0.88 sustained 2 terms"
      - "Gold/Platinum P3 badge"
      - "Oracle endorsement"
      - "StressResilienceIndex stable"
    ExitGate:
      - "Can stabilise a simulated crisis by truncation+stitching"
      - "Produces bounded conclusions"
      - "Passes alternate-model compare"
  TrackStructure:
    Levels: [L1, L2, L3, L4, L5]
    TimeHorizon:
      L1: "8–12 weeks"
      L2: "12–16 weeks"
      L3: "16–24 weeks"
      L4: "24–36 weeks"
      L5: "1–2 years (capstone)"
    WeeklyCycle:
      - "Depth build (theory + primitives)"
      - "Model build (toy sim)"
      - "Stress tests (variation week)"
      - "Audit + postmortem"
      - "Ship (artifact release)"
  SimulationDomains:
    - Sim.EnergyContinuity
    - Sim.WaterContinuity
    - Sim.FoodContinuity
    - Sim.HealthShock
    - Sim.GovernanceFailure
    - Sim.EducationPipeline
    - Sim.LogisticsBreakdown
    - Sim.MultiLaneCoupling
  LevelCurriculum:
    L1_ToySimulationBasics:
      Goal:
        - "Build a toy sim with explicit inputs/outputs and 1 metric."
      MustInclude:
        - Assumptions: ">=3"
        - Tests: ">=5"
        - EdgeCases: ">=2"
      Examinables:
        Depth: "Explain the model in 1 page (mechanism, constraints)"
        Stability: "Run 20 trials without breaking under variation"
        Transfer: "Apply same structure to a second domain"
        Verification: "Audit pack passes Oracle rubric"
        Coordination: "Present to peer; peer reproduces run"
      PassCriteria:
        - "Peer reproduction success"
        - "Bounded conclusions (no universal claims)"
    L2_ShockAndStitch:
      Goal:
        - "Inject shocks; detect drift; truncate; stitch back to stable band."
      MustInclude:
        - "Shock library: >=10 shocks"
        - "Stop-loss triggers"
      Examinables:
        - "Crisis stabilisation drill (simulated)"
        - "Repair corridor write-up"
        - "Sensitivity analysis (>=3 parameters)"
      PassCriteria:
        - "Stabilises 7/10 shock runs"
        - "Repair plan is feasible + bounded"
    L3_CoupledLattices:
      Goal:
        - "Couple 2–3 sims; manage cross-lane failure propagation."
      MustInclude:
        - "Interface contracts between subsystems"
        - "Failure trace chains (>=5)"
      Examinables:
        - "Coupling justification"
        - "Cross-lane repair strategy"
        - "Alternate model compare"
      PassCriteria:
        - "Coupled model runs stable in baseline"
        - "No hidden dependencies"
    L4_RealDataAndCalibration:
      Goal:
        - "Calibrate toy sims using real signals (without overfitting)."
      MustInclude:
        - "Calibration dataset"
        - "Validation split"
        - "Model mismatch analysis"
      Examinables:
        - "Calibration report"
        - "Generalisation test"
        - "Audit board defence"
      PassCriteria:
        - "Generalises to holdout"
        - "Mismatch is documented and bounded"
    L5_CivilisationGradeCapstone:
      Goal:
        - "Build an integrated simulation (>=3 lanes) + publish SOP + run crisis drills."
      MustInclude:
        - "Replication package"
        - "Rollback plan"
        - "Operator runbook"
        - "Oracle audit report"
      Examinables:
        - "Ship artifact"
        - "Crisis stabilisation"
        - "Teach-back (Operator run)"
        - "Policy/engineering fix proposal + re-run"
      PassCriteria:
        - "Stabilises crisis under high variation"
        - "Peer team can run it"
        - "Bounded conclusions"
        - "Alternate model compare completed"
  GeniusGuardrails:
    MandatoryRules:
      - "No new feature without tests."
      - "No claim without boundaries."
      - "No pilot without rollback."
      - "Weekly Oracle audit sample."
    StopLoss:
      - "If VerificationCompliance < 0.80 for 2 weeks → downgrade to L1 repair."
      - "If StressRise persists → BufferReset before continuing."
# =========================================================
# 2) FAILURE ATLAS FOR GIFTED (30 PATTERNS)
# =========================================================
Gifted_FailureAtlas30:
  Meta:
    ID: eduKateSG.IC.Gifted.FailureAtlas30.v1.0
    Version: v1.0
    Use:
      - "Predict collapse before it happens."
      - "Route to truncation+repair corridor."
    Format:
      Pattern:
        ID: "GF-##"
        Trigger
        Symptom
        RootMechanism
        Truncation
        Repair
        Stitch
        Retest
  Patterns:
    # --- Verification collapses ---
    - {ID: GF-01, Trigger: "Speed obsession", Symptom: "no tests", RootMechanism: "Operator dominance without Oracle",
       Truncation: "slow down 30%", Repair: "test pack drills", Stitch: "reintroduce speed gradually", Retest: "audit pass"}
    - {ID: GF-02, Trigger: "AI shortcut", Symptom: "plausible nonsense", RootMechanism: "verification bypass",
       Truncation: "guided-only AI", Repair: "independent cross-check", Stitch: "limited AI return", Retest: "edge-case exam"}
    - {ID: GF-03, Trigger: "Overconfidence", Symptom: "won’t check", RootMechanism: "identity fused to correctness",
       Truncation: "remove high stakes", Repair: "bounded claims practice", Stitch: "small competitions", Retest: "audit report"}
    - {ID: GF-04, Trigger: "Perfectionism", Symptom: "can’t ship", RootMechanism: "Oracle paralysis",
       Truncation: "minimum viable artifact", Repair: "ship-first protocol", Stitch: "increase rigor later", Retest: "deadline sprint"}
    - {ID: GF-05, Trigger: "Novelty addiction", Symptom: "unfinished projects", RootMechanism: "Architect runaway",
       Truncation: "freeze new ideas", Repair: "finish-what-started", Stitch: "one pilot/month", Retest: "ship + audit"}
    # --- Stability collapses ---
    - {ID: GF-06, Trigger: "High load stacking", Symptom: "burnout", RootMechanism: "buffers depleted",
       Truncation: "cut 50% load", Repair: "BufferReset", Stitch: "2–4 week ramp", Retest: "stress week"}
    - {ID: GF-07, Trigger: "Competition trauma", Symptom: "panic", RootMechanism: "stress association",
       Truncation: "remove competitions", Repair: "stress inoculation lite", Stitch: "friendly matches", Retest: "timed set"}
    - {ID: GF-08, Trigger: "Sleep debt", Symptom: "erratic brilliance", RootMechanism: "stability bandwidth collapse",
       Truncation: "sleep restore", Repair: "routine enforcement", Stitch: "return to load", Retest: "stability index"}
    - {ID: GF-09, Trigger: "Social conflict", Symptom: "shutdown", RootMechanism: "coordination stress",
       Truncation: "reduce team load", Repair: "interface contract", Stitch: "gradual team rejoin", Retest: "coordination rating"}
    - {ID: GF-10, Trigger: "Too many lanes", Symptom: "shear", RootMechanism: "excess choice",
       Truncation: "reduce lanes to 2", Repair: "choose primary/secondary", Stitch: "add third later", Retest: "transfer tasks"}
    # --- Transfer collapses ---
    - {ID: GF-11, Trigger: "Silo mastery", Symptom: "fails new context", RootMechanism: "transfer not trained",
       Truncation: "pause new depth", Repair: "transfer studio weekly", Stitch: "restore depth", Retest: "unseen variants"}
    - {ID: GF-12, Trigger: "Pattern hallucination", Symptom: "sees false structure", RootMechanism: "overfitting",
       Truncation: "reduce complexity", Repair: "calibration+holdout", Stitch: "increase complexity", Retest: "generalisation test"}
    - {ID: GF-13, Trigger: "Bad analogy", Symptom: "wrong mapping", RootMechanism: "shallow similarity",
       Truncation: "stop cross-domain claims", Repair: "invariant mapping template", Stitch: "retry mapping", Retest: "transfer audit"}
    - {ID: GF-14, Trigger: "Tool dependence", Symptom: "can’t work without tool", RootMechanism: "skill not internalised",
       Truncation: "tool fasting", Repair: "manual core drills", Stitch: "tool return bounded", Retest: "no-tool exam"}
    - {ID: GF-15, Trigger: "Complexity jump", Symptom: "confusion", RootMechanism: "missing mid-layer binds",
       Truncation: "step down one layer", Repair: "bridge modules", Stitch: "step back up", Retest: "bridge test"}
    # --- Coordination collapses ---
    - {ID: GF-16, Trigger: "Solo genius isolation", Symptom: "team failure", RootMechanism: "no interfaces",
       Truncation: "reduce project scope", Repair: "write SOP + interface contract", Stitch: "rejoin team", Retest: "peer reproduction"}
    - {ID: GF-17, Trigger: "Leadership too early", Symptom: "overload", RootMechanism: "role mismatch",
       Truncation: "reduce leadership", Repair: "Operator stability first", Stitch: "micro-lead roles", Retest: "programme delivery"}
    - {ID: GF-18, Trigger: "Toxic feedback", Symptom: "rage/shame", RootMechanism: "identity threat",
       Truncation: "remove harmful context", Repair: "safe critique protocol", Stitch: "reintroduce critique", Retest: "postmortem quality"}
    - {ID: GF-19, Trigger: "Communication drift", Symptom: "misunderstood", RootMechanism: "language not locked",
       Truncation: "freeze decisions", Repair: "definition lock + checkback", Stitch: "resume", Retest: "interface review"}
    - {ID: GF-20, Trigger: "Role shear", Symptom: "Operator asked to innovate", RootMechanism: "AVOO mismatch",
       Truncation: "restore role boundaries", Repair: "assign Architect tasks to Architect", Stitch: "gradual hybrid", Retest: "role drill"}
    # --- Emotional/identity collapses ---
    - {ID: GF-21, Trigger: "Praise addiction", Symptom: "risk avoidance", RootMechanism: "identity fused to winning",
       Truncation: "reduce external ranking", Repair: "process praise", Stitch: "measured competitions", Retest: "stress set"}
    - {ID: GF-22, Trigger: "Shame spiral", Symptom: "refuses work", RootMechanism: "fear loop",
       Truncation: "scope cut", Repair: "micro-wins + safety", Stitch: "increase load", Retest: "attendance + logs"}
    - {ID: GF-23, Trigger: "Parent pressure", Symptom: "collapse under home load", RootMechanism: "Z1 overload",
       Truncation: "ParentBufferReset", Repair: "home protocol alignment", Stitch: "reintroduce goals", Retest: "stability index"}
    - {ID: GF-24, Trigger: "Peer isolation", Symptom: "drops motivation", RootMechanism: "belonging deficit",
       Truncation: "join cohort", Repair: "team micro roles", Stitch: "lead later", Retest: "coordination rating"}
    - {ID: GF-25, Trigger: "Meaning collapse", Symptom: "why bother", RootMechanism: "purpose drift",
       Truncation: "reduce load", Repair: "re-anchor mission", Stitch: "ship small artifact", Retest: "consistency index"}
    # --- Simulation-specific collapses ---
    - {ID: GF-26, Trigger: "Hidden assumptions", Symptom: "model breaks unexpectedly", RootMechanism: "assumptions unlisted",
       Truncation: "freeze feature", Repair: "assumption inventory", Stitch: "rebuild", Retest: "audit pass"}
    - {ID: GF-27, Trigger: "Overfitting data", Symptom: "fails holdout", RootMechanism: "calibration misuse",
       Truncation: "reduce parameters", Repair: "holdout discipline", Stitch: "reintroduce complexity", Retest: "generalisation test"}
    - {ID: GF-28, Trigger: "No rollback plan", Symptom: "pilot harms system", RootMechanism: "unsafe innovation",
       Truncation: "stop pilot", Repair: "rollback triggers", Stitch: "pilot bounded", Retest: "pilot audit"}
    - {ID: GF-29, Trigger: "Coupling explosion", Symptom: "cascade failures", RootMechanism: "interfaces weak",
       Truncation: "decouple subsystems", Repair: "interface contracts", Stitch: "re-couple gradually", Retest: "coupled stress test"}
    - {ID: GF-30, Trigger: "Unbounded claims", Symptom: "false authority", RootMechanism: "narrative > evidence",
       Truncation: "remove claim", Repair: "bounded conclusion template", Stitch: "re-issue bounded", Retest: "oracle defence"}
# =========================================================
# 3) FULL COLLAPSE PREVENTION SYSTEM MAP
#    School + Parent + University integration
# =========================================================
CollapsePrevention_SystemMap:
  Meta:
    ID: eduKateSG.IC.CollapsePrevention.SystemMap.v1.0
    Version: v1.0
    CoreLaw:
      - "Prevent collapse by detecting drift early and truncating load before identity failure."
    Layers:
      Z1: "Home buffers"
      Z2: "School execution"
      Z3: "Programme design"
      Z4: "Institution networks"
      Z5: "National ecosystem"
      Z6: "Civilisation-grade integration"
  SystemNodes:
    Node.HomeParentIntegration:
      Inputs: ["sleep", "routine", "device boundaries", "emotional safety"]
      Outputs: ["buffer stability", "verification support"]
      Sensors: ["sleep debt", "stress events", "routine adherence"]
    Node.CCAProgramme:
      Inputs: ["physical", "technical", "civic", "expeditionary"]
      Outputs: ["stability under variation", "coordination", "stress inoculation"]
      Sensors: ["stability index", "recovery time", "coordination rating"]
    Node.AcademicExaminables:
      Inputs: ["depth tasks", "timed sets", "transfer tasks", "verification logs"]
      Outputs: ["D/S/T/V baseline corridor"]
      Sensors: ["term pass rate", "verification compliance", "transfer success"]
    Node.RouterMappingEngine:
      Inputs: ["drift signals"]
      Outputs: ["repair corridor plan", "retest schedule"]
      Actuators: ["truncate", "buffer restore", "stitch"]
    Node.OracleAuditBoard:
      Inputs: ["logs", "tests", "assumptions", "artifacts"]
      Outputs: ["pass/fail audits", "bounded conclusions", "badge certification"]
      Actuators: ["AI lock", "recertification", "downgrade scope"]
    Node.GiftedTrackEngine:
      Inputs: ["P3Affinity high", "role bias", "audit pass"]
      Outputs: ["accelerated corridors", "pilot projects"]
      Actuators: ["rollback triggers", "stop-loss", "downgrade to repair"]
    Node.UniversityFoundry:
      Inputs: ["lane modules", "capstones", "crisis sims"]
      Outputs: ["verified artifacts", "coordination readiness"]
      Sensors: ["replication success", "crisis pass rate", "consistency index"]
  ControlLoops:
    Loop1_EarlyDriftPrevention:
      Detect: ["sleep debt", "verification drop", "avoidance"]
      Act: ["truncate load", "restore buffers"]
      Verify: ["stability index recovers"]
    Loop2_PerformanceIntegrity:
      Detect: ["no tests", "unbounded claims", "AI shortcut"]
      Act: ["Oracle gate", "AI guided lock"]
      Verify: ["audit pass + edge cases"]
    Loop3_StressInoculation:
      Detect: ["panic in competitions"]
      Act: ["simulation-lite drills + recovery protocol"]
      Verify: ["stress week pass"]
    Loop4_GiftedSafety:
      Detect: ["novelty addiction", "overconfidence"]
      Act: ["freeze pilots + require rollback"]
      Verify: ["bounded conclusions + tests"]
  ReleaseValveIntegration:
    Trigger:
      - "2 consecutive failures OR 2-week drift persistence"
    Action:
      - "ReleaseValveProtocol + RecoveryLevel assignment"
    ExitCriteria:
      - "stability restored + verification compliance >= threshold"
  Outputs_End_A6:
    - "Learner: self-detects drift + self-truncates + stitches back"
    - "Parent: supports buffers + verification"
    - "School: runs repair loops fast"
    - "University: audits truth + ships artifacts"