eduKateSG.IC.Pages.HardeningAddOnPack.v1.0

# =========================================================
# ADD-ON HARDENING PACK (Add ALL)
# Append these blocks into the 3 pages.
#
# Blocks:
#   B0 Limits & Non-Claims (all pages)
#   B1 Oracle Capacity Ratios + Audit Frequency (Pages 1–2; referenced by Page 3)
#   B2 Anti-Bureaucracy Enforcement Rules (Pages 1–2; referenced by Page 3)
#   B3 Global Equivalence Exam Pack (Page 3 primary; referenced by Pages 1–2)
#   B4 Equity & Access Safeguards (Page 2 primary; referenced by Page 3)
#   B5 ChronoHelm Failure Atlas + Counter-Controls (Page 2)
#   B6 Any-Country Integration Adapter (Page 3)
#
# ID: eduKateSG.IC.Pages.HardeningAddOnPack.v1.0
# =========================================================
HardeningAddOnPack:
  Meta:
    ID: eduKateSG.IC.Pages.HardeningAddOnPack.v1.0
    Version: v1.0
    InstallInstruction:
      - "Append B0 to Page1, Page2, Page3."
      - "Append B1+B2 to Page2; summary references in Page1 and Page3."
      - "Append B3+B6 to Page3."
      - "Append B4+B5 to Page2."
    NoNewPrimitives:
      - "Uses existing primitives only: D/S/T/V/C, VerificationPack, ReleaseValve, ChronoHelmAI, Oracle audits, retests."
# =========================================================
# B0) LIMITS & NON-CLAIMS (APPEND TO ALL PAGES)
# =========================================================
  B0_LimitsAndNonClaims:
    BlockID: eduKateSG.IC.Block.LimitsNonClaims.v1.0
    Title: "Limits & Non-Claims (Read before interpreting)"
    Text:
      - "The projections shown are structural simulations, not calibrated forecasts for any specific country."
      - "The claim is direction-of-effect: gating verification + controlling load + repair routing prevents drift compounding over decades."
      - "Outcomes depend on enforcement quality (Oracle capacity, load cap compliance, audit integrity) and buffer support."
      - "This system does not claim to replace national subject standards; it overlays execution control over any curriculum."
      - "No individual learner is predicted; the model describes population-level tendencies."
# =========================================================
# B1) ORACLE CAPACITY RATIOS + AUDIT FREQUENCY (PAGES 1–2)
# =========================================================
  B1_OracleCapacityAndAudits:
    BlockID: eduKateSG.IC.Block.OracleCapacity.AuditFrequency.v1.0
    Title: "Minimum Oracle Capacity (Scaling constraint) + Audit Frequency"
    Purpose:
      - "Prevent audit theatre and keep badges meaningful."
      - "Quantify the bottleneck so scaling does not outrun truth enforcement."
    MinimumStaffingRatios:
      # Ratios are deliberately expressed as ranges (country-agnostic).
      Age4_10:
        OraclePerLearners: "1 : 1500–2500"
        Reason: "Low stakes; focus on habits + buffer stability; audits are sampling-based."
      Age11_14:
        OraclePerLearners: "1 : 800–1500"
        Reason: "Higher variation + early exam pressure; verification must be enforced."
      Age15_18:
        OraclePerLearners: "1 : 500–1000"
        Reason: "High-stakes outputs; drift compounding risk rises."
      Age19_22:
        OraclePerLearners: "1 : 250–600"
        Reason: "Artifact shipping + capstones + replication; audit intensity increases."
    AuditCadence_Minimum:
      RandomReplicationAudits:
        Age4_10: "5% of major artifacts per term"
        Age11_14: "8% per term"
        Age15_18: "12% per term"
        Age19_22: "20% per term"
      MandatoryAuditTriggers:
        - "Any unbounded conclusion"
        - "Any repeat audit fail"
        - "Any major drift event (2 drift signals)"
        - "Any GiftedGate acceleration request"
      AuditDefinition:
        - "Audit = independent reproduction by a peer/assessor using the submitted VerificationPack + steps/runbook."
    EscalationRules:
      TeacherCanPassIf:
        - "VerificationPack complete"
        - "No drift triggers"
        - "Artifact passes local rubric"
      MustEscalateToOracleIf:
        - "VerificationIntegrity < 0.70"
        - "Audit fail in last 8 weeks"
        - "Crisis drill participation"
        - "Capstone shipping or public artifact"
    BadgeExpiryRules:
      DefaultExpiry:
        - "Bronze: 12 months"
        - "Silver: 18 months"
        - "Gold: 24 months"
        - "Platinum: 36 months"
      RenewalRequirement:
        - "Retest + random replication audit pass"
# =========================================================
# B2) ANTI-BUREAUCRACY ENFORCEMENT RULESET (PAGES 1–2)
# =========================================================
  B2_AntiBureaucracyRules:
    BlockID: eduKateSG.IC.Block.AntiBureaucracy.EnforcementRules.v1.0
    Title: "Anti-Bureaucracy Rules (Keep it real)"
    CoreRule:
      - "Evidence must be reproducible. Paperwork without reproduction is invalid."
    Rules:
      R1_RandomReplication:
        - "Run random replication audits each term (B1 cadence)."
      R2_PeerReproduction:
        - "A badge is valid only if another person can reproduce the result using the learner’s pack/runbook."
      R3_ExpiryAndRenewal:
        - "All badges expire and require retest + audit to renew."
      R4_NoPrestigeExemptions:
        - "Gifted/elite tracks are audited more, not less."
      R5_PauseIfTheatreDetected:
        Trigger:
          - "Logs rising but outcomes flat for 2 terms"
        Action:
          - "PAUSE scaling; repair governance; retrain auditors; reset incentives."
    AuditTheatre_Detectors:
      - "VerificationPacks exist but tests/edge cases are generic or copy-pasted"
      - "Replication fails despite high reported scores"
      - "Unbounded conclusions appear frequently"
      - "AI usage not aligned to tier rules"
# =========================================================
# B3) GLOBAL EQUIVALENCE EXAM PACK (PAGE 3 PRIMARY)
# =========================================================
  B3_GlobalEquivalenceExamPack:
    BlockID: eduKateSG.IC.Block.GlobalExamPack.v1.0
    Title: "Global Equivalence Exam Pack (Annual proof instrument)"
    Purpose:
      - "Provide a defensible, repeatable battery showing adequacy vs global norms without referencing any ministry."
    Structure:
      - "6 components, total 1–2 days per year (can be split across terms)."
    Components:
      E1_Math_Variation_Model:
        Goal: "Prove mathematical proficiency under variation + modelling"
        Examinable:
          - "Solve 2 variants + explain method + alternate check"
        RequiredArtifacts:
          - "VerificationPack"
          - "Worked solution + bounded conclusion"
      E2_Reading_Writing_BoundedConclusion:
        Goal: "Prove comprehension + reasoning + limits"
        Examinable:
          - "Write claim→evidence→limits + one counterargument"
        RequiredArtifacts:
          - "Assumptions + evidence mapping + limits statement"
      E3_Science_Uncertainty_Bias:
        Goal: "Prove reasoning under uncertainty"
        Examinable:
          - "Interpret dataset/experiment summary; identify bias; propose sensitivity check"
        RequiredArtifacts:
          - "Bias list + sensitivity plan + bounded decision"
      E4_CreativeThinking_Iteration:
        Goal: "Generate, evaluate, improve (not just ideate)"
        Examinable:
          - "Produce v0.1 → critique → v0.2 with explicit improvement rationale"
        RequiredArtifacts:
          - "Iteration log + rollback trigger if deployed"
      E5_CrisisDrill_Postmortem:
        Goal: "Detect→truncate→repair→stitch under simulated shock"
        Examinable:
          - "Run drill; apply ReleaseValve; produce postmortem + prevention update"
        RequiredArtifacts:
          - "Timeline: detect time, truncate time, recovery steps, retest schedule"
      E6_AuditDefence_Replication:
        Goal: "Truth enforcement"
        Examinable:
          - "Peer/Oracle reproduces a selected artifact; learner defends assumptions/tests/limits"
        RequiredArtifacts:
          - "Replication runbook + audit responses"
    Scoring:
      DSTVC_Rubric:
        - "Each component scored D/S/T/V/C (0–4)."
      PassRule:
        - "PASS requires: V>=2 on all components AND overall mean >=2.5"
      P3ReadyRule:
        - "P3Ready requires overall mean >=3.2 AND StabilityIndex threshold met"
      PublicationOutput:
        - "Publish anonymized national/regional summaries annually (trust infrastructure)."
# =========================================================
# B4) EQUITY & ACCESS SAFEGUARDS (PAGE 2 PRIMARY)
# =========================================================
  B4_EquityAndAccessSafeguards:
    BlockID: eduKateSG.IC.Block.EquityAccessSafeguards.v1.0
    Title: "Equity & Access Safeguards (Prevent competence islands)"
    RiskStatement:
      - "ChronoHelm + gating can widen inequality if buffer support and access are uneven."
    Safeguards:
      OfflineFirst:
        - "Full system must run with paper + periodic sync (OfflineMode)."
      CommunityBuffers:
        - "Provide safe study spaces, meals, quiet hours, device charging, supervised routines."
      MinimumBufferGuarantee:
        - "If SleepDebt chronic or housing instability: automatically route to buffer restoration + reduced load plan."
      NoStigmaDataPolicy:
        - "Data expires; no permanent labeling; no automated punishment."
      AccessParityRule:
        - "If full ChronoHelm exists only for elites, adoption must expand or national inequality increases."
    EquityMetricPack:
      - "P3Ready gap between top/bottom quintiles"
      - "VerificationIntegrity gap"
      - "Recovery success gap"
      - "Access-to-Oracle ratio by district"
# =========================================================
# B5) CHRONOHELM FAILURE ATLAS + COUNTER-CONTROLS (PAGE 2)
# =========================================================
  B5_ChronoHelmFailureAtlas:
    BlockID: eduKateSG.IC.Block.ChronoHelmFailureAtlas.v1.0
    Title: "ChronoHelmAI Failure Atlas (System failure modes) + Counter-Controls"
    FailureModes:
      F1_OverAutomationDependency:
        Symptom: "Students cannot plan without system prompts"
        Counter:
          - "Assistance fading schedule: reduce prompts as badges rise"
          - "Manual planning exam once per term"
      F2_OverrideAbuse:
        Symptom: "Principals/parents override caps; load stacking returns"
        Counter:
          - "Caps are hard rules; overrides require Oracle co-sign"
          - "Override audit trail + public summary"
      F3_TeachingToBadges:
        Symptom: "Optimizing score artifacts; weak real transfer"
        Counter:
          - "Random unseen transfer tasks"
          - "Replication audits"
      F4_SurveillanceCreep:
        Symptom: "Too much data; stigma risk"
        Counter:
          - "Data minimization + expiration enforced (Privacy contract)"
      F5_OracleCaptureOrCorruption:
        Symptom: "Prestige exemptions; selective enforcement"
        Counter:
          - "Oracle rotation"
          - "Independent replication audit team"
          - "No prestige exemptions rule (B2.R4)"
      F6_AuditBandwidthCollapse:
        Symptom: "Scaling outruns audits"
        Counter:
          - "Pause scaling rule (B2.R5)"
          - "Train more Oracles before expanding"
# =========================================================
# B6) ANY-COUNTRY INTEGRATION ADAPTER (PAGE 3)
# =========================================================
  B6_AnyCountryIntegrationAdapter:
    BlockID: eduKateSG.IC.Block.AnyCountryIntegrationAdapter.v1.0
    Title: "Any-Country Integration Adapter (Overlay principle)"
    Principle:
      - "Keep local curriculum and exams. InterstellarCore overlays execution control (verification, load control, repair routing, audits)."
    AdapterSteps:
      Step1_MapLocalOutcomesToArtifacts:
        - "For each subject outcome, define a Depth artifact + timed Stability variant + VerificationPack requirement."
      Step2_InstallControlLayer:
        - "ChronoHelmAI weekly caps + spacing engine + drift triggers."
      Step3_InstallRepair:
        - "Release Valve + recovery corridors + retests."
      Step4_InstallAudit:
        - "Oracle staffing ratios + replication audit cadence."
      Step5_OfflineSupport:
        - "OfflineMode for low connectivity; sync every 2 weeks."
      Step6_LanguageLocalization:
        - "Translate VerificationPack prompts; keep structure unchanged."
    MinimumViableDeployment:
      - "Tier0 safety cards + weekly caps + verification pack on major tasks + termly random replication audit."
    SuccessCondition:
      - "Do not scale beyond pilot unless audits remain reproducible and drift-to-repair turnaround improves."