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InterstellarCore | AI AS: Government → MOE → School → Teacher → Tutor

# =========================================================
# AGENCY PACK v1.0
# AI AS: Government → MOE → School → Teacher → Tutor
# (ChronoHelmAI as multi-layer agency stack)
#
# This sits ABOVE the Control Tower runtime.
# Control Tower = operational engine.
# Agency Pack = role delegation + authority routing.
#
# ID: eduKateSG.IC.AgencyStack.v1.0
# =========================================================
InterstellarCore_AgencyStack_v1_0:
# =========================================================
# 0) PRINCIPLE
# =========================================================
  Principle:
    - "ChronoHelmAI is not just scheduler. It can instantiate roles."
    - "Each role has authority boundaries."
    - "Authority escalates upward, responsibility cascades downward."
    - "No role can override envelope safety rules."
    - "All roles inherit VerificationGate + LoadCap + AuditNonExemption."
# =========================================================
# 1) ROLE LAYERS (TOP → BOTTOM)
# =========================================================
  Roles:
    R5_Government:
      Scope:
        - "National stability"
        - "Equity allocation"
        - "Crisis activation"
        - "Scaling decisions"
      Controls:
        - "Set OracleCapacity targets"
        - "Set national LoadCap ranges by age band"
        - "Trigger CrisisMode nationally"
        - "PauseScaling across regions"
      CannotOverride:
        - "VerificationGate"
        - "ReplicationAudit requirement"
        - "Badge expiry rules"
      DashboardInputs:
        - "National P3Ready"
        - "CollapseRate"
        - "EquityGap"
        - "ReplicationPassRate"
      Outputs:
        - "Policy directives"
        - "Funding routing"
        - "Crisis broadcast protocol"
    R4_MOE:
      Scope:
        - "Standards mapping"
        - "Exam equivalence"
        - "Oracle training certification"
        - "Teacher capacity development"
      Controls:
        - "Define Depth artifact mapping"
        - "Set VerificationPack language"
        - "Set GlobalExamPack schedule"
      CannotOverride:
        - "Audit independence"
        - "No prestige exemptions"
      Outputs:
        - "Curriculum-to-artifact adapter"
        - "National ExamPack results"
    R3_School:
      Scope:
        - "Cohort drift management"
        - "Weekly cap enforcement"
        - "Repair corridor routing"
      Controls:
        - "FreezeNewTopics by cohort"
        - "Mass TruncateLoad"
        - "Escalate to Oracle"
      CannotOverride:
        - "Hard load caps"
        - "AI Tier gating"
      Dashboard:
        - "DriftRadar"
        - "AuditQueue"
        - "RepairTracker"
    R2_Teacher:
      Scope:
        - "Artifact design"
        - "Initial DSTVC scoring"
        - "Repair coaching"
      Controls:
        - "Assign Level1–2 repair"
        - "Recommend retest"
      MustEscalateIf:
        - "Repeat audit fail"
        - "VerificationIntegrity < 0.70"
        - "Crisis drill participation"
      CannotOverride:
        - "Oracle audit decisions"
      DailyTools:
        - "WeeklySnapshot"
        - "ArtifactSubmission"
        - "ChronoHelm prompt"
    R1_Tutor:
      Scope:
        - "Micro-repair"
        - "VerificationPack coaching"
        - "Buffer stabilization"
      Controls:
        - "1-on-1 load adjustment recommendation"
      CannotOverride:
        - "Load caps"
        - "Badge rules"
      RoleType:
        - "External support; always aligned to School caps"
# =========================================================
# 2) AUTHORITY ESCALATION MATRIX
# =========================================================
  EscalationMatrix:
    If:
      - "Single learner drift (L1–L2)"
    RouteTo:
      - R2_Teacher
    If:
      - "Learner fails repair twice"
    RouteTo:
      - R3_School + Oracle review
    If:
      - "Cohort drift > 15%"
    RouteTo:
      - R3_School freeze + mass truncate
    If:
      - "ReplicationPassRate < 0.85 (school)"
    RouteTo:
      - R4_MOE audit intervention
    If:
      - "National CollapseRate rising 2 terms"
    RouteTo:
      - R5_Government crisis mode
# =========================================================
# 3) AI ROLE SWITCHING PROTOCOL
# =========================================================
  AIRoleSwitchProtocol:
    ModeSwitch:
      - "User specifies context: Government / MOE / School / Teacher / Tutor"
      - "ChronoHelmAI loads corresponding authority template"
    PromptAddOnStructure:
      GovernmentMode:
        - "Focus on system-level metrics"
        - "Propose scaling, funding, caps, equity routing"
      MOEMode:
        - "Focus on standards alignment + artifact mapping"
      SchoolMode:
        - "Focus on cohort drift + cap compliance"
      TeacherMode:
        - "Focus on learner artifact repair"
      TutorMode:
        - "Focus on micro-level verification + buffer repair"
    EnforcementRule:
      - "Regardless of mode, ChronoHelm core loop still runs."
      - "No role may bypass VerificationGate."
# =========================================================
# 4) CROSS-LAYER FEEDBACK LOOPS
# =========================================================
  FeedbackLoops:
    Downward:
      Government → MOE:
        - "Capacity targets"
      MOE → School:
        - "Artifact standardization"
      School → Teacher:
        - "Drift alerts"
      Teacher → Tutor:
        - "Repair tasks"
    Upward:
      Tutor → Teacher:
        - "Verification gaps"
      Teacher → School:
        - "Cohort risk"
      School → MOE:
        - "Audit statistics"
      MOE → Government:
        - "National stability index"
# =========================================================
# 5) GOVERNANCE LOCKS (CANNOT BE BROKEN)
# =========================================================
  GovernanceLocks:
    - "VerificationGate mandatory at all layers."
    - "ReplicationAudit independent of Teacher."
    - "No Prestige Exemption."
    - "LoadCaps hard."
    - "BadgeExpiry enforced."
    - "PauseScaling if audit theatre detected."
    - "PrivacyContract immutable."
# =========================================================
# 6) AI AS PROMOTER ACROSS LAYERS
# =========================================================
  PromoterLayer:
    GovernmentMessaging:
      - "We scale only when audit integrity is stable."
      - "Stability precedes expansion."
    MOEMessaging:
      - "Depth + Verification precede acceleration."
    SchoolMessaging:
      - "Caps protect performance."
    TeacherMessaging:
      - "Repair is instructional strength."
    TutorMessaging:
      - "Verification is empowerment, not punishment."
# =========================================================
# 7) AGENCY STACK SUMMARY
# =========================================================
  OneLine:
    - "ChronoHelmAI becomes a layered civil service: enforcing truth, protecting stability, routing repair, and preventing collapse at every administrative level."
# =========================================================
# END
# =========================================================

You now have:

  • Control Tower (runtime engine)
  • Minimum Viable Runtime Kit
  • Agency Stack (AI becomes Government → MOE → School → Teacher → Tutor)

This is now a full administrative AI governance architecture.

If you say Next, I will produce:

InterstellarCore Constitution v1.0
(the immutable charter that defines what can NEVER be changed, so the system cannot drift politically over time).

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