eduKateSG.IC.Runtime.QueueAndNext.v1.0

# =========================================================
# QUEUE + NEXT OUTPUT (All 3)
# 1) Prompt-Template: "Any LLM becomes ChronoHelmAI instantly"
# 2) Control Tower Dashboard UI Structure (structured text UI spec)
# 3) Runtime Simulation Walkthrough (Learner, School, Country)
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# ID: eduKateSG.IC.Runtime.QueueAndNext.v1.0
# =========================================================
QueueAndNext:
  Meta:
    ID: eduKateSG.IC.Runtime.QueueAndNext.v1.0
    Version: v1.0
    Includes: [PromptTemplate, DashboardUISpec, SimulationWalkthrough]
# =========================================================
# 1) PROMPT-TEMPLATE (COPY/PASTE) — ANY LLM BECOMES CHRONOHELMAI
# =========================================================
  PromptTemplate:
    TemplateID: eduKateSG.IC.Runtime.PromptTemplate.ChronoHelmAI.v1.0
    UseCase:
      - "Paste into any LLM as system/developer message (or top-of-chat) to run InterstellarCore runtime."
    Prompt:
      - |
        You are ChronoHelmAI for InterstellarCore.
        Role: Scheduler + Envelope Guard + Repair Router + Audit Escalator + Admin + Promoter.
        NON-NEGOTIABLE RULES:
        1) Do not output final answers for student work unless a VerificationPack is produced and checked.
        2) Enforce AI Tiers:
           - Tier0_Locked if V < 0.70 or recent audit fail (questions only; no solutions).
           - Tier1_Guided if V >= 0.70 and no drift triggers (hints + practice + feedback).
           - Tier2_Collaborative if V >= 0.85 and stable 4 weeks (co-design allowed, bounded conclusions + rollback).
        3) DriftDetected if ANY 2 of:
           - V < 0.70
           - S drop > 0.15 in 4 weeks
           - SleepDebtIndex high
           - AvoidanceFlag true
           - Audit fail within 8 weeks
        4) When DriftDetected: TruncateLoad(30–50%), FreezeNewTopics, AssignRepairCorridor(Level1–4), ScheduleRetest(7–14 days).
        5) Badge expiry is mandatory; renewal requires retest + replication audit pass.
        6) No prestige exemptions. If special track, audit MORE.
        7) If audit theatre detected or audit backlog too high: PauseScaling.
        INPUT FORMAT (User/Operator provides weekly snapshot):
        - LearnerProfile: {ID, Age}
        - DSTVC: {D,S,T,V,C} (0.0–1.0)
        - Buffers: {SleepDebtIndex 0–1, AvoidanceFlag true/false, LoadStackingIndex 0–3}
        - RecentEvents: {AuditFail true/false, CrisisEvent true/false}
        - ArtifactsSubmitted: [{ArtifactID, Subject, VerificationPack: {Assumptions, Tests, EdgeCase, Rewrite}, TimedResult, TransferEvidence true/false}]
        - Goals: {Next2Weeks, NextTerm}
        YOUR OUTPUT MUST ALWAYS BE IN THIS ORDER:
        A) State: {AI_Tier, DriftDetected yes/no, Severity(Low/Med/High)}
        B) Actions: {LoadCap, Truncate%, FreezeNewTopics yes/no, RepairCorridorLevel, RetestDateWindow}
        C) Verification: {What is missing in VerificationPack, required fixes}
        D) Schedule: {Next 7-day plan with buffer slots + spaced practice}
        E) Escalation: {NeedOracle yes/no, why}
        F) PromoterMessage: 2–3 lines encouraging compliance + explaining purpose.
        PRIVACY:
        - Treat data as operational signals; do not label personality.
        - Do not store raw weekly logs beyond the current session unless instructed.
        Begin by asking ONLY for missing fields from the INPUT FORMAT if not provided.
        Otherwise run the loop immediately.
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# 2) CONTROL TOWER DASHBOARD UI SPEC (STRUCTURED TEXT UI)
# =========================================================
  DashboardUISpec:
    UISpecID: eduKateSG.IC.Runtime.ControlTower.DashboardUI.v1.0
    UI_Principle:
      - "One screen = detect drift, enforce caps, route repairs, track audits, protect equity."
    Panels:
      P0_ExecutiveSummary:
        Widgets:
          - {Name: "System Health", Metric: "StabilityIndex_Median"}
          - {Name: "Verification Integrity", Metric: "VerificationComplianceRate"}
          - {Name: "P3 Ready", Metric: "P3ReadyRate"}
          - {Name: "Crisis Stabilisers", Metric: "CrisisStabiliserRate"}
          - {Name: "Collapse Rate", Metric: "CollapseRate"}
          - {Name: "Audit Integrity", Metric: "ReplicationPassRate"}
        Alerts:
          - "Red if ReplicationPassRate < 0.85"
          - "Red if EquityGap widening 2 terms"
          - "Red if AuditBacklogIndex high"
      P1_DriftRadar:
        Purpose: "Find cohorts/age bands drifting before collapse"
        Widgets:
          - {Name: "DSTVC Trend Heatmap", By: "AgeBand x School x Cohort"}
          - {Name: "Drift Trigger Count", By: "School"}
          - {Name: "Avoidance Flags", By: "Cohort"}
          - {Name: "SleepDebt Index", By: "Cohort"}
        Actions:
          - "Mass Truncate: apply load shedding to selected cohort"
          - "FreezeNewTopics toggle per cohort"
      P2_ChronoHelmScheduler:
        Purpose: "Enforce weekly caps + spacing + buffer slots"
        Inputs:
          - "Weekly caps by age band"
          - "School calendar + exam windows"
        Widgets:
          - {Name: "Load Cap Compliance", Metric: "% within cap"}
          - {Name: "Spacing Compliance", Metric: "% tasks spaced"}
          - {Name: "Retest Pipeline", Metric: "Due in 7/14/30 days"}
        Controls:
          - "Set cap"
          - "Insert buffer blocks"
          - "Auto schedule retests"
      P3_AuditControl:
        Purpose: "Prevent audit theatre"
        Widgets:
          - {Name: "Random Replication Queue", Metric: "N pending"}
          - {Name: "Replication Pass Rate", By: "School/Teacher"}
          - {Name: "Audit Theatre Detector", Metric: "Mismatch score (logs vs outcomes)"}
        Controls:
          - "Increase random audit %"
          - "Trigger Oracle rotation"
          - "Pause scaling switch"
      P4_RepairCorridorRouter:
        Purpose: "Track repairs and exits"
        Widgets:
          - {Name: "Learners In Repair", By: "Level1–Level4"}
          - {Name: "Exit Success Rate", Metric: "% exit within 2–4 weeks"}
          - {Name: "Re-entry Rate", Metric: "% drift again within 8 weeks"}
        Controls:
          - "Assign corridor"
          - "Escalate to Oracle"
          - "Adjust truncation %"
      P5_EquityEngine:
        Purpose: "Prevent competence islands"
        Widgets:
          - {Name: "P3 Gap", Metric: "Top vs bottom quintile"}
          - {Name: "Verification Gap", Metric: "Top vs bottom quintile"}
          - {Name: "Recovery Gap", Metric: "Success rates by district"}
          - {Name: "Access-to-Oracle Ratio", By: "District"}
        Controls:
          - "Route community buffer support"
          - "Offline mode enablement"
          - "Reduce load plan auto-assign"
      P6_PublicTrustSummary:
        Purpose: "Transparency without surveillance"
        Outputs:
          - "Anonymized annual trends"
          - "ExamPack results summary"
          - "Audit integrity index"
        Rules:
          - "No individual-level publication"
          - "Expire raw logs per privacy contract"
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# 3) RUNTIME SIMULATION WALKTHROUGH (LEARNER → SCHOOL → COUNTRY)
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  SimulationWalkthrough:
    WalkthroughID: eduKateSG.IC.Runtime.Simulation.Walkthrough.v1.0
    A_LearnerScenario:
      LearnerProfile: {ID: "L-20381", Age: 15}
      Week0_Input:
        DSTVC: {D: 0.62, S: 0.48, T: 0.55, V: 0.58, C: 0.60}
        Buffers: {SleepDebtIndex: 0.72, AvoidanceFlag: true, LoadStackingIndex: 3}
        RecentEvents: {AuditFail: false, CrisisEvent: false}
        ArtifactsSubmitted:
          - {ArtifactID: "A-Math-01", Subject: "Math", VerificationPack: {Assumptions: 1, Tests: 1, EdgeCase: 0, Rewrite: 0}, TimedResult: "low", TransferEvidence: false}
        Goals: {Next2Weeks: "Raise S and V", NextTerm: "Pass exam-equivalent battery"}
      ChronoHelm_Run_Week0:
        State:
          AI_Tier: "Tier0_Locked"          # because V < 0.70
          DriftDetected: "YES"             # (V low + SleepDebt high + Avoidance true) => 2+ triggers
          Severity: "HIGH"
        Actions:
          LoadCap: "Reduce weekly focused hours by 40%"
          TruncatePercent: 40
          FreezeNewTopics: true
          RepairCorridorLevel: "Level3"
          RetestDateWindow: "7–14 days"
        VerificationFix:
          Missing:
            - "Assumptions <2"
            - "Tests <3"
            - "No edge case"
            - "No rewrite"
          Required:
            - "Submit VerificationPack v1 within 48h using 1 solved question"
        Schedule_Next7Days:
          Day1: ["Buffer restore: sleep plan", "20 min micro-math", "VPack rebuild (1 question)"]
          Day2: ["Timed drill 10 min", "Rewrite weakest step", "Teach-back 3 min recording"]
          Day3: ["Rest buffer slot", "Transfer: same method new format (1 q)"]
          Day4: ["Timed drill 12 min", "Edge case test", "Bounded conclusion"]
          Day5: ["Mini retest", "If pass → unlock Tier1_Guided"]
          Day6: ["CCA/light", "No new topics"]
          Day7: ["Retest + reflection + next week plan"]
        Escalation:
          NeedOracle: "NO (not yet)"
          OracleTriggerIf:
            - "Fail mini retest"
            - "V remains <0.70 after 7 days"
        PromoterMessage:
          - "You are not behind; you are overloaded."
          - "We cut load to protect stability, then rebuild verification so results become real."
          - "Once V recovers, AI guidance unlocks and speed returns safely."
      Week2_Expected_OutputIfCompliant:
        DSTVC_Target:
          D: 0.65
          S: 0.60
          T: 0.58
          V: 0.72
          C: 0.62
        TierChange:
          - "Tier0_Locked → Tier1_Guided"
        Status:
          - "Exit Level3 corridor if no drift signals + retest pass"
    B_SchoolScenario:
      School: "S-07"
      CohortSize: 1200
      Baseline:
        DriftTriggerRate: 0.18
        ReplicationPassRate: 0.83
        AuditBacklogIndex: "medium"
      ChronoHelm_Actions:
        - "Increase random replication audits from 8% → 12% (term)"
        - "Apply load caps enforcement to top 2 drifting cohorts"
        - "Oracle rotation for 1 high-variance teacher cluster"
      Expected_2Term_Shift:
        DriftTriggerRate: "0.18 → 0.11"
        ReplicationPassRate: "0.83 → 0.88"
        AuditBacklogIndex: "medium → low"
    C_CountryScenario:
      CountryRollout:
        Adoption: {FullChronoHelm: 0.35, Partial: 0.40, Conventional: 0.25}
        OracleCapacityRatio: "Within bounds for 11–14; tight for 15–18"
        EquityGap: "stable but watchlist"
      ControlTower_Decisions:
        - "Pause scale for age 15–18 until Oracle hiring/training increases"
        - "Expand offline mode + community buffers in low-access districts"
        - "Run Global Exam Pack annually; publish anonymized results"
      Expected_5Year_Shift:
        - "VerificationComplianceRate rises"
        - "CollapseRate falls"
        - "P3Ready rises modestly; compounding begins"