# =========================================================
# Continuation: ExaminablesPack from Y16 onward (complete + tightened)
# ID: eduKateSG.IC.ExaminablesPack.YearByYear.v1.0 (continuation block)
# Notes:
# - Y16..Y22 are rewritten here as COMPLETE (all terms, all 4 examinables)
# - Pass logic unchanged: >=3/4 pass per term = MinimumPass(P2)
# - P3Ready requires all 4 pass + Transfer+Verification strong
# =========================================================
ExaminablesPack_Continuation_Y16_to_Y22:
  Y16_Age16:
    Stage: A4
    EndStageGate: End_A4
    T1:
      Depth:
        Task: "Verification drills: write 6 short explanations of 'why method works' across 6 topics"
        Pass: ">=5/6 explanations coherent + correct"
      Stability:
        Task: "Timed high-load set (40–60 min equivalent load, scaled)"
        Pass: "accuracy >=70% AND no mid-session collapse"
      Transfer:
        Task: "Integration task: map one concept across 2 domains (e.g., function→motion, stats→uncertainty)"
        Pass: "mapping correct in >=70% rubric + 1 example each domain"
      Verification:
        Task: "Weekly verification logs (assumptions-light): 6 logs/term"
        Pass: ">=6 logs, each includes: check method + 1 edge-case test"
    T2:
      Depth:
        Task: "Toy simulation build (any domain): input→process→output explanation"
        Pass: "simulation runs + written explanation coherent"
      Stability:
        Task: "2 timed sessions/week (8 weeks)"
        Pass: ">=6/8 weeks completed + performance trend not collapsing"
      Transfer:
        Task: "Sensitivity comparison: vary 2 parameters and explain effect"
        Pass: ">=2 parameters varied + effect described correctly"
      Verification:
        Task: "Test pack: 3 tests per simulation + 1 edge case"
        Pass: ">=4 tests documented; edge case included; failures fixed or explained"
    T3:
      Depth:
        Task: "Failure trace + repair corridor write-up (one full chain)"
        Pass: "chain coherent: trigger→drift→failure→repair steps"
      Stability:
        Task: "Stress-variation set (same skills under changed constraints)"
        Pass: ">=70% AND recovery protocol used (logged)"
      Transfer:
        Task: "Cross-domain mapping write-up (second domain pair)"
        Pass: "mapping correct + example solved in new domain"
      Verification:
        Task: "Alternate solution attempt twice"
        Pass: ">=2 alternate attempts documented with comparison"
    T4:
      Depth:
        Task: "Mastery/integration set (mixed + explanation)"
        Pass: ">=80% accuracy + 1-page explanation summary"
      Stability:
        Task: "Timed stability index"
        Pass: "index >=0.83"
      Transfer:
        Task: "Integration tasks × 8 (weekly)"
        Pass: ">=6/8 pass; 2 include new contexts"
      Verification:
        Task: "Weekly logs (assumptions-light) × 10"
        Pass: ">=10 logs; at least 4 include edge cases"
    PassNotes:
      P3ReadyBoost:
        - "Verification logs must show assumption statements begin to appear (at least 4/term)."
        - "Transfer mappings must be explicit (not implicit)."
  Y17_Age17:
    Stage: A5
    T1:
      Depth:
        Task: "2 long-form problems + explanation (multi-step, constraint aware)"
        Pass: "2 solved; explanation coherent; no hidden step leaps"
      Stability:
        Task: "Deadline sprint (2 weeks): ship 1 artifact"
        Pass: "artifact shipped on time + meets baseline quality"
      Transfer:
        Task: "Apply one method to a new domain (choose from: energy, governance, biology, systems)"
        Pass: ">=70% rubric + correct mapping explanation"
      Verification:
        Task: "Verification logs (3 tests + rewrite): 6 logs/term"
        Pass: ">=6 logs; each has assumptions + 3 tests + rewrite"
    T2:
      Depth:
        Task: "Mini research paper (1500–2500 words) + method section"
        Pass: "question+method+results present + coherence"
      Stability:
        Task: "Stress simulation week (compressed time)"
        Pass: "stable output + no avoidance collapse"
      Transfer:
        Task: "Energy toy model: run 1 scenario + interpret"
        Pass: "model runs + scenario interpreted correctly"
      Verification:
        Task: "Assumption list + limitation list"
        Pass: ">=6 assumptions + >=3 limitations"
    T3:
      Depth:
        Task: "Critique another model/paper"
        Pass: ">=3 limitations + 1 improvement proposal"
      Stability:
        Task: "Timed reasoning tasks (longer)"
        Pass: ">=70% + stable pacing"
      Transfer:
        Task: "Systems integration mini: couple 2 lanes"
        Pass: "coupling described + 1 sensitivity check"
      Verification:
        Task: "Alternate model compare (light): baseline vs variant"
        Pass: ">=2 comparisons; bounded conclusion written"
    T4:
      Depth:
        Task: "Portfolio: 2 verified outputs (different lanes)"
        Pass: "both verified with tests + explanation"
      Stability:
        Task: "Deadline sprint (4 weeks)"
        Pass: "ship + maintain verification compliance"
      Transfer:
        Task: "Transfer tasks × 8"
        Pass: ">=6/8 pass + mapping explained for 3"
      Verification:
        Task: "Weekly logs × 10"
        Pass: ">=10 logs; each has 3 tests + rewrite"
  Y18_Age18:
    Stage: A5
    EndStageGate: End_A5
    T1:
      Depth:
        Task: "AI log discipline pack"
        Pass: ">=8 logs/term; each: assumptions + 3 tests + rewrite"
      Stability:
        Task: "Delivery under constraint (team or solo)"
        Pass: "ship on time; quality stable"
      Transfer:
        Task: "Governance sim: run baseline + describe outcome"
        Pass: "sim runs + outcome explanation coherent"
      Verification:
        Task: "Independent cross-check x4"
        Pass: ">=4 instances/term (non-AI verification)"
    T2:
      Depth:
        Task: "Systems integration model"
        Pass: "integrated model exists + explained"
      Stability:
        Task: "Stress week"
        Pass: "stable + no verification collapse"
      Transfer:
        Task: "Energy+gov coupling mini"
        Pass: ">=70% rubric + clear mapping"
      Verification:
        Task: "Sensitivity analysis"
        Pass: ">=2 parameters + effect explained"
    T3:
      Depth:
        Task: "Failure trace + repair corridor (for your own model)"
        Pass: "coherent chain + realistic repair steps"
      Stability:
        Task: "Timed reasoning (long form)"
        Pass: ">=70% + stable pacing"
      Transfer:
        Task: "Policy fix proposal + re-run"
        Pass: "improves >=1 metric under baseline"
      Verification:
        Task: "Alternate model compare"
        Pass: ">=2 compares/term + bounded conclusion"
    T4:
      Depth:
        Task: "Portfolio: 3 verified artifacts"
        Pass: ">=3 artifacts; each verified"
      Stability:
        Task: "Deadline sprint (6 weeks)"
        Pass: "ship + no collapse in logs"
      Transfer:
        Task: "Transfer tasks × 8"
        Pass: ">=6/8 pass + mapping"
      Verification:
        Task: "Weekly logs × 12"
        Pass: ">=12 logs; includes edge cases + independent cross-check"
  Y19_Age19:
    Stage: A6
    T1:
      Depth:
        Task: "Major output #1 (discipline core method)"
        Pass: "correct + explained + verified"
      Stability:
        Task: "Team deliverable (role interface explicit)"
        Pass: "delivered + interface documented"
      Transfer:
        Task: "Cross-domain mapping (major → adjacent lane)"
        Pass: "mapping coherent + 1 solved example"
      Verification:
        Task: "Audit checklist on own output"
        Pass: "assumptions + 3 tests + limits written"
    T2:
      Depth:
        Task: "Major output #2"
        Pass: "correct + explained + verified"
      Stability:
        Task: "Crisis-lite drill"
        Pass: "stabilise within window + stop-loss used"
      Transfer:
        Task: "Integration task (2-lane coupling)"
        Pass: ">=70% rubric + sensitivity check"
      Verification:
        Task: "Replication attempt"
        Pass: ">=1 successful replication OR documented failure with cause"
    T3:
      Depth:
        Task: "Teach-back: publish SOP for peer"
        Pass: "peer reproduces result"
      Stability:
        Task: "Deadline sprint (4 weeks)"
        Pass: "ship on time"
      Transfer:
        Task: "Sensitivity write-up"
        Pass: ">=2 parameters + impact described"
      Verification:
        Task: "Alternate model compare"
        Pass: ">=1 compare + bounded conclusion"
    T4:
      Depth:
        Task: "Portfolio update (>=3 artifacts year-to-date)"
        Pass: ">=3 verified artifacts"
      Stability:
        Task: "Stress week"
        Pass: "stable output + logs maintained"
      Transfer:
        Task: "Transfer tasks × 8"
        Pass: ">=6/8 pass"
      Verification:
        Task: "Weekly logs × 10"
        Pass: ">=10 logs; edge cases present in >=4"
  Y20_Age20:
    Stage: A6
    T1:
      Depth:
        Task: "Energy model baseline (constraints explicit)"
        Pass: "runs + baseline tests pass"
      Stability:
        Task: "Deadline sprint"
        Pass: "ship on time"
      Transfer:
        Task: "3 shock scenarios"
        Pass: ">=3 scenarios run + interpreted"
      Verification:
        Task: "Edge-case pack"
        Pass: ">=3 edge cases + fixes/logs"
    T2:
      Depth:
        Task: "Governance sim baseline"
        Pass: "runs + baseline tests pass"
      Stability:
        Task: "Crisis-lite drill"
        Pass: "stabilise + stop-loss rules applied"
      Transfer:
        Task: "Fix + re-run"
        Pass: "improves >=1 metric AND holds under mild stress"
      Verification:
        Task: "Assumption audit"
        Pass: "assumptions listed + >=3 tests + bounded conclusion"
    T3:
      Depth:
        Task: "Coupling energy+governance"
        Pass: "coupling explained + model updated"
      Stability:
        Task: "Stress week"
        Pass: "stable + verification preserved"
      Transfer:
        Task: "Cross-domain integration"
        Pass: ">=70% rubric + sensitivity check"
      Verification:
        Task: "Alternate model compare"
        Pass: ">=1 compare + bound statement"
    T4:
      Depth:
        Task: "Capstone pack assembled"
        Pass: "complete artifacts + documentation"
      Stability:
        Task: "Deadline sprint (8 weeks)"
        Pass: "ship + stable logs"
      Transfer:
        Task: "Transfer tasks × 8"
        Pass: ">=6/8 pass"
      Verification:
        Task: "Bounded conclusions + replication note"
        Pass: "bounded conclusion + replication attempt recorded"
  Y21_Age21:
    Stage: A6
    T1:
      Depth:
        Task: "Crisis simulation #1"
        Pass: "stabilise within time + repair corridor written"
      Stability:
        Task: "High-pressure delivery"
        Pass: "ship + maintain verification"
      Transfer:
        Task: "3-year plan with constraints"
        Pass: "coherent plan + budget + risks"
      Verification:
        Task: "Quantify Ġ vs Ḋ (1 scenario)"
        Pass: "computed + explained + linked to stop-loss"
    T2:
      Depth:
        Task: "Crisis simulation #2"
        Pass: "stabilise + measurable improvement post-repair"
      Stability:
        Task: "Team interface delivery"
        Pass: "interfaces + accountability clear"
      Transfer:
        Task: "Triggers + stop-loss rules"
        Pass: "triggers defined + action rules"
      Verification:
        Task: "Audit under stress"
        Pass: "logs remain consistent during stress week"
    T3:
      Depth:
        Task: "Lead programme 8 weeks"
        Pass: "delivered + postmortem written"
      Stability:
        Task: "Stress week"
        Pass: "stable + no phase drop"
      Transfer:
        Task: "Cross-site compare"
        Pass: "differences explained + one hypothesis tested"
      Verification:
        Task: "Alternate model compares"
        Pass: ">=2 compares/term"
    T4:
      Depth:
        Task: "Capstone maturity review"
        Pass: "meets baseline + bounded conclusions"
      Stability:
        Task: "Deadline sprint (10 weeks)"
        Pass: "ship + stable logs"
      Transfer:
        Task: "Transfer tasks × 8"
        Pass: ">=6/8 pass + mapping"
      Verification:
        Task: "Quantify Ġ vs Ḋ (2 scenarios)"
        Pass: "2 scenarios computed + stop-loss triggers"
  Y22_Age22:
    Stage: A6
    EndStageGate: End_A6
    T1:
      Depth:
        Task: "Integrated model baseline"
        Pass: "baseline tests pass + documentation complete"
      Stability:
        Task: "Crisis test"
        Pass: "stabilise + repair corridor written"
      Transfer:
        Task: "Ethics audit integration"
        Pass: "trade-offs articulated + constraints stated"
      Verification:
        Task: "Weekly verification (assumptions+3 tests+rewrite)"
        Pass: ">=10 logs/term + independent cross-check >=3"
    T2:
      Depth:
        Task: "Integrated model stress tests"
        Pass: "stress tests pass OR failures bounded + repair applied"
      Stability:
        Task: "Delivery sprint"
        Pass: "ship under constraints"
      Transfer:
        Task: "Coupling sensitivity"
        Pass: ">=3 parameters + conclusions bounded"
      Verification:
        Task: "Alternate model compare"
        Pass: ">=2 compares/term + decision rationale"
    T3:
      Depth:
        Task: "Teach-back: Operator SOP training"
        Pass: "peer runs SOP successfully"
      Stability:
        Task: "Role drill under time"
        Pass: "stable execution + no collapse"
      Transfer:
        Task: "Visionary proposal"
        Pass: "validated by Oracle (audit pass)"
      Verification:
        Task: "Oracle drill: audit report"
        Pass: "bounded conclusions + replication plan"
    T4:
      Depth:
        Task: "Full portfolio submission"
        Pass: "complete + coherent + verified artifacts >=5"
      Stability:
        Task: "Final crisis stabilisation"
        Pass: "stabilise + quantify Ġ vs Ḋ + stop-loss"
      Transfer:
        Task: "Architect-seed pilot plan"
        Pass: "pilot+rollback+metrics+oracle gate present"
      Verification:
        Task: "Final verification pack"
        Pass: "logs consistent + edge cases + alternate model compare"