Canonical Artifact Name: Education OS Kernel v1.0 — Human Outcome Physics Kernel
Artifact Class: Executable Human Systems Diagnostic Kernel
Artifact Version: v1.0
Artifact Authority: eduKate Singapore
Canonical ID: EducationOS-Kernel-v1.0
Block 1 — System Boundary
System: A national schooling system over a 5–15 year window showing rising credentials but falling real mastery, weak graduate readiness, and employer dissatisfaction.
Included: curriculum depth, assessment integrity, teacher capability, student mastery pipelines, credential standards, social expectations, funding incentives, and feedback loops.
Excluded: partisan ideology debates and individual blame narratives not tied to system mechanics.
Block 2 — D/L/T Score Table (0–5)
| Axis | Score | Justification |
|---|---|---|
| D (Depth) | 1/5 | Real mastery collapses; students graduate with certificates but weak fundamentals. |
| L (Load) | 2/5 | Under curriculum pressure, teachers simplify content to protect pass rates. |
| T (Transfer) | 1/5 | Knowledge does not transfer to higher study or workplace performance. |
Block 3 — Binding Constraints (e)
- Incentive ceiling: schools are rewarded for pass rates, not mastery.
- Time/attention ceiling: curriculum overload prevents deep learning.
Block 4 — Trajectory Physics (t)
Rise: Early mass education expands access and literacy.
Stall: Pass rates rise but comprehension plateaus.
Regression: Simplification, grade inflation, and exam coaching replace mastery.
Lock-in risk: Credential inflation forces employers to ignore certificates, collapsing trust in the system.
Block 5 — Failure Signature
Primary failure: D-FAIL (Depth failed first)
Reason: The system hollowed its mastery pipeline while preserving credentials.
Block 6 — Recovery Mode
Selected: Depth Repair.
Block 7 — Retest Probe
Probe A – Mastery integrity
National mastery audit: blind-marked foundational literacy/numeracy/science reasoning tests.
Pass: ≥15% national improvement within 2 years with reduced variance across regions.
Probe B – Assessment truth restoration
Replace norm-referenced pass inflation with criterion mastery standards.
Pass: Pass rates may fall, but mastery scores rise for 4 consecutive cycles.
Probe C – Teacher depth pipeline
Rebuild subject-mastery certification for teachers.
Pass: ≥80% of teachers pass depth recertification within 24 months.
Re-run rule:
If probes pass for 2 consecutive years, raise D by +1 and re-execute the kernel.
Canonical ID: EducationOS-run-012-v1.0