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 society’s information ecosystem over a 3–10 year window where public trust in shared reality collapses and coordination fails.
Included: media incentives, social platforms, institutional communication, public literacy, fact-checking capacity, propaganda dynamics, and how information drives behavior.
Excluded: partisan blame narratives and ideology arguments not tied to system mechanics.
Block 2 — D/L/T Score Table (0–5)
| Axis | Score | Justification |
|---|---|---|
| D (Depth) | 2/5 | Public reasoning depth declines; people consume headlines and memes instead of understanding. |
| L (Load) | 2/5 | Under crisis, misinformation and panic spread faster than correction capacity. |
| T (Transfer) | 1/5 | Lessons from past misinformation waves do not prevent new ones; system repeats errors. |
Block 3 — Binding Constraints (e)
- Incentive constraint: outrage and engagement outperform accuracy in attention markets.
- Scale constraint: correction mechanisms cannot match the speed and volume of viral spread.
Block 4 — Trajectory Physics (t)
Rise: Increased information access improves awareness and participation.
Stall: Attention saturates; trust fragments; algorithms optimize for engagement not truth.
Regression: People select realities by identity; institutions lose legitimacy; coordination breaks.
Lock-in risk: Once shared reality collapses, every policy becomes contested as “fake,” and the system cannot repair itself without rebuilding credibility infrastructure.
Block 5 — Failure Signature
Primary failure: M-FAIL expressed as T-FAIL
Kernel signature (DLT): T-FAIL (Transfer failed first)
Reason: Even when corrections exist, they do not transfer into stable norms or durable truth infrastructure; the system cannot update itself across cycles.
Block 6 — Recovery Mode
Selected: Transfer Repair.
Block 7 — Retest Probe
Probe A – Shared reality stability
Choose 10 non-political factual benchmarks (weather events, public statistics definitions, basic civics, health guidance consistency).
Pass: public agreement on benchmarks increases for 2 consecutive quarters, and benchmark definitions remain stable.
Probe B – Incentive realignment
Introduce penalties for repeat falsehood amplification and rewards for verified accuracy in key channels.
Pass: measurable reduction in repeat misinformation spread over 12 weeks, with no increase in censorship-driven backlash indicators.
Probe C – Public reasoning depth
Run national “reasoning literacy” probes (claim-evidence differentiation, source triangulation, basic statistics).
Pass: measurable improvement for 2 consecutive measurement cycles.
Re-run rule:
If probes pass for 2 consecutive quarters, raise T by +1 and re-execute the kernel.
Canonical ID: EducationOS-run-013-v1.0