EDUCATION_OS :=
    A system that prevents human self-decay
    by regenerating individual capability
    across time, load, shock, and role transitions.
EDUCATION != school
EDUCATION != technology
EDUCATION == capability regeneration

PRIMITIVES :=
    Acquire   // initial capability formation
    Retain    // prevent decay over time
    Transfer  // apply under variation & stress

PHASE :=
    P0 = collapse / helplessness
    P1 = fragile / context-dependent
    P2 = stable / independent
    P3 = resilient / adaptive & generative

FAILURE_TRACE :=
    Z0_gap
    → compensation
    → retention_decay
    → error_accumulation
    → load_or_variation_trigger
    → phase_break
    → identity_damage
    → avoidance

FUNCTION:
    Maintain bodily function and safety
    via early detection, correct decisions, and routine adherence
CAPABILITIES:
    - body_signal_literacy
    - routine_maintenance
    - risk_judgement
    - medication_adherence
    - health_system_navigation
    - mental_load_regulation
    - misinformation_defence
FAILURE:
    delayed_detection → crisis → dependence
PHASE_EXIT_CONDITION:
    P2 = detects early + follows routines independently

FUNCTION:
    Prevent financial collapse through visibility, buffers, and obligation control
CAPABILITIES:
    - cashflow_visibility
    - obligation_priority
    - buffer_building
    - debt_risk_judgement
    - spending_friction
    - fraud_resistance
    - life_event_preparation
FAILURE:
    invisibility → overspend → fees → debt → panic → exploitation
PHASE_EXIT_CONDITION:
    P2 = obligations met + buffer exists + shocks manageable

FUNCTION:
    Preserve independence in high-manipulation digital environments
CAPABILITIES:
    - scam_detection
    - identity_protection
    - claim_vs_evidence_filter
    - privacy_boundary_control
    - tool_discernment
    - attention_load_control
CORE_RULE:
    Pause → Verify → Decide
FAILURE:
    urgency_capture → action_without_pause → damage → avoidance
PHASE_EXIT_CONDITION:
    P2 = applies pause & verification habit across platforms

FUNCTION:
    Maintain human coordination through clarity, boundaries, and repair
CAPABILITIES:
    - clear_requests
    - listening_accuracy
    - boundary_setting
    - conflict_containment
    - repair_protocol
    - cooperation_under_stress
    - social_maintenance
REPAIR_PROTOCOL:
    contain → clarify → responsibility → repair_offer → rule → stitch
FAILURE:
    no_repair → resentment → avoidance → isolation
PHASE_EXIT_CONDITION:
    P2 = conflicts occur but repairs happen reliably

FUNCTION:
    Preserve legitimacy and coordination under media & narrative pressure
CAPABILITIES:
    - claim_evidence_discrimination
    - incentive_literacy
    - institution_mechanics
    - media_manipulation_detection
    - legitimacy_understanding
    - participation_competence
    - uncertainty_tolerance
CORE_RULE:
    Pause → Evidence → Incentives → Institutions → Decide
FAILURE:
    outrage_capture → tribal_identity → legitimacy_erosion
PHASE_EXIT_CONDITION:
    P2 = verifies, updates beliefs, participates without hatred

FUNCTION:
    Maintain function during disruption and recover after shocks
CAPABILITIES:
    - situational_awareness
    - preparedness_buffers
    - triage_decision
    - panic_regulation
    - basic_operations
    - recovery_stitching
    - community_coordination
RESILIENCE_PROTOCOL:
    truncate → triage → simplify → micro_plan → execute → stitch
FAILURE:
    shock → panic → bad_decisions → slow_or_no_recovery
PHASE_EXIT_CONDITION:
    P2 = functions during disruption + restabilises after

FUNCTION:
    Prevent identity hollowing and curiosity collapse across life stages
CAPABILITIES:
    - intrinsic_learning
    - mastery_orientation
    - identity_plurality
    - hobby_continuity
    - contribution
    - curiosity_discipline
    - narrative_coherence
FAILURE:
    role_loss → curiosity_loss → passivity → decay_acceleration
PHASE_EXIT_CONDITION:
    P2 = learning & hobbies persist independent of roles

Collapse occurs when decay_rate > regeneration_rate

Civilisation stability = continuity of human capability pipelines

Early truncation prevents irreversible collapse
Stitching rejoins safe trajectory

Too much capability concentrated in few roles → systemic fragility

Outcome determined by lattice structure, not shock

Rules + memory + surplus + role continuity

EDUCATION_OS ==
    INDIVIDUAL_SCALE_ANTI_DECAY_SYSTEM
CIVILISATION_OS ==
    POPULATION_SCALE_ANTI_DECAY_SYSTEM
THEY_SHARE_THE_SAME_PHYSICS
ONLY_THE_SCALE_DIFFERS