Load Taxonomy — Maintenance / Replacement / Coordination / Complexity (Almost-Code Canonical)

ENTITY: Load Taxonomy
TYPE: System load classification
ROLE: Identify what kind of burden is acting on HRL, RePOC, and pipelines

DEFINITION:
Load = any recurring or stochastic demand that consumes regenerative capacity
(time, attention, energy, coordination, replacement throughput).

LOAD TYPES (L):
L1 = Maintenance Load
L2 = Replacement Load
L3 = Coordination Load
L4 = Complexity Load

RULE:
Every failure must be traceable to one or more load types.

DEFINITION:
Maintenance Load = ongoing effort required to keep existing systems functional.

EXAMPLES:
- infrastructure upkeep
- routine operations
- basic healthcare delivery
- lesson preparation and marking
- equipment servicing

FAILURE MODE:
If maintenance load exceeds capacity:
- quality degrades
- errors accumulate
- system drifts into P1

MISDIAGNOSIS RISK:
Mistaking maintenance overload for “lack of motivation” or “poor culture”.

DEFINITION:
Replacement Load = effort required to replace people, roles, skills, and parts
lost to attrition, failure, or obsolescence.

EXAMPLES:
- training new teachers/nurses/operators
- onboarding staff
- succession planning
- retraining after technology shifts

FAILURE MODE:
If replacement load is underfunded:
- Φ_out > Φ_in
- vacancy rises
- Civλ increases (pipeline thinning)

MISDIAGNOSIS RISK:
Covering vacancies with overtime (shifts load to L1, burns HRL).

DEFINITION:
Coordination Load = effort required to align multiple agents, roles,
institutions, and decisions.

EXAMPLES:
- meetings and approvals
- compliance reporting
- cross-agency alignment
- handoffs and interfaces

FAILURE MODE:
If coordination load grows faster than execution capacity:
- decision latency rises
- binds drift
- people route around governance

MISDIAGNOSIS RISK:
Adding more rules to fix coordination problems (increases L3 further).

DEFINITION:
Complexity Load = cognitive and operational burden created by system intricacy,
coupling, exception-handling, and non-linearity.

EXAMPLES:
- highly coupled systems
- many special cases
- fragile dependencies
- opaque processes

FAILURE MODE:
If complexity exceeds comprehension:
- errors become systematic
- recovery time explodes
- brittleness rises sharply

MISDIAGNOSIS RISK:
Blaming individuals for failures caused by system complexity.

INTERACTIONS:
- L4 increases L3 (complex systems need more coordination)
- L3 steals capacity from L1 and L2
- Underfunded L2 increases L1 via overtime
- Excess L1/L3 reduces buffer thickness

RULE:
Load types compound non-linearly.

LOCAL STABILITY CONDITION:
Σ(L1..L4) ≤ Available Regenerative Capacity + Buffers

If violated persistently:
- Phase drops (P2→P1)
- Recovery windows vanish
- Collapse risk increases

ANTI-PATTERNS:
- pushing maintenance into heroics (burnout)
- hiding replacement gaps with overtime
- adding reporting to fix trust (coordination spiral)
- adding features without simplification (complexity explosion)

- simplify systems
- improve tooling
- remove non-essential tasks

- invest in pipelines (Education OS)
- shorten TTC
- improve retention

- simplify binds
- clarify authority
- reduce approval layers

- modularise systems
- remove exceptions
- standardise interfaces

TRUNCATION:
Often targets L3 and L4 first (freeze scope; simplify).
STITCHING:
Restores L2 capacity (replacement pipelines) and buffers,
then stabilises L1.

FAILURE MODE TRACE (schematic):
System grows (capability ↑)
→ L4 rises (complexity)
→ L3 rises (coordination)
→ capacity diverted from L2 (replacement neglected)
→ vacancies grow; L1 shifts to overtime
→ buffers thin; recovery slows
→ small shock exceeds recovery window
→ PhaseDrop cascade (P2→P1→P0)

CLAIMS (frozen):
- Load has four canonical types: maintenance, replacement, coordination, complexity.
- Collapse often comes from load misclassification, not “lack of effort”.
- Replacement load (L2) neglect is a primary driver of Civλ.
- Complexity and coordination loads compound non-linearly.
- Correct repair requires reducing the right load type, not pushing harder.