Scope
This note separates information, policy, commitment, physical state, and realized service for resource-bearing AI systems. It instantiates the supply-chain/operations audit and the soil/crop multi-resource audit without treating inventory, routing, buffers, or biological co-limitation as new AI principles. Its evidence boundaries are C-627 and C-659–C-678.
Conservation before optimization
For location or module over interval , physical inventory obeys
where every term is a count, byte quantity, mass, or another single declared unit: on-hand , receipts , inbound/outbound transfer , issued work , and expiry/damage . The explicit receipt symbol avoids reusing for both receipts and reservations. Forecasts, requests, allocations, and record corrections do not appear as physical flow unless an observed transition links them to it. Filtration, internal recovery, reintroduction, final egress, and storage change likewise remain separate ledger terms (C-1491). A third-body interface inventory also requires generation, transport, transformation, reincorporation, and escape closure before retain/remove optimization (C-1502).
With accepted but unfinished work,
where backlog , accepted demand , and completion use the same work unit. Lost requests require a separate state because they do not remain in and may disappear from later demand records.
Resource form and deliverability
For location , resource type , and interval , retain a compartment state
is bound or slow-release stock, is a labile or exchangeable pool excluding the solution pool, is material in solution or its transported analogue, is in-transit material inside the declared boundary, and is an already delivered, remobilizable internal pool. The operational compartments are mutually exclusive and use one declared mass, count, or task-native resource unit. Total stock and solution concentration are derived without adding unlike or overlapping states:
Aggregate stock or inflow therefore cannot establish local arrival, uptake, useful consumption, or deficit at the receiver's support (C-1488).
is the declared carrier or solution volume. Reachable stock and usable stock are deadline-qualified functions of this state and the transport/release model, not extra compartments that can be double counted. is the all-ones vector and denotes transpose.
The compartment balance is
where is a dimensionless transition operator for release, sorption/desorption, dissolution, mineralization, and other form changes; is volumetric water content, is the declared logarithmic activity measure, is temperature on a declared scale, and is the declared biological or process state. is externally added material, is observed service consumption or withdrawal across the boundary, and is boundary loss. The three vector flow terms are interval-integrated amounts in the same resource unit as . A resource unit occupies one compartment; transition columns conserve it unless a declared transformation or loss is represented explicitly. Uptake into is an internal transition; it must not also be subtracted as a boundary flow. Internal form changes can conserve an element while changing its deliverability. A lubricant, buffer, cache, or reserve used as an interface mediator remains a typed, regime-qualified resource rather than an automatically beneficial label (C-1499).
Observed uptake over is bounded separately from stock:
where is observed uptake or receiver acceptance, and are non-overlapping advective and diffusive delivery rates, is receiver uptake or processing capacity, and is physiological or task demand. is the interval duration in seconds. All four right-hand quantities use the same resource amount: the first three are rates in resource units per second integrated over , and the fourth is already an amount reachable inside window . This equation is a service-accounting bound, not a universal soil, crop, or receiver model.
State contract
For service commitment , retain
where is forecast plus vintage, observed request, admission decision, order/release, reservation/frozen commitment, typed on-hand and pipeline inventory by form, age, and condition, policy version, qualified capacity and common-cause groups, route/queue/qualification state, lead-time distribution, service stage or deadline window, jointly feasible service set, delivered outcome, and service-measurement definition. Every field carries event, availability, and decision times when they differ.
The tuple is deliberately not a scalar “available resource.” A valid record does not create physical stock; a route plan does not complete transport; a shipment does not prove correct or timely service. The renal accounting boundary supplies an independent instance of why intermediate throughput is not final service (C-1491).
Jointly executable service
Let service class require units of resource per service unit. At location , the currently feasible service set is
is service units executable within window , and is the resource amount deliverable within that same window. This bound detects stranded single-resource reservations. It is not a claim that all production functions are fixed-proportion: an experiment must declare partial substitution, internal storage, transformation, and toxicity when they are possible.
For a two-resource factorial experiment, keep the interaction contrast in the same units as the outcome:
A positive is super-additivity in that experimental context. It does not by itself distinguish simultaneous, independent, or serial co-limitation, nor identify a transport or allocation mechanism.
Service and recovery vectors
Report service as a vector
where fill/service fractions are dimensionless, delays are seconds, is the fraction of commitments whose complete typed resource bundle was executable in its window, backlog and lost demand use work units, is stranded reserved resource in a declared resource unit, lifecycle energy is joules, monetary cost is currency, human work is person-seconds, and material waste is mass or count. Resource-specific and coordinates remain separate when units differ. Coordinates remain visible even when a declared policy uses weights.
Recovery ends at horizon only after backlog, reserve, and next-event service are measured:
Nominal throughput is one timestamp, not the whole recovery state.
For multi-resource systems, the second-event vector also reports residual stock by form, missed service windows, and losses. Late abundance does not retroactively repair a commitment that failed inside its declared window.
Falsification boundary
The held contract loses if typed event sourcing plus inventory reconciliation, queueing/flow models, base-stock or multi-echelon control, stochastic/robust optimization, receding-horizon planning with frozen commitments, and explicit service metrics match its decisions and cost. For soil/crop-derived claims the null stack also includes factorial response surfaces, mechanistic transport-plus-uptake models, balanced-nutrient models, and calibrated crop system simulators. Pooling, supplier count, information sharing, just-in-time operation, co-limitation, structural proliferation, and closed loops receive no default efficiency or resilience credit.