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46 · Collective Intelligence

Contracted statistical risk
in GenOS.

Accounts for a bounded promotion-risk budget before opt-in statistical promotion.

IMPLEMENTATIONPartial
RUNTIME INTEGRATIONWired
EVIDENCEIntegration tested
LAST REVIEWED SOURCEGenOS 5091f70 ↗

A transactional risk lineage, preregistered ordered evaluation units, provenance checks and signed receipts guard opt-in topology promotions. Statistical assumptions and field qualification remain separate obligations.

Documentation markers describe linked material, not verified GenOS behavior. Simulation and benchmark flags remain partial until a concept-specific artifact is linked.

DOCUMENTATION
  • Science
  • Mathematics
  • Interactive model
  • Mechanism steps
  • Benchmark
  • FR explanation
DEFINITION AND SCIENCE

What it means
in GenOS.

IN ONE SENTENCE

Accounts for a bounded promotion-risk budget before opt-in statistical promotion.

BIOLOGICAL / SCIENTIFIC BASIS

Statistical decision procedures spend a declared error budget across repeated tests. A ledger can bound promotion risk only if assumptions, dependence and actual decision rules are explicit.

GENOS TRANSLATION

Pre-register → Spend and inherit risk → Gate promotion

MATHEMATICAL / LOGICAL MODEL

For total risk allowance α, allocate α_i≥0 with Σ_i α_i≤α. A promotion consumes its declared allocation only after its test and evidence conditions pass.

ANIMATED DIAGRAM · INTERACTIVE MODEL

Explore the mechanism: Contracted statistical risk

A qualitative teaching model of this concept. It does not run GenOS or validate its implementation.

01 / 03
Current transition · Step 1Allocate risk budget

The modeled transition may proceed. Change the assumption and move through the stages to inspect the decision path.

PROCESS AND USE

How it works
at a glance.

01

Pre-register

Declare the promotion family, binary criterion, null hypothesis and total risk budget.

02

Spend and inherit risk

Reserve a summable allocation before evaluation. Bind ordered source units to the immutable protocol; forks, merges and topology changes cannot refund spent risk.

03

Gate promotion

Refuse an opt-in statistical promotion without an admissible receipt; other evidence gates still apply.

RUNTIME IMPLEMENTATION

What is connected,
and how far.

Protected graph nodes retain their risk scope across resume and composition. Gates reread provenance as well as the signed receipt. The union-bound guarantee requires valid individual tests; the sequential model assumes conditional win probability at most one half under its null. These gates do not replace deterministic checks, safety or dissent review, and no general field benefit is established.

IMPLEMENTATION DETAIL

A transactional risk lineage, preregistered ordered evaluation units, provenance checks and signed receipts guard opt-in topology promotions. Statistical assumptions and field qualification remain separate obligations.

FAILURE MODES

Failure modes have not yet been separately cataloged for this entry; follow the source and evidence links before relying on the mechanism.

PRIMARY RESEARCH · MECHANISM LEVEL

The mechanism
behind the analogy.

CONTROLLED COMPARISON, RANDOMIZATION AND REPLICATION · 1935

The design of experiments

Ronald A. Fisher · Oliver and Boyd

Original experimental-design treatment; GenOS comparisons need matched inputs and a declared measurement protocol.

Open publication ↗

Primary research describes the cited mechanism; specific technologies may instead cite their original technical documentation. These sources provide context and do not validate the GenOS implementation.

EVIDENCE AND LIMITS

Statistical admission is only one promotion gate

Protected graph nodes retain their risk scope across resume and composition. Gates reread provenance as well as the signed receipt. The union-bound guarantee requires valid individual tests; the sequential model assumes conditional win probability at most one half under its null. These gates do not replace deterministic checks, safety or dissent review, and no general field benefit is established.