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90 · Immunity & Medicine

Autoimmune failure
in GenOS.

A pathology category for safeguards that overreact to legitimate runtime behavior.

IMPLEMENTATIONPartial
RUNTIME INTEGRATIONCallable
EVIDENCEUnit tested
LAST REVIEWED SOURCEGenOS 5091f70 ↗

Some immune and autoimmune detection/response paths are executable and tested. Coverage does not establish complete threat detection or biological fidelity.

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

A pathology category for safeguards that overreact to legitimate runtime behavior.

BIOLOGICAL / SCIENTIFIC BASIS

Autoimmune disease involves immune responses against self components. The software metaphor describes safeguards that flag authorized behavior; measure false positives before intervention.

BIOLOGICAL INSPIRATION · WHY THIS ANALOGY

Autoimmunity illustrates that a defensive response can harm the host. The software lesson is to measure false positives and require proportional containment.

GENOS TRANSLATION

A pathology category for safeguards that overreact to legitimate runtime behavior.

MATHEMATICAL / LOGICAL MODEL

False-positive rate FPR=FP/(FP+TN) on a declared authorized-behavior set. A response gate should account for both harm from intervention and missed threats.

ANIMATED DIAGRAM · INTERACTIVE MODEL

Explore the mechanism: Autoimmune failure

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

01 / 03
Current transition · Step 1Detect self-directed alert

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

Detect self-directed alert

A pathology category for safeguards that overreact to legitimate runtime behavior.

02

Estimate false positive

False-positive rate FPR=FP/(FP+TN) on a declared authorized-behavior set. A response gate should account for both harm from intervention and missed threats.

03

Reduce harmful response

Reduce harmful response. Autoimmune disease involves immune responses against self components. The software metaphor describes safeguards that flag authorized behavior; measure false positives before intervention.

RUNTIME IMPLEMENTATION

What is connected,
and how far.

The linked, versioned GenOS source defines this concept's supported operations and limits. The status axes describe the implementation and evidence recorded for this entry; they do not establish general mission success, scientific equivalence or behavior beyond that scope.

IMPLEMENTATION DETAIL

Some immune and autoimmune detection/response paths are executable and tested. Coverage does not establish complete threat detection or biological fidelity.

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.

CLONAL SELECTION IN ADAPTIVE IMMUNITY · 1957

A modification of Jerne's theory of antibody production using the concept of clonal selection

Frank Macfarlane Burnet · Australian Journal of Science 20, 67–69; original paper reprinted in Nature Immunology

Biological basis for adaptive recognition and memory; GenOS threat policies do not implement lymphocyte selection.

Open publication ↗
DETECTION AND CONTAINMENT OF COMPUTER FAULTS · 1967

Design of fault-tolerant computers

Algirdas Avižienis · AFIPS Fall Joint Computer Conference, 733–743

Original fault-tolerance design work. It motivates software failure analysis but does not validate a GenOS pathology label.

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

Scope and validation boundaries

The linked, versioned GenOS source defines this concept's supported operations and limits. The status axes describe the implementation and evidence recorded for this entry; they do not establish general mission success, scientific equivalence or behavior beyond that scope.