Bounded simulation: no real targets, coordinates, casualty models, weapon-performance parameters, executable payloads, or operational attack instructions.

Terminology atlas

Kill chain, AI, autonomy, evidence, and human-control glossary

These are bounded editorial definitions used by KillChains.com. Where governments, international organizations, manufacturers, and researchers use a term differently, the definition identifies the site’s analytical scope rather than claiming universal agreement.

39 defined termsStable anchorsSource-linked

Answer-first summary

Direct answers

Release 1.4.0 · reviewed · evidence states

Why does the glossary use site definitions?

Terms such as autonomous, human-on-the-loop, and meaningful human control are not used identically by every institution, so each definition states the bounded meaning used on KillChains.com.

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What is the most important distinction?

Autonomy of a specific function—such as navigation, tracking, or recognition—is different from authority to select and engage a target.

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Why terminology precision matters

“AI-enabled,” “automatic,” “autonomous,” “human-supervised,” and “fire-and-forget” answer different questions. A system can navigate independently while requiring human weapon release; a defensive system can automatically engage incoming materiel without using machine learning; a human can remain formally present while lacking a meaningful review window.

Core models

AI kill chain

A family of models describing how an adversary progresses from knowledge or access to manipulating an AI system’s data, model, context, tools, infrastructure, memory, or users and then creates an impact. The term is not one universal standard.

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Autonomy and AI

AI-enabled kill chain

A chain in which AI or machine learning assists, automates, or autonomously performs at least one consequential function. It is not necessarily an autonomous weapon.

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F2T2EA stages

Assess

Estimate whether the intended outcome occurred, what uncertainty remains, whether the track persists, and whether another action or investigation is justified.

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Autonomy and AI

Autonomous weapon

A weapon that, once activated, can select and engage targets without further operator intervention under the functional definition used by the U.S. Department of Defense. Other institutions use related but nonidentical language and regulatory positions.

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Evidence and models

Circular reporting

Several apparently separate reports trace back to the same underlying observation or claim, creating the illusion of independent corroboration.

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Simulation

Counterfactual replay

A comparison between the user’s chosen intervention and a predefined alternative while preserving the same underlying scenario evidence and timing.

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Simulation

Deterministic replay

Replaying the same scripted observations, timing, and scenario seed so that different decisions or policies can be compared without hiding the consequences behind new randomness.

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F2T2EA stages

Engage

Apply an authorized effect. On KillChains.com this may be shown abstractly as warning, containment, interruption, interception, or no action rather than weapon-employment procedure.

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Evidence and models

Evidence quality

The strength of support for a claim, considering source reliability, independence, provenance, freshness, relevance, contradiction, directness, and the conditions under which the information was produced.

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Evidence and models

Evidence state

A visible classification of how a claim is supported, such as officially documented, independently corroborated, manufacturer-described, alleged, disputed, or publicly unspecified.

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F2T2EA stages

Find

Detect or discover a potentially relevant object, signal, event, or activity through sensing, intelligence, or observation.

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F2T2EA stages

Fix

Establish sufficient confidence in location, identity, observation quality, and relevance for continued tracking and evaluation.

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Human control

Human-out-of-the-loop after activation

After activation, no target-specific human approval is required for the system to select and engage within the delegated envelope. Earlier human design, policy, mission, and activation decisions remain part of the causal architecture.

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Human control

Meaningful human control

A normative concept emphasizing sufficient information, understanding, predictability, authority, time, and intervention capability for human judgment. It is influential in policy debate but not one universally codified treaty standard.

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Human factors

Nominal control

A person is formally assigned an approval or supervisory role but lacks the time, information, authority, interface, or functioning intervention path needed to exercise independent judgment.

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Evidence and models

Provenance

Information about where data, a claim, model, document, or inference came from and how it changed. Provenance helps detect circular reporting, stale inputs, tampering, and unsupported summaries.

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Evidence and models

Publicly unspecified

Reviewed public evidence does not establish the relevant operating mode, authority, threshold, configuration, or status. Unknown information must not be silently converted into either human-controlled or autonomous.

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Evidence and models

Sensor fusion

Combining observations from multiple sensors or reports into a track, estimate, or shared picture while accounting for timing, uncertainty, source dependence, and contradiction.

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Simulation

Server-authoritative state

The browser submits bounded user intent, while PHP validates the command and determines the official stage, evidence visibility, outcome, sequence, score, and debrief state.

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Simulation

Synthetic scenario

A fictional setting, event stream, evidence set, timing, score, and outcome created solely to teach structure, uncertainty, control, and causality. It is not evidence about a real system.

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F2T2EA stages

Track

Maintain continuity of identity and movement over time while accounting for uncertainty, missed observations, and competing association hypotheses.

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Use and citation

Cite the definition and its institutional context.

When a term is contested, cite both the KillChains.com definition and the underlying official or institutional source. Do not remove qualifiers such as “after activation,” “operator-supervised,” “manufacturer-described,” or “publicly unspecified.”

Open the citation guide · Review the evidence-state method.