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.
Related:
ai-security
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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.
Related:
ai-enabled-not-autonomous
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Human control
Appropriate levels of human judgment
The U.S. Department of Defense policy standard requiring autonomous and semi-autonomous weapon systems to allow commanders and operators to exercise context-appropriate judgment over the use of force.
Related:
human-control
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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.
Related:
military-chain
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Autonomy and AI
Automatic target recognition (ATR)
Software compares sensed features with programmed or learned categories to recognize or discriminate an object. ATR does not by itself establish unrestricted target generation, legal validation, or authority to engage.
Related:
systems
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Human factors
Automation bias
Over-reliance on automated advice, including commission errors from following incorrect recommendations and omission errors from failing to act when automation does not alert.
Related:
rubber-stamp
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Autonomy and AI
Autonomous navigation
A system determines or adjusts its movement without continuous steering commands. It does not imply authority to classify, select, or engage a target.
Related:
autonomy-spectrum
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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.
Related:
risks-law
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Autonomy and AI
Autonomy of a function
Independent performance of a bounded task such as navigation, sensor management, tracking, recognition, route selection, or assessment. It must be distinguished from authority over the use of force.
Related:
autonomy-spectrum
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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.
Related:
gatekeeper
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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.
Related:
challenges
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Core models
Cyber Kill Chain
Lockheed Martin’s intrusion-oriented sequence: Reconnaissance, Weaponization, Delivery, Exploitation, Installation, Command and Control, and Actions on Objectives.
Related:
cyber-chain
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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.
Related:
daily-challenge
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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.
Related:
military-chain
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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.
Related:
claim-states
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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.
Related:
evidence-states
· claim-states
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Core models
F2T2EA
Find, Fix, Track, Target, Engage, Assess: a familiar military dynamic-targeting sequence used on this site as a high-level analytical model.
Related:
military-chain
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F2T2EA stages
Find
Detect or discover a potentially relevant object, signal, event, or activity through sensing, intelligence, or observation.
Related:
military-chain
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F2T2EA stages
Fix
Establish sufficient confidence in location, identity, observation quality, and relevance for continued tracking and evaluation.
Related:
military-chain
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Human control
Human-in-the-loop (HITL)
An affirmative human action is required before the system performs a designated consequential function for a particular engagement or action.
Related:
control-modes
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Human control
Human-on-the-loop (HOTL)
A system performs delegated functions automatically while a human supervises and may have authority and time to intervene, abort, override, or deactivate.
Related:
control-modes
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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.
Related:
control-modes
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Core models
Kill chain
A staged model connecting an initial observation, access, or preparation step to a later objective. Its defensive value is the identification of dependencies and interruption points.
Related:
what-they-are
· how-they-work
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Core models
Kill web
A distributed network in which sensing, fusion, command, and effect functions can be composed across many nodes and rerouted rather than proceeding through one fixed linear path.
Related:
kill-webs
· interactive-explainers
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Human control
Lost link
A communications condition in which live command or telemetry is unavailable. It does not determine its own meaning: the system may halt, loiter, return, continue reversible tasks, or follow another predeclared policy.
Related:
lost-link
Link to this term
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.
Related:
human-control
Link to this term
Evidence and models
Model confidence
A score produced by a model under its data, categories, calibration, and current inputs. It is not automatically evidence quality, positive identification, legal correctness, or ground truth.
Related:
gatekeeper
Link to this term
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.
Related:
rubber-stamp
Link to this term
Human control
Preauthorization
A human-defined permission established before the event that allows a system to perform a bounded action when specified evidence, mission, geographic, temporal, and safety conditions are satisfied.
Related:
before-it-began
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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.
Related:
source-hierarchy
Link to this term
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.
Related:
evidence-states
Link to this term
Human control
Safe state
A predefined, bounded system condition entered when assumptions, communications, sensors, authority, or operating limits fail. Safe for the platform does not necessarily mean risk-free for every affected party.
Related:
lost-link
Link to this term
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.
Related:
how-they-work
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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.
Related:
simulation-method
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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.
Related:
simulation-method
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F2T2EA stages
Target
Validate and prioritize a candidate, evaluate applicable constraints, select a course of action or effector, and determine the required authority. It is not merely an AI classification label.
Related:
military-chain
Link to this term
Web technology
Three.js
The JavaScript 3D rendering library used for the site’s WebGL and WebXR visualizations, with semantic HTML and Canvas fallbacks for essential content.
Related:
technical-method
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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.
Related:
military-chain
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Web technology
WebXR
A web standard that gives compatible browsers access to immersive virtual- and augmented-reality devices. On KillChains.com it is progressive enhancement rather than a content requirement.
Related:
technical-method
Link to this term