Kill chains
Also written: Killchain
Phases of a military operation, from finding a target to assessing the outcome.
Kill chains describe the sequence of steps in a military operation. Think of it like a recipe for achieving a goal, such as neutralizing an enemy threat.
The typical steps are finding the target, fixing its location, tracking its movement, targeting it for attack, engaging it with a weapon, and then assessing if the mission was successful. AI is being researched to speed up or automate parts of this chain.
Kill chains are end-to-end conceptual models of military engagements, often described in phases like 'find, fix, track, target, engage, assess' (F2T2EA). These models provide a framework for understanding the flow of operations and identifying critical decision points or vulnerabilities.
AI's integration into kill chains aims to accelerate the speed and improve the precision of each phase, potentially reducing the time from initial detection to engagement. This raises concerns about escalation and the implications of autonomous weapon systems.
AI's increasing ability to process complex data and identify patterns is making it relevant for military applications like targeting. Research from labs like Anthropic explores how AI can be integrated into existing military frameworks, such as kill chains, to enhance operational efficiency and effectiveness.
- Measuring AI capabilities in intelligence targeting and conventional weaponsAnthropic · Anthropic Research ·
- Anthropic Claude
- Anthropic's research directly examines how AI capabilities can be applied to phases within military kill chains for intelligence targeting and weapons development.
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The concept of the kill chain was popularized by Lockheed Martin in the context of air-to-air combat and later adapted for cyber warfare. It breaks down an attack into distinct phases. Source ↗
While direct military applications are not accessible, you can observe AI's role in sequential decision-making. Use a tool like ChatGPT to plan a complex multi-step project, such as organizing a large event. Ask it to break down the process into distinct phases, from initial planning to execution and review, mirroring the structured approach of a kill chain.
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Questions people ask
- What is the main goal of analyzing kill chains?
- The main goal is to understand and disrupt an adversary's operational sequence, or to optimize one's own operations by identifying critical points and reducing the time needed to complete them.
- How does AI impact kill chains?
- AI can potentially accelerate or automate multiple phases of a kill chain, such as target identification, tracking, and engagement, leading to faster operational tempos and new strategic considerations.
First seen on Subvolts Sep 11, 2026. Updated Sep 18, 2026. Written by an AI model from the items above and reviewed against them weekly; report an error.

