Human-on-the-Loop: An AI-Powered Guardrail for Kinetic Engagements in TAK

by Bo Layer, CTO | April 18, 2025

Human-on-the-Loop: An AI-Powered Guardrail for Kinetic Engagements in TAK

As we push more autonomy to the tactical edge, the debate around 'human-in-the-loop' versus 'human-on-the-loop' becomes critically important, especially for kinetic engagements. This SITREP proposes a concrete implementation: an AI-powered TAK plugin that acts as an intelligent guardrail. The system could autonomously identify and track a threat, generate a targeting solution, and even maneuver a weapon system into position, but it would require a final, explicit confirmation from a human operator before engaging. It's about leveraging AI to accelerate the kill chain, while ensuring that the final, lethal decision remains firmly in human hands.

The debate around lethal autonomous weapons is often framed as a binary choice: either a human is in complete control, or the machine is. This is a false dichotomy. The optimal solution is a symbiotic partnership, a 'human-on-the-loop' model where the AI does the heavy lifting, and the human provides the critical judgment. This SITREP outlines a practical implementation of this concept: an AI-powered TAK plugin that acts as an intelligent guardrail for kinetic engagements.

Imagine a scenario where a swarm of autonomous drones detects a column of enemy tanks. The AI can autonomously perform a number of tasks that would be impossible for a human to do in real-time. It can assign specific drones to track each tank, deconflict their airspace, and generate an optimal attack plan to maximize effectiveness and minimize the risk of collateral damage. It can even maneuver the drones into a perfect firing position. But it will not, and should not, make the final decision to engage.

That is where the human comes in. The AI would present the complete engagement plan to a human operator on their TAK device: here are the targets, here is the proposed attack plan, here is the predicted outcome. The operator can then either approve the plan with a single tap, or modify it as needed. This is the essence of the human-on-the-loop model. It's not about taking the human out of the loop; it's about elevating them from a simple operator to a strategic commander.

This approach has a number of advantages. It dramatically accelerates the kill chain, allowing us to engage targets at a speed and scale that is simply not possible with manual control. It reduces the cognitive load on the human operator, allowing them to manage a much larger number of autonomous systems. And, most importantly, it ensures that we maintain meaningful human control over the use of lethal force, a critical ethical and legal requirement.

At ROE Defense, we are committed to developing AI systems that are not only effective, but also responsible. We believe that the human-on-the-loop model is the right approach for the future of autonomous warfare, and we are building the TAK plugins that will make it a reality.