CALLOUT
Talk to an engineerIntent-Based Autonomy for Human–Machine Teaming
Unmanned systems have become ubiquitous across modern military formations, yet their integration has introduced a paradox: assets intended to extend reach and awareness often increase operator workload and fragment decision-making. Today’s control paradigms require operators to interact with unmanned aerial systems (UAS), ground vehicles, and sensors as isolated tools, each demanding dedicated interfaces, attention, and personnel. CALLOUT addresses this gap by introducing an intent-based autonomy layer that enables operators to task unmanned systems using natural language, expressing desired outcomes rather than platform-specific procedures. By translating operator intent into structured, executable actions appropriate for each platform, CALLOUT allows unmanned assets to function as extensions of the unit rather than extensions of a single operator. Designed to operate on embedded, constrained hardware and across heterogeneous platforms, CALLOUT provides a reusable autonomy layer that reduces cognitive burden, preserves combat power at the edge, and enables scalable human–machine teaming in degraded and contested environments.
/ FEATURE 1
Intent-Based Tasking
CALLOUT allows operators to issue commands using natural language rather than procedural platform controls. Commands describe outcomes such as observation, coverage, or reconnaissance instead of specifying how each asset should move or operate.
The system interprets operator intent, extracts objectives and constraints, and translates them into structured actions that can be executed by available autonomous platforms. This restores the natural command relationship between operators and machines while reducing interface complexity.
/ FEATURE 2
Platform-Agnostic Autonomy
Modern formations operate mixed fleets of unmanned systems across multiple domains. Each platform typically introduces its own control interface and operational procedures.
CALLOUT abstracts these platform-specific control mechanisms behind a unified intent interface. Operators interact with heterogeneous systems through a consistent command model while the system handles platform-specific execution.
This approach enables seamless coordination across aerial, ground, maritime, and fixed sensing systems without requiring retraining or mission logic changes as new platforms are introduced.
/ FEATURE 3
Edge-Ready Architecture
CALLOUT is designed for deployment on constrained hardware in operational environments where compute, memory, and power are limited.
The system prioritizes efficient models, bounded autonomy, and deterministic behavior to ensure reliable performance at the tactical edge. Actions remain auditable and traceable to operator intent, enabling autonomy that supports mission execution without sacrificing oversight or predictability
/ USE CASES
See how CALLOUT delivers capability under real constraints
Extend situational awareness across terrain without increasing operator workload.
Operators task unmanned assets to observe terrain, monitor movement, or maintain situational awareness across large areas.
CALLOUT interprets reconnaissance intent and assigns available platforms to observation roles, coordinating coverage and updating tasking as conditions change. Operators receive actionable information rather than managing individual sensor feeds.
Task and coordinate heterogeneous autonomous systems through a single intent interface.
Mixed fleets of drones, ground vehicles, and sensors can be tasked through a single command interface.
CALLOUT evaluates platform capabilities and environmental context to determine which systems should perform each task. Assets operate as coordinated elements within the formation rather than isolated tools requiring individual control.
Provide real-time observation and threat awareness during maneuver operations.
Units conducting maneuver operations often rely on unmanned systems to extend observation and identify emerging threats.
With CALLOUT, operators can request surveillance or target observation without specifying platform-level procedures. The system resolves spatial references, assigns appropriate assets, and maintains monitoring while the operator focuses on mission execution.
Deploy unmanned systems as coordinated teammates within the formation.
CALLOUT enables autonomous systems to operate as supporting elements within a unit rather than standalone platforms.
By translating intent into coordinated actions, the system allows multiple assets to contribute to shared objectives such as security, overwatch, or area monitoring without continuous operator input.
Scalable Human–Machine Teaming
HEX turns onboard VPX mission computers into a synchronized distributed AI system that runs advanced perception and reasoning at the point of need. By distributing computation across nodes and exchanging compact feature-level data instead of raw sensor streams, HEX sustains performance under intermittent links and removes dependence on reach-back processing.
Want the technical details? Check out the HEX whitepaper.