Applications & Products

AURA Foresight has demonstrated an autonomous wildfire system in which fixed sensors, AI and a drone swarm form a distributed detect-verify-respond chain.

A field demonstration has used a coordinated autonomous drone swarm to intercept another swarm by forming a three-dimensional barrier in its path.

Pentest Swarm AI uses a shared blackboard, pheromone-weighted findings, and decentralized agent triggers to let attack paths emerge instead of following a fixed pipeline.

INT21’s PTX Kernel Factory uses specialized agent swarms to generate, test, benchmark, and improve low-level GPU kernels across generations. This is a practical software example of evolutionary adaptation: many agents explore candidate solutions, retain evidence, and feed successful traces into the next cycle.

Lantern Pharma announced ZetaSwarm, a commercially available multi-agent scientific reasoning platform designed to run many specialised AI agents in parallel. The system is intended to support drug discovery and biomedical research workflows.

The system uses decentralized coordination and local signaling inspired by ant colony task allocation to distribute warehouse-picking workloads dynamically across autonomous robots.

The consortium demonstrated distributed telecom routing methods based on pheromone-style path reinforcement and stigmergy. The work is notable because it applies swarm coordination principles directly to resilient communications infrastructure, where decentralized adaptation can improve network recovery under congestion or outages.

While the new AI companies have focussed on LLMs, Google has been spinning off projects from Demis Hassabis’ DeepMind, in AlphaGo, AlphaEvolve, and the Noble prize-winning AlphaFold.

A drone coordination stack using stigmergy-inspired signaling enables distributed inspection coverage across large industrial assets. Each drone adapts locally to coverage gaps and environmental conditions without centralized orchestration.

Hullbot’s autonomous in-water hull-cleaning system was recognised by Good Design Australia as a commercial and industrial product for 2025. The robot is designed for scheduled hull maintenance without drydocking, reducing biofouling-related drag while avoiding manual diver exposure and toxic anti-fouling practices.

A German startup has moved biohybrid swarm systems from concept to field-tested deployment, using living insects equipped with neural interfaces, sensors, and secure communications to operate as coordinated reconnaissance swarms.

[Unverified] Reports indicate that SWARM Biotactics has conducted trials and begun supplying bioelectronic insect swarms for reconnaissance, combining living organisms with sensors and coordinated control systems.