Explore potential applications from robotics to trading systems. Wherever stateful RL agents need production-grade execution, Fournex provides the runtime layer.
Low-latency decision making for robot controllers
<5ms
99.9%
40%
Traditional ML serving adds 50-200ms latency and can't maintain robot state between actions. Robots need deterministic, sub-10ms control loops.
Fournex runs stateful policies directly in the control loop with <5ms inference latency. Session management keeps robot state consistent across thousands of actions.
Deploy trained game agents in production
10,000+
<10ms
Hours
Game agents need to maintain complex state across millions of frames, respond in real-time, and scale to thousands of concurrent players.
Fournex manages long-lived agent sessions with deterministic replay, enabling production game AI that scales. Perfect for NPCs, opponents, and autonomous characters.
Real-time financial RL agents
<2ms
100K+
100%
Financial markets move in microseconds. Traditional serving infrastructure can't handle the latency requirements or maintain trading state across market sessions.
Fournex provides ultra-low latency execution with deterministic runs for regulatory compliance. Session management handles market open/close cycles and risk state.
Self-driving vehicles, drones, and autonomous services
99.99%
5/5
50K+
Autonomous systems require mission-critical reliability, state management across failures, and deterministic behavior for safety certification.
Fournex provides the production runtime for autonomous agents with checkpoint/restore, deterministic execution, and comprehensive observability for safety validation.
Manufacturing, logistics, and industrial systems
+25%
$2M/yr
99.95%
Industrial systems run 24/7 with tight SLAs. RL agents need to optimize in real-time while maintaining state across shifts and handling equipment failures.
Fournex manages continuous optimization sessions with state persistence, enabling RL agents to learn and adapt across production runs while meeting industrial reliability standards.
Whether you're building robotics systems, game AI, or autonomous agents, Fournex could provide the runtime layer you need. Let's discuss how it could work for your use case.