Artificial Intelligence for Managing Infrastructure
Artificial Intelligence for Managing Infrastructure
A.I.M.I.® is FLUIX’s foundational AI model that autonomously coordinates cooling, power, and compute in data centers, adapting in real time to physical conditions, workload demand, and grid constraints.
On-prem • Air-gapped • Live in production
What is A.I.M.I.® ?
What is A.I.M.I.® ?
What is A.I.M.I.® ?
A.I.M.I.® (Artificial Intelligence for Managing Infrastructure) is FLUIX’s foundational control model for data centers. It continuously observes physical conditions, workload behavior, and grid constraints, then coordinates cooling, power, and compute as a single system.
Rather than relying on static rules or independent controllers, A.I.M.I.® uses reinforcement learning to adapt in real time, learning how infrastructure responds and applying control actions that optimize performance while preserving safety and uptime.
This approach enables autonomous behavior across cooling, power, and compute, and has been validated in controlled lab environments using deep reinforcement learning.
As discussed in our recent article on compute flexibility, AI workloads no longer behave like fixed demand. Training jobs ramp up unpredictably, power availability varies by time and location, and cooling constraints increasingly limit when compute can run.
AIMI Compute Orchestrator converts these constraints into controllable variables by coordinating compute, power, and cooling as a unified system, enabling real-time throttling, time shifting, and workload relocation.
As discussed in our recent article on compute flexibility, AI workloads no longer behave like fixed demand. Training jobs ramp up unpredictably, power availability varies by time and location, and cooling constraints increasingly limit when compute can run.
AIMI Compute Orchestrator converts these constraints into controllable variables by coordinating compute, power, and cooling as a unified system, enabling real-time throttling, time shifting, and workload relocation.
Read the A.I.M.I.® Deep Reinforcement Learning White Paper
Read the A.I.M.I.® Deep Reinforcement Learning White Paper
Read the A.I.M.I.® Deep Reinforcement Learning White Paper
A.I.M.I.® in Practice
The A.I.M.I.® control model is deployed across three operational domains in data centers.
A.I.M.I.® in Practice
The A.I.M.I.® control model is deployed across three operational domains in data centers.
A.I.M.I.® in Practice
The A.I.M.I.® control model is deployed across three operational domains in data centers.
A.I.M.I.® BMS
A.I.M.I.® BMS
A.I.M.I.® BMS
A.I.M.I.® BMS replaces static, rule-based building management systems with autonomous control. It continuously optimizes cooling and facility infrastructure based on real-time thermal conditions, IT load, and environmental dynamics.
The system operates on-prem, integrates with legacy and modern equipment, and delivers measurable efficiency gains without new hardware or operational disruption.
A.I.M.I.® BMS replaces static, rule-based building management systems with autonomous control. It continuously optimizes cooling and facility infrastructure based on real-time thermal conditions, IT load, and environmental dynamics.
The system operates on-prem, integrates with legacy and modern equipment, and delivers measurable efficiency gains without new hardware or operational disruption.
A.I.M.I.® BMS replaces static, rule-based building management systems with autonomous control. It continuously optimizes cooling and facility infrastructure based on real-time thermal conditions, IT load, and environmental dynamics.
The system operates on-prem, integrates with legacy and modern equipment, and delivers measurable efficiency gains without new hardware or operational disruption.
Explore A.I.M.I.® BMS
Explore A.I.M.I.® BMS
A.I.M.I.® Compute Orchestrator
A.I.M.I.® Compute Orchestrator
A.I.M.I.® Compute Orchestrator
A.I.M.I.® Compute Orchestrator extends the control model into AI workloads. It coordinates compute execution with power and cooling availability, transforming rigid workloads into flexible demand.
This enables real-time throttling, time shifting, and workload relocation, allowing data centers to maintain uptime, respond to grid constraints, and unlock stranded capacity.
A.I.M.I.® Compute Orchestrator extends the control model into AI workloads. It coordinates compute execution with power and cooling availability, transforming rigid workloads into flexible demand.
This enables real-time throttling, time shifting, and workload relocation, allowing data centers to maintain uptime, respond to grid constraints, and unlock stranded capacity.
A.I.M.I.® Compute Orchestrator extends the control model into AI workloads. It coordinates compute execution with power and cooling availability, transforming rigid workloads into flexible demand.
This enables real-time throttling, time shifting, and workload relocation, allowing data centers to maintain uptime, respond to grid constraints, and unlock stranded capacity.
Explore A.I.M.I.® Compute Orchestrator
Explore A.I.M.I.® Compute Orchestrator
A.I.M.I.® Power
A.I.M.I.® Power
A.I.M.I.® Power
A.I.M.I.® Power connects data center operations with grid conditions and utility signals. It enables data centers to participate intelligently in demand response, load shaping, and grid events, without compromising reliability.
By coordinating power behavior with cooling and compute, A.I.M.I.® Power turns infrastructure into a controllable grid asset rather than fixed demand.
A.I.M.I.® Power connects data center operations with grid conditions and utility signals. It enables data centers to participate intelligently in demand response, load shaping, and grid events, without compromising reliability.
By coordinating power behavior with cooling and compute, A.I.M.I.® Power turns infrastructure into a controllable grid asset rather than fixed demand.
A.I.M.I.® Power connects data center operations with grid conditions and utility signals. It enables data centers to participate intelligently in demand response, load shaping, and grid events, without compromising reliability.
By coordinating power behavior with cooling and compute, A.I.M.I.® Power turns infrastructure into a controllable grid asset rather than fixed demand.
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