Running an AI data center means responding to a steady stream of drift, faults, and capacity changes, around the clock. Static runbooks cannot keep up with that pace, yet handing control to automation feels risky when one wrong action can stall a training run that has been going for weeks. So most teams keep a human in every decision, and operations slow down to the pace of the on-call engineer.
Martin FSD is the autonomous operations agent in Federator.ai Cortex, ProphetStor’s full-stack AI Ops platform for AI factories. It brings self-healing operations to the AI data center, covering incident triage, cooling, and maintenance. Martin FSD watches the entire fleet, detects when it drifts from where it should be, and stages a plan to bring it back. It acts only within the autonomy you have granted, and it earns more by proving it can be trusted, one type of action at a time.
How Martin FSD Works
See
Plan
Act
Each step is checked against an approval gate. Actions Martin has earned the right to take run automatically, and everything else is escalated to a human.
Learn
Every override, denial, and correction is distilled into a lesson that shapes Martin’s next proposal.
Autonomy Is Earned, Not Assumed
Martin FSD does not start with full control. Every new deployment begins in an apprenticeship, where Martin observes and recommends while people decide. As Martin builds a record of verified, successful outcomes for a specific type of action, such as draining a node or rebalancing workloads, its trust ledger recommends granting more autonomy for that action alone.
The ledger only recommends. Your team decides what Martin may do on its own, and every action is recorded for review.
What Martin FSD Delivers
Federated Global View
One view shows what Martin is handling on its own and what is waiting on a human decision. Operators see at a glance where their attention is needed, without digging through alert queues.
Plain-Language Command Console
Direct Martin by typing or speaking, for example “drain rack 7, migrate training jobs first.” Martin previews every step, and nothing runs until the request passes the approval gate.
Predictive Remediation
Martin acts on Federator.ai Cortex predictions, including GPU failure prediction with up to 94% accuracy, so it can stage a fix before a fault interrupts training or inference workloads.
Fewer Interventions Over Time
Every override, denial, and correction becomes a lesson Martin applies to future proposals. The intervention rate, the share of decisions that still need a human, falls as Martin learns.
Frequently Asked Questions
What is Martin FSD in Federator.ai Cortex?
Martin FSD is the autonomous operations agent in Federator.ai Cortex. It maintains a live model of the AI data center, detects and diagnoses issues when the fleet drifts from its desired state, stages fixes, and carries them out within the level of autonomy the operations team has granted.
Can Martin FSD take action without human approval?
How does Martin FSD earn more autonomy?
Martin FSD earns autonomy one action type at a time. It begins in an apprenticeship, observing and recommending. As it builds a record of verified successful outcomes, its trust ledger recommends granting more autonomy, and the operations team decides whether to grant it.
How does Martin FSD learn from operators?
Martin FSD turns every override, denial, and correction into a lesson it applies to future proposals. Federator.ai Cortex tracks the intervention rate, the share of decisions that still need a human, which falls as Martin learns.