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OPERATIONS FOR THE SUPERINTELLIGENCE ERA

Superintelligence is a hardware problem too.

Panacea Ops is the AI-native operations layer that keeps frontier-scale GPU fleets healthy, self-healing, and running — so the intelligence race isn't lost to a bad NIC.

SCROLL
Every frontier model trains on a fleet that fails in a thousand quiet ways. We built the layer that notices.
PLATFORM

Three systems. One closed loop.

01 · Fleet Memory

An AI brain that remembers

Reasons against your fleet's own history — not a static threshold.

02 · Guard-railed Autopilot

Autonomous, not reckless

A graduated remediation ladder — gated, scoped, and logged.

03 · Red → Green Validation

Proof, not promises

Built-in checks show health returning on your own hardware.

WHY NOW
The next intelligence explosion will be gated by uptime, not just compute.

As GPU fleets scale from a few racks to thousands of nodes, manual operations stops scaling long before the hardware does.

GET IN TOUCH

Operating a frontier-scale GPU fleet?

We're taking on a small number of design partners to prove the loop on real hardware.