Autonomous sovereign AI infrastructure — operated autonomously.
Agents propose. INVERSE commits.
INVERSE improves delivered efficiency (tokens / watt / second) by combining orchestration and autonomous operations.
AI infrastructure breaks at scale.
Enterprise AI stacks are fragmented and inefficient. GPU utilization stays low, power overhead compounds, and manual operations cannot respond at machine speed. When autonomy arrives, the failure mode isn’t “bad output” — it’s uncontrolled execution.
- PUE waste compounds as clusters grow
- GPU utilization stays low under bursty orchestration
- Humans become the bottleneck for real-time ops
- Autonomous actions need authority, scope, approvals, reversibility
- Without lineage, you can’t prove governance after the fact
An autonomous sovereign substrate - infrastructure that runs itself within defined boundaries, enforces policy by design, and keeps control in your hands.
The metric: tokens / watt / second.
Target ~1.1 by designing the full facility + power/cooling stack through delivery partners.
Fine-grained scheduling and batching to keep GPUs fed and reduce idle cycles under real workloads.
Agents handle scaling, optimization, and incident response within safe boundaries — 24/7, consistent, fast.
We prove efficiency in a Design Lab using your workload mix and your baselines — not benchmark theater.
We separate intelligence from authority.
Deploy three ways.
Partners provide facility + hardware. We provides the stack and autonomous operations. Maximum efficiency.
You bring facilities/colo and hardware. We deploy the software stack + autonomous ops on validated designs.
Bolt onto existing clusters. Keep your infra; add orchestration + INVERSE boundary + autonomous ops. No lock-in.
Same boundary. Different mutation domains.
Domain logic belongs above. INVERSE enforces structure — consistently, audibly, and non-bypassably.
We use it first.
INVERSE governs our own infrastructure agents before we ask you to trust it with yours. The same boundary that enables autonomy in production can govern your agents on whatever infrastructure you already run.
Governance isn’t what we sell. It’s how autonomous operations become safe — and how execution history compounds into a moat.
Autonomy needs a new way.
Make autonomous systems adaptive — and bounded. Improve efficiency today, and deploy INVERSE the future will require.
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