Mariella Group AI Corp builds the governance layer for AI, from the physical infrastructure a system runs on to the boundary where a model acts.
Each light is a piece of the work. The graph reshapes itself into every layer we govern.
Hardware and Infrastructure
A patented hardware governance platform enforcing AI oversight at the physical layer, where software controls cannot reach.
Bidirectional monitoring watches agent behavior without ever reading content, preserving confidentiality by design.
A multi-agent control plane with agent credentialing, controlled tool integration, and human-authorized containment. Anomalous agents are isolated in under 100 milliseconds.
Governance decisions bind to tamper-evident enforcement at the silicon, optical, and thermal levels.
// Validated in a live Palantir deployment with auditable artifacts.
// USPTO non-provisional 19/672,667 under Track One prioritized examination, plus three related provisionals: dual-chamber optical routing, a conformal governance sleeve, and closed-loop thermal management with physical anomaly detection.
Software Layer
Standalone, patent-pending software for agentic frameworks. It solves role collapse: the failure mode where a single agent acts as requester, interpreter, authority, router, executor, and auditor of its own high-consequence action.
No agent can approve or audit itself. The Mesh structurally separates every role in a high-consequence action.
Enforcement lives in the routing itself, not in a policy layer the model can talk its way around.
Not deterministic understanding. The system never interprets what an agent means, only controls what it can structurally do.
// Patent pending.
Startup and Partner Programs
Recognized by the platforms that power serious AI infrastructure.
Selected among ten global innovators for Palantir's data and Model Context Protocol program, 2025. Member of the Palantir AIP and Foundry developer program.
Member of NVIDIA Inception, NVIDIA's program for startups driving change across industries.
Member of AWS Activate, AWS's flagship program supporting startups from first MVP to IPO.
Conforms to what you already run: legacy systems, inherited automation, brand new agents. No rebuild, no rip and replace.
Sits above every model, tool, and cloud, so swapping a vendor never moves the boundary.
Identical at one agent or ten thousand, by construction rather than by monitoring.
Proven across aviation, maritime, and mining operations, built for environments where failure is physical.
Multiple USPTO patent applications on file across hardware and software governance.
About the team
The team behind Mariella Group AI Corp carries twenty years across national security and critical infrastructure: programs with DARPA, ODNI, and the NSA, and innovation work at Nokia, BT, and MIT labs. That experience shaped one conviction: when failure is not an option, governance must be engineered in, not promised.
We work with teams deploying AI where failure is not an option. Walkthroughs are live, technical, and on your stack.