Workload Management

Workload Management allows providers to securely deploy and manage their Privacy-preserving workloads on the LatticaAI platform.

Note on Model vs. Program Management This page describes the lifecycle of AI models that are transformed by LatticaAI into homomorphic execution pipelines. For TFHE-based workflows, the submitted artifact is an already compiled program. In those cases, the Homomorphic-Ready Model Creation step does not apply, and the program is deployed directly. All other management operations follow the same workflow.

Prerequisite: Providers Registration

To access LatticaAI’s Workload Management features, providers must:

• Sign Up: Register on the LatticaAI platform and complete the onboarding details.

• Choose Your Management Interface:

  • Use the Web Management Console for a streamlined, browser-based experience —or—

  • Install the Management Client if you prefer to integrate directly via our SDK.

Both options support full workload deployment and management workflows - choose the one that fits your development style.

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Workload Management Workflow

To use your Privacy-preserving workloads with LatticaAI, follow these steps:

1

Consultation and Workload Deployment

Contact us to evaluate whether your AI model is suitable for encrypted data processing.

If the model is compatible, deploy it to the LatticaAI backend using the Management Client. TFHE-based programs can be deployed directly without prior evaluation.

2

Homomorphic-Ready Model Creation

LatticaAI will transform the deployed model to create a homomorphic-ready version for encrypted data processing. Once this process is complete:

• The model's status in the system will change from "Pipeline Pending" to "Active".

• The updated status will be visible in the Web Console, allowing the provider to manage and utilize the model for encrypted data interactions.

3

Manage Your Model

After deployment, you can manage your workload through the web console or Python SDK.

Change Workload Settings:

• Status: Set the model as active or inactive.

  Queries can only run on active workloads that have at least one linked worker assigned to process the requests.

• Name and Description: Update the workload’s name or description to keep records accurate.

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Quick Links to How-To Pages

For detailed steps, refer to the following guides:

• [How-To: Install Management Client]

• [How-To: Deploy Model]

• [How-To: Update Model Setting Parameters]

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