+Use Cases

Research labs & universities

Keep research knowledge close to the people building it.

20

Your workflow in context

Research & defense

Keep research knowledge close to the people building it.

Organize approved experiment records, technical documents, and project datasets in separate research workspaces. On-box agents help teams retrieve methods and prepare project handovers, while analytics organize dataset metadata and documented results for specialist review.

On-box AI agentsRetrieve approved methods and draft source-linked handovers.
On-box analyticsExplore dataset metadata and documented project results.
On-box security & SIEMMonitor platform, endpoint, and access activity inside the deployment.
REVIEW & OPERATING BOUNDARY

Researchers validate interpretations and enforce project access rules; sensitive research stays within its approved scope.

REFERENCE ARCHITECTUREILLUSTRATIVE
Approved experiment recordsTechnical documentsProject dataset metadata
Authorized ingestion
PRIVATE HAWKEYE ENVIRONMENT
Private data lake + databasesTenant-scoped records · preserved sources
ETL / ELTPartition by research project · Link methods and record versions
AI agentsSecurity / SIEMAnalytics
ALL ON-BOX · LOCAL MODELS + GPU COMPUTE
REVIEWABLE OUTPUTS
Project knowledge digest
Dataset and results overview
APIs + MCP Server · scoped access
Private research knowledge appDeveloper-built application · separate codebase

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