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Vulnerability Analysis

World record performance and accuracy for secure generative AI

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Challenge

The US faces challenges with bugs in code and flaws in software design that can be exploited. There are also gaps in security procedures, which can lead to security breaches, especially in software deployed to higher impact levels.

Objective

Implement AI-powered tools on the SambaNova platform to analyze and perform comprehensive vulnerability scans across systems and software. Large language models will be utilized to categorize risks based on criticality and likelihood of exploitation, enabling prioritization of remediation efforts. SambaNova’s high-performance AI capabilities will be leveraged to handle large datasets and complex analysis, reducing manual effort and increasing the speed and scale of vulnerability analysis.

Government & Public Agencies

Learn about how SambaNova Systems is proven in multiple federal and research environments.

Distinguishing Factors

  • Domain tuned expert models
  • RAG grounding
  • World record performance and accuracy
  • Data security & privacy
  • Model/data ownership
  • Full stack solution
  • On-site/cloud services

Justification

SambaNova’s AI-powered tools can handle the “extraordinary compute needs” required for comprehensive vulnerability scans, as indicated by its “1000 Tokens/sec” performance, which is significantly higher than competitors like Nvidia. This allows for faster and more accurate identification and categorization of risks.

Solution

SambaNova Suite, combined with the Samba-1 Composition of Experts (CoE) model, delivers the highest combination of performance and accuracy for generative AI. A complete hardware/software platform, SambaNova Suite can be deployed as a fully configured rack-level solution either on-premises, including air-gapped environments, or as a cloud-based solution. The Samba-1 model provides state-of-the-art accuracy across a wide range of use cases.


Key Features

Performance, Accuracy, & Efficiency

Only SambaNova delivers performance of over 1,000 tokens/s at full precision, on as few as 16 sockets. This is an unrivaled combination of performance and accuracy with a small footprint, dramatically reducing power consumption.

Total AI Stack Control

With options for on-premises and air-gapped deployments, SambaNova ensures complete data privacy and security, enabling the use of sensitive data for model training without external exposure.

Model Ownership

Once a model is fine-tuned, it becomes the property of the customer in perpetuity, eliminating model ownership concerns.

Configurable Access & Permissions

The Samba-1 model enables flexible access controls, allowing precise management of model permissions to align with organizational roles, enhancing security and ensuring compliance.


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