USE CASE

SambaNova Code Generation
World record performance and accuracy for secure generative AIChallenge
Defense and intelligence agencies face critical challenges in ensuring secure and efficient generation of code.
Current software development practices often lead to vulnerabilities, inefficiencies, and delays. Additionally,
maintaining high standards of code quality and security while managing complex, large-scale projects within
the constraints of government protocols adds significant pressure. There is a pressing need for a solution that canstreamline and automate these processes, enhancing overall code security and development efficiency.

Objective

Distinguishing Factors

To implement SambaNova Suite to boost automated securecode generation at the Defense Information Systems
Agency (DISA) and the Defense Intelligence Agency (DIA),
enhancing code quality, security, and development
efficiency through on-site generative AI capabilities.

• World record performance andaccuracy• Data security & privacy• Model/data ownership• Full stack solution• On-site/cloud services• IDE copilot plugin

Justification
Implementing SambaNova Suite for automated secure code generation will transform software development practices
and improve code security, quality, and efficiency. By utilizing on-premises generative AI, agencies will ensure the creation of secure and compliant code, speed up development timelines, and enhance overall software reliability, leading
to more secure and efficient defense IT systems.

Solution
SambaNova Suite, combined with the Samba-1 Composition of Experts (CoE) model, delivers the highest combination ofperformance 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-basedsolution. The Samba-1 model provides state-of-the-art accuracy across a wide range of use cases.

Key Features
Performance, Accuracy, and Efficiency
Only SambaNova delivers performance of over 1000
tokens/s at full precision, on as few as 16 sockets. This is an
unrivaled combination of performance and accuracy witha 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 datafor model training without external exposure.

Model OwnershipOnce a model is fine-tuned, it becomes the property of thecustomer in perpetuity, eliminating model ownershipconcerns.
Configurable Access and Permissions
The Samba-1 model enables flexible access controls,
allowing precise management of model permissions toalign with organizational roles, enhancing security andensuring compliance.

SambaNova Suite delivers the most accurate, integrated full stack generative AI platform,
optimized for enterprise and government organizations. Delivered through SambaNova’s
integrated AI platform, which can be deployed on-premises or through the cloud, SambaNova
Suite seamlessly integrates into existing business processes to deliver transformative capabilities.
With the capacity to be further refined using customer data, these models can deliver unparalleledaccuracy while providing enterprise grade security and data governance.
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