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Context We’ll discuss the growing field of Confidential Computing (CC), focusing on hardware-based security for artificial intelligence (AI) and virtual machine (VM) workloads. We’ll explain how The Spartan AI Platform and technologies like AMD SEV-SNP, Intel TDX, and Arm CCA (Confidential Compute Architecture) create Trusted Execution Environments (TEEs) to protect ...
In this article we detail the architecture, implementation, and best practices for serving LLMs in distributed environments, drawing on recent advancements and opportunities. 1. Introduction Large Language Models (LLMs) have seen an immense surge in popularity since the release of ChatGPT. This has led to a growing demand for LLM-powered ...
The rapid evolution of Large Language Models (LLMs) has pushed the boundaries of computational demands, making distributed training an indispensable technique. These models, often comprising billions or even trillions of parameters, frequently exceed the memory capacity of a single GPU, necessitating their distribution across multiple devices and machines. Furthermore, achieving ...
The landscape of artificial intelligence is rapidly evolving, with a significant shift from purely cloud-based large language models (LLMs) to more efficient, localized small language models (SLMs) operating on edge devices. This paradigm shift is driven by the imperative to reduce latency, enhance privacy, lower operational costs, and foster more ...
When private users and businesses use Cloud LLMs, the following processes run behind the scene: Scared sharing personal, business data to Cloud LLMs and loosing control on your core Knowledge base ? The Spartan AI is the answer ! Its Private AI Networks Platform automatically provisions LLMs and AI Agents ...
For immediate release. Tampa, Florida, January 30, 2025 – The Spartan AI, a leading provider of Private AI Networks and Agents, today announced that a launch of its Model Router platform, a groundbreaking technology designed to empower security, privacy and accessibility, scheduled for Q2 2025. About The Spartan AI Platform ...
The AI/ML commercialization just begun. We’ve seen several big announcements at CES-2025. Laptops announced at CES-2025 are packed with powerful CPUs, GPUs, NPUs, and AI capabilities. Let’s dive into some of the latest models. Intel-based Laptops AMD-based Laptops Nvidia-based and Nvidia GPU powered Laptops What conclusion we can make from ...
CES 2025 is coming! Spartan team headed by its CEO, Tanya Yakhontova, will be attending CES 2025 in Las Vegas on January 7-10:https://www.ces.tech/ Interested in a meeting to know more how Private AI Networks can be provisioned to local Endpoints ? Whether you’re curious about AI trends or want to ...
Agentic API business model In Part 1 of the serie we discussed existing issues for SaaS software approach and why it will end its existence very soon. In this Part 2 we will discuss a reasonable business model for Agentic AI and its APIs. Firstly, Agentic business model is use ...