LLM

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Background

todayOctober 10, 2025

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AIML + startups + Private AI Networks + Agentic AI + LLM + Private AI admin

The Spartan AI Roadmap

Initial production release within 1-2 months based upon received feedback from alpha, beta testing The 1st production release includes the following features. 1. Endpoint types supported: 2. Automated provisioning of open source models to supported types of Endpoints. 3. The Spartan API for Platform integration with 3rd parties. 4. Device ...

todaySeptember 21, 2025

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LLM + Distributed inference + Blockchain + Cyber security + Products + AIML + startups + Private AI Networks + Agentic AI + AIML regulatory and compliance admin

The Spartan AI Builds Trust for Distributed AI/ML workloads

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 ...

todaySeptember 5, 2025

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Agentic AI + LLM + Distributed inference + Products + AIML + startups + Private AI Networks admin

LLM inference in distributed environments – architecture, implementation and best practices: Part 1

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 ...